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Luo M, Yang J, Schäffer AA, Chen C, Liu Y, Chen Y, Lin C, Diao L, Zang Y, Lou Y, Salman H, Mills GB, Ruppin E, Han L. Ancestral Differences in Anticancer Treatment Efficacy and Their Underlying Genomic and Molecular Alterations. Cancer Discov 2025; 15:511-529. [PMID: 39601595 PMCID: PMC11875934 DOI: 10.1158/2159-8290.cd-24-0827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 09/12/2024] [Accepted: 11/25/2024] [Indexed: 11/29/2024]
Abstract
SIGNIFICANCE Our study charts a global landscape of ancestry-associated differences in therapeutic efficacy, highlighting the importance of considering ancestry in anticancer therapies.
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Affiliation(s)
- Mei Luo
- Brown Center for Immunotherapy, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Department of Biostatistics and Health Data Science, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Jingwen Yang
- Brown Center for Immunotherapy, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Department of Biostatistics and Health Data Science, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Alejandro A. Schäffer
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD, 20892, USA
| | - Chengxuan Chen
- Brown Center for Immunotherapy, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Department of Biostatistics and Health Data Science, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Yuan Liu
- Brown Center for Immunotherapy, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Department of Biostatistics and Health Data Science, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Yamei Chen
- Brown Center for Immunotherapy, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Department of Biostatistics and Health Data Science, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Chunru Lin
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lixia Diao
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yong Zang
- Department of Biostatistics and Health Data Science, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Yanyan Lou
- Division of Hematology and Oncology, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Huda Salman
- Brown Center for Immunotherapy, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Division of Hematology-Oncology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Gordon B. Mills
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97239, USA
| | - Eytan Ruppin
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD, 20892, USA
| | - Leng Han
- Brown Center for Immunotherapy, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Department of Biostatistics and Health Data Science, School of Medicine, Indiana University, Indianapolis, IN 46202, USA
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
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Fu H, Mo X, Ivanov AA. Decoding the functional impact of the cancer genome through protein-protein interactions. Nat Rev Cancer 2025; 25:189-208. [PMID: 39810024 DOI: 10.1038/s41568-024-00784-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/02/2024] [Indexed: 01/16/2025]
Abstract
Acquisition of genomic mutations enables cancer cells to gain fitness advantages under selective pressure and, ultimately, leads to oncogenic transformation. Interestingly, driver mutations, even within the same gene, can yield distinct phenotypes and clinical outcomes, necessitating a mutation-focused approach. Conversely, cellular functions are governed by molecular machines and signalling networks that are mostly controlled by protein-protein interactions (PPIs). The functional impact of individual genomic alterations could be transmitted through regulated nodes and hubs of PPIs. Oncogenic mutations may lead to modified residues of proteins, enabling interactions with other proteins that the wild-type protein does not typically interact with, or preventing interactions with proteins that the wild-type protein usually interacts with. This can result in the rewiring of molecular signalling cascades and the acquisition of an oncogenic phenotype. Here, we review the altered PPIs driven by oncogenic mutations, discuss technologies for monitoring PPIs and provide a functional analysis of mutation-directed PPIs. These driver mutation-enabled PPIs and mutation-perturbed PPIs present a new paradigm for the development of tumour-specific therapeutics. The intersection of cancer variants and altered PPI interfaces represents a new frontier for understanding oncogenic rewiring and developing tumour-selective therapeutic strategies.
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Affiliation(s)
- Haian Fu
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Emory University, Atlanta, GA, USA.
- Winship Cancer Institute of Emory University, Atlanta, GA, USA.
| | - Xiulei Mo
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Emory University, Atlanta, GA, USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Andrey A Ivanov
- Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Emory University, Atlanta, GA, USA
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
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3
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Falcao RM, de Souza JES, Gonzalez-Molina J, Mathieson W, Carlson JW, Petta TB. Deep multi-omics integration approach reveals new molecular features of uterine leiomyosarcoma. Biochim Biophys Acta Mol Basis Dis 2025; 1871:167632. [PMID: 39708976 DOI: 10.1016/j.bbadis.2024.167632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2024] [Revised: 11/25/2024] [Accepted: 12/14/2024] [Indexed: 12/23/2024]
Abstract
Uterine leiomyosarcoma (uLMS) is a rare and aggressive cancer representing approximately 25 % of all uterine malignancies. The molecular heterogeneity and pathogenesis of uLMS are not well understood, and translational studies aimed at discovering the vulnerabilities of this tumor type are of high priority. We conducted an innovative comprehensive multi-omics integration study from DNA to protein using freshly frozen tumors. Here, we show that two tumors harbor actionable therapeutic targets, IDH1_p.Arg132Cys and KRAS_p.Gly12Cys, and homologous recombination deficiency (HRD) is the most predominant genomic signature. Additionally, 80 % of the samples presented a chromothripsis signature, reinforcing the aneuploidy phenotype of these tumors. Tumors with a high proliferation score and high Ki67 expression was associated with worse overall survival (OS). We observed a high frequency of balanced fusion events involving EEF1A1 with enrichment of the EGFR pathway. For the first time, uLMS proteomics analysis showed the enrichment of pathways associated with suppression of the innate immune system and ECM organization. Finally, our comprehensive multi-omics integration analysis identified amplification of the CTHRC1 gene from the matrisome, with a negative impact on OS. Interestingly, the expression of Ki67 and CTHRC1 exhibits a strong negative correlation, underscoring two distinct and mutually exclusive biological profiles in uLMS: (i) highly proliferative tumors, characterized by elevated Ki67 expression, and (ii) tumors driven by ECM remodeling, marked by high CTHRC1 levels. Taken together, this deep functional multi-omics approach contributes to the detection of new molecular features of uLMS and suggests that patients could benefit from precision oncology in clinical practice.
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Affiliation(s)
- Raul Maia Falcao
- Universidade Federal do Rio Grande do Norte, IMD, Ppg-Bioinformatica, Natal, Brazil.
| | | | - Jordi Gonzalez-Molina
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, SE-171 76 Stockholm, Sweden
| | - William Mathieson
- Integrated Biobank of Luxembourg, Luxembourg Institute of Health, Dudelange, Luxembourg.
| | | | - Tirzah Braz Petta
- Universidade Federal do Rio Grande do Norte, IMD, Ppg-Bioinformatica, Natal, Brazil; University of Southern California, Keck School of Medicine, Department of Translational Genomics, 1450 Biggy St., Los Angeles, CA 90089, United States of America.
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4
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Venetis K, Frascarelli C, Bielo LB, Cursano G, Adorisio R, Ivanova M, Mane E, Peruzzo V, Concardi A, Negrelli M, D'Ercole M, Porta FM, Zhan Y, Marra A, Trapani D, Criscitiello C, Curigliano G, Guerini-Rocco E, Fusco N. Mismatch repair (MMR) and microsatellite instability (MSI) phenotypes across solid tumors: A comprehensive cBioPortal study on prevalence and prognostic impact. Eur J Cancer 2025; 217:115233. [PMID: 39827722 DOI: 10.1016/j.ejca.2025.115233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2024] [Accepted: 01/08/2025] [Indexed: 01/22/2025]
Abstract
Mismatch repair deficiency (MMR-d) and microsatellite instability (MSI) are prognostic and predictive biomarkers in oncology. Current testing for MMR/MSI relies on immunohistochemistry (IHC) for MMR proteins and molecular assays for MSI detection. This combined diagnostic strategy, however, lacks tumor specificity and does not account for gene variants. This study provides an in-depth analysis of MMR mutations frequency, spectrum, and distribution in solid tumors. Data from 23,893 patients across 11 tumor types, using 66 publicly available studies, were analyzed. MMR-mutated (MMR-m) status was defined by alterations in MLH1, PMS2, MSH2, and/or MSH6; MSI was assessed by MSIsensor. Cases with indeterminate labelling were excluded. Survival was analyzed using the Kaplan-Meier method. Among 19,353 tumors, 949 MMR variants were identified, comprising 432 pathogenic and 517 variants of unknown significance (VUS), as defined by OncoKB. MSH6 mutations were the most frequent (n = 279, 29.4 %), followed by MSH2 (n = 198, 20.9 %), MLH1 (n = 187, 19.7 %), and PMS2 (n = 161, 16.9 %). MMR-m cases were more frequent in endometrial (EC, 20.5 %), colorectal (CRC, 8.2 %), bladder (BLCA, 8.7 %), and gastroesophageal cancers (GEC, 5.4 %). Pathogenic mutations were more common than non-pathogenic in EC, CRC, and GEC (p < 0.001, p = 0.01, p = 0.32, respectively). MMR-m status was not associated with MSI in 247 (48.9 %) cases, including 67 (13.2 %) with pathogenic mutations. The highest concordance between MMR-m and MSI was observed in CRC (65.7 %), EC (91.2 %), and GEC (69.6 %), while the lowest in pancreatic (0.2 %) and lung cancers (0.1 %). MMR-m GECs showed improved overall survival compared to MMR-wt (p = 0.009), a relationship not observed in other tumor types. This study demonstrates that the MMR spectrum is extremely hetoerogeneous in solid tumors, highliting the need for comprehensive and tumor-specific testing strategies.
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Affiliation(s)
| | - Chiara Frascarelli
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Luca Boscolo Bielo
- Division of New Drugs and Early Drug Development for Innovative Therapies, European Institute of Oncology IRCCS, Milan, Italy
| | - Giulia Cursano
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Riccardo Adorisio
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | - Mariia Ivanova
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | - Eltjona Mane
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | - Virginia Peruzzo
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | - Alberto Concardi
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | | | - Marianna D'Ercole
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy
| | | | - Yinxiu Zhan
- Department of Experimental Oncology, European Institute of Oncology IRCCS, Milan, Italy
| | - Antonio Marra
- Division of New Drugs and Early Drug Development for Innovative Therapies, European Institute of Oncology IRCCS, Milan, Italy
| | - Dario Trapani
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy; Division of New Drugs and Early Drug Development for Innovative Therapies, European Institute of Oncology IRCCS, Milan, Italy
| | - Carmen Criscitiello
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy; Division of New Drugs and Early Drug Development for Innovative Therapies, European Institute of Oncology IRCCS, Milan, Italy
| | - Giuseppe Curigliano
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy; Division of New Drugs and Early Drug Development for Innovative Therapies, European Institute of Oncology IRCCS, Milan, Italy
| | - Elena Guerini-Rocco
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Nicola Fusco
- Division of Pathology, European Institute of Oncology IRCCS, Milan, Italy; Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy.
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Arce-Gallego S, Cresta Morgado P, Delgado-Serrano L, Simonetti S, Gonzalez M, Romero-Lozano P, Marmolejo D, Morales-Barrera R, Arnau GM, Semidey ME, Aguilar D, Cordoba-Terreros S, Mast R, de Albert M, Planas J, Cuadras M, Maldonado X, Suarez C, Casanova-Salas I, Figols M, Cros S, Mas A, Nonell L, Dienstmann R, Nuciforo P, Vivancos A, Llop-Guevara A, Carles J, Serra V, Mateo J. Homologous recombination repair status in metastatic prostate cancer by next-generation sequencing and functional immunofluorescence. Cell Rep Med 2025; 6:101937. [PMID: 39914385 DOI: 10.1016/j.xcrm.2025.101937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2024] [Revised: 09/19/2024] [Accepted: 01/10/2025] [Indexed: 02/21/2025]
Abstract
Metastatic prostate cancer (mPC) is enriched for homologous recombination repair (HRR) gene alterations, which have prognostic and predictive value. Routine clinical implementation of next-generation sequencing (NGS) is still limited. We investigated the association between genomic and functional loss of HRR, using NGS and RAD51 immunofluorescence (RAD51-IF) in 219 primary or metastatic biopsies from 187 patients with stage IV prostate cancer. NGS showed frequent genomic alterations in TP53 (40%), AR (15%), PTEN (14%), FOXA1 (12%), MYC (10%), BRCA2 (9%), ATM (8%), and BRCA1 (2%). We pursued RAD51-IF in 206 samples; of those, 139/206 (67%) were evaluable. 21% of samples had RAD51-low score compatible with HRR deficiency (HRD). RAD51-IF showed high sensitivity (71%) and specificity (86%) for BRCA1/2 alterations. Patients with RAD51-low scores experienced longer progression-free survival (PFS) on poly(ADP-ribose) polymerase inhibitors (PARPi) or platinum chemotherapy. RAD51-IF is feasible in routine clinical samples from patients with mPC and is associated with clinically relevant HRR gene alterations.
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Affiliation(s)
- Sara Arce-Gallego
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Pablo Cresta Morgado
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Oncology Data Science (OdysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Luisa Delgado-Serrano
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Sara Simonetti
- Molecular Oncology, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Macarena Gonzalez
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Department of Medical Oncology, Vall d'Hebron University Hospital and Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Paula Romero-Lozano
- Cancer Genomics Group, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - David Marmolejo
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Department of Medical Oncology, Vall d'Hebron University Hospital and Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Rafael Morales-Barrera
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Department of Medical Oncology, Vall d'Hebron University Hospital and Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Gisela Mir Arnau
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | | | - Daniel Aguilar
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | | | - Richard Mast
- Department of Radiology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Matias de Albert
- Department of Radiology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Jacques Planas
- Department of Urology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Mercè Cuadras
- Department of Urology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Xavier Maldonado
- Department of Radiation Oncology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Cristina Suarez
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Department of Medical Oncology, Vall d'Hebron University Hospital and Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Irene Casanova-Salas
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Mariona Figols
- Department of Medical Oncology, Althaia Xarxa Assistencial Universitària de Manresa, Manresa, Spain
| | - Sara Cros
- Department of Medical Oncology, Granollers Hospital, Granollers, Spain
| | - Alba Mas
- Bioinformatics Unit, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Lara Nonell
- Bioinformatics Unit, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Rodrigo Dienstmann
- Oncology Data Science (OdysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; University of Vic - Central University of Catalonia, Vic, Spain
| | - Paolo Nuciforo
- Molecular Oncology, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Ana Vivancos
- Cancer Genomics Group, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Alba Llop-Guevara
- Experimental Therapeutics, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Joan Carles
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Department of Medical Oncology, Vall d'Hebron University Hospital and Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Violeta Serra
- Experimental Therapeutics, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain.
| | - Joaquin Mateo
- Prostate Cancer Research, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Department of Medical Oncology, Vall d'Hebron University Hospital and Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain.
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Estevam GO, Linossi E, Rao J, Macdonald CB, Ravikumar A, Chrispens KM, Capra JA, Coyote-Maestas W, Pimentel H, Collisson EA, Jura N, Fraser JS. Mapping kinase domain resistance mechanisms for the MET receptor tyrosine kinase via deep mutational scanning. eLife 2025; 13:RP101882. [PMID: 39960754 PMCID: PMC11832172 DOI: 10.7554/elife.101882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/20/2025] Open
Abstract
Mutations in the kinase and juxtamembrane domains of the MET Receptor Tyrosine Kinase are responsible for oncogenesis in various cancers and can drive resistance to MET-directed treatments. Determining the most effective inhibitor for each mutational profile is a major challenge for MET-driven cancer treatment in precision medicine. Here, we used a deep mutational scan (DMS) of ~5764 MET kinase domain variants to profile the growth of each mutation against a panel of 11 inhibitors that are reported to target the MET kinase domain. We validate previously identified resistance mutations, pinpoint common resistance sites across type I, type II, and type I ½ inhibitors, unveil unique resistance and sensitizing mutations for each inhibitor, and verify non-cross-resistant sensitivities for type I and type II inhibitor pairs. We augment a protein language model with biophysical and chemical features to improve the predictive performance for inhibitor-treated datasets. Together, our study demonstrates a pooled experimental pipeline for identifying resistance mutations, provides a reference dictionary for mutations that are sensitized to specific therapies, and offers insights for future drug development.
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Affiliation(s)
- Gabriella O Estevam
- Department of Bioengineering and Therapeutic Sciences, University of California, San FranciscoSan FranciscoUnited States
- Tetrad Graduate Program, University of California, San FranciscoSan FranciscoUnited States
| | - Edmond Linossi
- Cardiovascular Research Institute, University of California, San FranciscoSan FranciscoUnited States
- Department of Cellular and Molecular Pharmacology, University of California, San FranciscoSan FranciscoUnited States
| | - Jingyou Rao
- Department of Computer Science, University of California, Los AngelesLos AngelesUnited States
| | - Christian B Macdonald
- Department of Bioengineering and Therapeutic Sciences, University of California, San FranciscoSan FranciscoUnited States
| | - Ashraya Ravikumar
- Department of Bioengineering and Therapeutic Sciences, University of California, San FranciscoSan FranciscoUnited States
| | - Karson M Chrispens
- Department of Bioengineering and Therapeutic Sciences, University of California, San FranciscoSan FranciscoUnited States
- Biophysics Graduate ProgramSan FranciscoUnited States
| | - John A Capra
- Bakar Computational Health Sciences Institute and Department of Epidemiology and Biostatistics, University of California, San FranciscoSan FranciscoUnited States
| | - Willow Coyote-Maestas
- Department of Bioengineering and Therapeutic Sciences, University of California, San FranciscoSan FranciscoUnited States
- Quantitative Biosciences Institute, University of California, San FranciscoSan FranciscoUnited States
| | - Harold Pimentel
- Department of Computer Science, University of California, Los AngelesLos AngelesUnited States
- Department of Computational Medicine and Human Genetics, University of California, Los AngelesLos AngelesUnited States
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los AngelesLos AngelesUnited States
| | - Eric A Collisson
- Human Biology, Fred Hutchinson Cancer CenterSeattleUnited States
- Department of Medicine, University of WashingtonSeattleUnited States
| | - Natalia Jura
- Cardiovascular Research Institute, University of California, San FranciscoSan FranciscoUnited States
- Department of Cellular and Molecular Pharmacology, University of California, San FranciscoSan FranciscoUnited States
- Quantitative Biosciences Institute, University of California, San FranciscoSan FranciscoUnited States
| | - James S Fraser
- Department of Bioengineering and Therapeutic Sciences, University of California, San FranciscoSan FranciscoUnited States
- Quantitative Biosciences Institute, University of California, San FranciscoSan FranciscoUnited States
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7
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Stecko H, Tsilimigras D, Iyer S, Daw J, Zhu H, Huang E, Kalady M, Pawlik TM. Association of non-gain-of-function alterations in exportin-1 with improved overall survival in colorectal cancer. J Gastrointest Surg 2025; 29:101990. [PMID: 39947513 DOI: 10.1016/j.gassur.2025.101990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2024] [Revised: 01/23/2025] [Accepted: 02/08/2025] [Indexed: 02/24/2025]
Abstract
BACKGROUND Upregulation of nuclear export protein exportin-1 (coded by gene XPO1) has been previously demonstrated in multiple cancer subtypes, contributing to pharmacotherapy resistance and increased recurrence rates. This study aimed to explore the effect of non-gain-of-function (GOF) XPO1 alterations in patients with colorectal cancer (CRC). METHODS Patients with colon/rectal/colorectal adenocarcinoma were identified from the Memorial Sloan Kettering Clinicogenomic, Harmonized Oncologic Real-World Dataset using cBioPortal. A subpopulation with alterations in XPO1 was identified. Patients with known amplifications and GOF E571K and R749Q alterations were excluded, as were patients with in situ and stage IV disease. Survival analysis was performed via Kaplan-Meier and Cox proportional hazards analyses, adjusted for patient age and disease stage. RESULTS Among 5543 patients with CRC, 83 (1.5%) had alterations in the XPO1 locus, and 5460 patients (98.5%) did not. Of patients with XPO1 alteration, 66 (79.5%) had non-GOF alterations, and 17 (21.5%) had GOF point mutations or amplifications. Patients with non-GOF XPO1 alteration had a mortality hazard ratio of 0.601 (95% CI, 0.463-0.805; P =.011). When adjusted for patient age and disease stage, XPO1 co-alteration was associated with improved overall survival (OS) in patients with alterations in TP53, APC, FBXW7, SMAD4, and BRAF genes (all P <.01). CONCLUSION XPO1 alterations were associated with improved OS in patients with CRC. Associated survival benefits persisted when co-alterations were present, particularly in co-alterations with intranuclear tumor suppressor proteins.
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Affiliation(s)
- Hunter Stecko
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, United States; The Ohio State University College of Medicine, Columbus, OH, United States
| | - Diamantis Tsilimigras
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, United States
| | - Sidharth Iyer
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, United States; The Ohio State University College of Medicine, Columbus, OH, United States
| | - Jad Daw
- The Ohio State University College of Medicine, Columbus, OH, United States
| | - Hua Zhu
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, United States
| | - Emily Huang
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, United States
| | - Matthew Kalady
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, United States
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, United States.
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8
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Lena J, Alamé M, Italiano A, Soubeyran I, Blouin L, Khalifa E, Cousin S, Pernot S, Palmieri LJ. Extensive molecular profiling of KRAS wild-type as compared to KRAS mutated pancreatic ductal adenocarcinoma on 318 patients. Eur J Cancer 2025; 216:115197. [PMID: 39729677 DOI: 10.1016/j.ejca.2024.115197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Revised: 12/15/2024] [Accepted: 12/18/2024] [Indexed: 12/29/2024]
Abstract
PURPOSE Molecular profiling is increasingly implemented to guide treatment of advanced pancreatic ductal adenocarcinoma (PDAC), especially when for clinical trials enrollment. This study aimed to describe actionable alterations detected in KRAS mutated (KRASm) versus KRAS wild-type (KRASwt) PDAC, the latter group being considered enriched in molecular alterations. METHODS This prospective monocentric study included patients with locally advanced or metastatic PDAC who underwent next-generation sequencing (NGS) on liquid biopsy and/or tissue samples between 2015 and 2023, as part of the BIP academic study (NCT02534649). Actionable alterations were classified using the ESCAT (ESMO Scale for Clinical Actionability of molecular Targets). RESULTS A total of 378 patients with a PDAC underwent NGS: 73 on tissue samples, 162 on liquid biopsies, and 143 on both tissue and liquid. Liquid biopsies had a 59.3 % performance (181 informative samples out of 305). Among 318 informative NGS samples, 273 (86 %) were KRASm, and 45 (14 %) were KRASwt. Median overall survival (OS) was 19.35 in KRASwt patients and 16.89 months for KRASm patients (HR 0.67, 95 %CI (0.49-0.90), p = 0.02). ESCAT alterations were found in 15.7 % of total population, with 31.1 % in KRASwt tumors and 13.2 % in KRASm tumors. BRCA1/2 mutations were identified in 7.5 % of the population, and one NTRK fusion was found in a KRASwt PDAC. The molecular tumor board considered 71 patients (22.3 %) eligible for early-phase trials, with 14 treated with matched therapy. CONCLUSION Although actionable mutations were more frequent in KRASwt tumors, 13.2 % of KRASm PDAC harbored ESCAT alterations, emphasizing the importance of molecular profiling regardless of KRAS status.
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Affiliation(s)
- Jeanne Lena
- Department of Medicine, Institut Bergonié, Bordeaux, France
| | - Mélissa Alamé
- Department of Pathology, Institut Bergonié, Bordeaux, France
| | - Antoine Italiano
- Department of Medicine, Institut Bergonié, Bordeaux, France; Faculty of Medicine, University of Bordeaux, France
| | | | - Laura Blouin
- Department of Pathology, Institut Bergonié, Bordeaux, France
| | | | - Sophie Cousin
- Department of Medicine, Institut Bergonié, Bordeaux, France
| | - Simon Pernot
- Department of Medicine, Institut Bergonié, Bordeaux, France
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9
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White MG, Zeineddine MA, Fallon EA, Zeineddine FA, Dansby J, Chowdhury S, Hornstein N, Yousef A, Yousef M, Bhutiani N, Gu Y, Kee B, Dasari A, Overman MJ, Raghav K, Kopetz S, Uppal A, Taggart M, Newhook T, Fournier K, Helmink B, Drusbosky LM, Shen JP. The Landscape of ctDNA in Appendiceal Adenocarcinoma. Clin Cancer Res 2025; 31:551-560. [PMID: 39679931 PMCID: PMC11790361 DOI: 10.1158/1078-0432.ccr-24-2474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2024] [Revised: 09/23/2024] [Accepted: 12/06/2024] [Indexed: 12/17/2024]
Abstract
PURPOSE Appendiceal adenocarcinoma is a rare malignancy with distinct histopathologic subtypes and a natural history with metastasis primarily limited to the peritoneum. Little is known about the molecular pathogenesis of appendiceal adenocarcinoma relative to common tumors. EXPERIMENTAL DESIGN We analyzed molecular data for patients within the Guardant Health database with appendix cancer (n = 718). We then identified patients with appendiceal adenocarcinoma at our institution (from October 2004-September 2022) for whom ctDNA mutation profiling (liquid biopsy) was performed (n = 168) and extracted clinicopathologic and outcomes data. Of these 168 patients, 57 also had tissue-based tumor mutational profiling, allowing for evaluation of concordance between liquid and tissue assays. RESULTS The mutational landscape of ctDNA in appendiceal adenocarcinoma is distinct from tissue-based sequencing, with TP53 being the most frequently mutated (46%). Relative to other tumors, appendiceal adenocarcinoma seems less likely to shed ctDNA, with only 38% of patients with metastatic appendiceal adenocarcinoma having detectable ctDNA (OR = 0.26; P < 0.0001 relative to colorectal cancer). When detectable, the median variant allele frequency was significantly lower in appendiceal adenocarcinoma (0.4% vs. 1.3% for colorectal cancer; P ≤ 0.001). High-grade, signet ring, or colonic-type histology, metastatic spread beyond the peritoneum, and TP53 mutation were associated with detectable ctDNA. With respect to clinical translation, patients with detectable ctDNA had worse overall survival (HR = 2.32; P = 0.048). In the Guardant Health cohort, actionable mutations were found in 93 patients (13.0%). CONCLUSIONS Although metastatic appendiceal adenocarcinoma tumors are less likely to shed tumor DNA into the blood relative to colorectal cancer, ctDNA profiling in appendiceal adenocarcinoma has clinical utility.
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Affiliation(s)
- Michael G. White
- Department of Colon & Rectal Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Mohammad A. Zeineddine
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Eleanor A. Fallon
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Fadl A. Zeineddine
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Julia Dansby
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Saikat Chowdhury
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Nicholas Hornstein
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Abdelrahman Yousef
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Mahmoud Yousef
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Neal Bhutiani
- Department of Colon & Rectal Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Yue Gu
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Bryan Kee
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Arvind Dasari
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Michael J. Overman
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Kanwal Raghav
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Scott Kopetz
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Abhineet Uppal
- Department of Colon & Rectal Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Melissa Taggart
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Timothy Newhook
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Keith Fournier
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Beth Helmink
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | | | - John Paul Shen
- Department of Colon & Rectal Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX
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10
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Fujii K, Ueki M, Morishita M, Ikushima H, Isago H, Watanabe K, Oda K, Kage H. Clinical utility of comprehensive genomic profiling in non-small cell lung cancer: An analysis of a nation-wide database. Lung Cancer 2025; 200:108099. [PMID: 39842065 DOI: 10.1016/j.lungcan.2025.108099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2024] [Revised: 12/25/2024] [Accepted: 01/14/2025] [Indexed: 01/24/2025]
Abstract
BACKGROUND Molecular testing is recommended to patients with advanced non-small cell lung cancer (NSCLC) because those who receive targeted therapy have better prognosis than patients who don't. However, recent studies have raised concerns that first-line companion diagnostic testing at diagnosis may have lower detection rates than previously reported. Therefore, we sought to determine the utility of comprehensive genomic profiling (CGP) tests in NSCLC by analyzing a nation-wide database. METHODS We searched the Center for Cancer Genomics and Advanced Therapeutics database and downloaded clinical and genomic data from 3,240 lung cancer cases registered from June 2019 to August 2023. Patients undergoing tissue tests and plasma tests were analyzed separately. NSCLC with previously known driver mutations and those without were further analyzed separately. All 3,240 lung cancer patients were analyzed for the presence of germline findings. RESULTS We found that 25 % of patients who had negative companion diagnostic results tested positive for driver oncogene mutations with indications for approved inhibitors when they underwent tissue CGP tests. Tissue CGP tests had lower detection rates for gene fusions compared with gene mutations (93 % for mutations and 73 % for fusions, p < 0.001), and plasma CGP tests had lower detection rates for both mutations and fusions compared with tissue testing (69 % for mutations and 37 % for fusions, p < 0.001). Finally, presumed germline pathogenic variants were detected in 3.9-5.3 % of NSCLC patients. CONCLUSION NSCLC patients who tested negative for companion diagnostic tests benefited from CGP tests, especially with tissue-based panels. CGP tests detect germline findings in NSCLC patients at rates similar to previous reports.
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Affiliation(s)
- Koki Fujii
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku 113-0021 Tokyo, Japan
| | - Michiko Ueki
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku 113-0021 Tokyo, Japan
| | - Momoko Morishita
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku 113-0021 Tokyo, Japan
| | - Hiroaki Ikushima
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku 113-0021 Tokyo, Japan
| | - Hideaki Isago
- Department of Clinical Laboratory, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku 113-0021 Tokyo, Japan
| | - Kousuke Watanabe
- Next-Generation Precision Medicine Development Laboratory, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku 113-0021 Tokyo, Japan
| | - Katsutoshi Oda
- Division of Integrative Genomics, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku 113-0021 Tokyo, Japan
| | - Hidenori Kage
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku 113-0021 Tokyo, Japan.
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11
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Ku WC, Liu CY, Huang CJ, Liao CC, Huang YC, Kong PH, Chen-Chan H, Tseng LM, Huang CC. Integrating functional proteomics and next generation sequencing reveals potential therapeutic targets for Taiwanese breast cancer. Clin Proteomics 2025; 22:4. [PMID: 39844043 PMCID: PMC11753163 DOI: 10.1186/s12014-025-09526-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 01/14/2025] [Indexed: 01/24/2025] Open
Abstract
Integrating functional proteomics and next-generation sequencing (NGS) offers a comprehensive approach to unraveling the molecular intricacies of breast cancer. This study investigates the functional interplay between genomic alterations and protein expression in Taiwanese breast cancer patients. By analyzing 61 breast cancer samples using tandem mass tag (TMT) labeling and mass spectrometry, coupled with whole-exome sequencing (WES) or targeted sequencing, we identified key genetic mutations and their impact on protein expression. Notably, pathogenic variants in BRCA1, BRCA2, PTEN, and PIK3CA were found to be clinically relevant, potentially guiding targeted therapy decisions. Additionally, we discovered trans correlations between specific gene alterations (FANCA, HRAS, PIK3CA, MAP2K1, JAK2) and the expression of 22 proteins, suggesting potential molecular mechanisms underlying breast cancer development and progression. These findings highlight the power of integrating proteomics and NGS to identify potential therapeutic targets and enhance personalized medicine strategies for Taiwanese breast cancer patients.
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Affiliation(s)
- Wei-Chi Ku
- School of Medicine, College of Medicine, Fu Jen Catholic University, New Taipei, 242, Taiwan
| | - Chih-Yi Liu
- School of Medicine, College of Medicine, Fu Jen Catholic University, New Taipei, 242, Taiwan
- Division of Pathology, Cathay General Hospital, Taipei, 106, Taiwan
| | - Chi-Jung Huang
- Department of Medical Research, Cathay General Hospital, Taipei, 106, Taiwan
- Department of Biochemistry, National Defense Medical Center, Taipei, 114, Taiwan
| | - Chen-Chung Liao
- Cancer and Immunology Research Center, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
| | | | - Po-Hsin Kong
- Marker Exploration Corporation, Taipei, 112, Taiwan
| | | | - Ling-Ming Tseng
- Division of Breast Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, 112, Taiwan.
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan.
| | - Chi-Cheng Huang
- Division of Breast Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, 112, Taiwan.
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan.
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, 100, Taiwan.
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12
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Han R, Pareja F, Ross DS, Grabenstetter A, Wen HY, Brogi E. Frank Invasion in Tall Cell Carcinoma With Reversed Polarity of the Breast: Report of Two Cases. Mod Pathol 2025; 38:100714. [PMID: 39828059 DOI: 10.1016/j.modpat.2025.100714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Revised: 12/23/2024] [Accepted: 01/08/2025] [Indexed: 01/22/2025]
Abstract
Tall cell carcinoma with reversed polarity (TCCRP) is a rare neoplasm of the breast composed of columnar tumor cells arranged in solid and solid-papillary nests with evidence of apical nuclear polarity. No frank invasion is evident despite the lack of a myoepithelial cell layer throughout the tumor. TCCRP has a triple-negative or hormone receptor-low immunophenotype. Recurrent IDH2 R172 hotspot mutation coexisting with genetic alterations in the PI3K pathway characterizes this tumor. Here, we report on 2 postmenopausal patients with TCCRP with frank stromal invasion. IDH2 R172 mutations were detected in both tumors by immunohistochemistry. Targeted sequencing of case 2 demonstrated the presence of IDH2 R172T and RTEL1 E839K mutations. Both patients underwent breast conservation surgery, radiation therapy, and adjuvant endocrine therapy with anastrozole and demonstrated no evidence of disease at 65 and 25 months, respectively. This study suggests that TCCRP may give rise to frank invasive carcinoma, the prognostic significance of which is yet unknown.
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Affiliation(s)
- Rachel Han
- Memorial Sloan Kettering Cancer Center, Department of Pathology, New York, New York; Sunnybrook Health Sciences Centre, Laboratory Medicine and Molecular Diagnostics, Precision Diagnostics and Therapeutics Program, Toronto, Ontario, Canada
| | - Fresia Pareja
- Memorial Sloan Kettering Cancer Center, Department of Pathology, New York, New York
| | - Dara S Ross
- Memorial Sloan Kettering Cancer Center, Department of Pathology, New York, New York
| | - Anne Grabenstetter
- Memorial Sloan Kettering Cancer Center, Department of Pathology, New York, New York
| | - Hannah Y Wen
- Memorial Sloan Kettering Cancer Center, Department of Pathology, New York, New York
| | - Edi Brogi
- Memorial Sloan Kettering Cancer Center, Department of Pathology, New York, New York.
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13
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Pavlíčková K, Hojný J, Waldauf P, Švajdler M, Dundr P, Fabian P, Krkavcová E, Dvořák J, Michálková R, Zambo IS, Hájková N, Flídrová M, Laco J, Hornychová H, Delongová P, Škarda J, Hrudka J, Matěj R. Molecular and Immunohistochemical Classification of Extrapulmonary Small Cell Neuroendocrine Carcinomas: A Study of 181 Cases. J Transl Med 2025; 105:104093. [PMID: 39826683 DOI: 10.1016/j.labinv.2025.104093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 11/28/2024] [Accepted: 01/09/2025] [Indexed: 01/22/2025] Open
Abstract
Extrapulmonary small cell neuroendocrine carcinoma (EP-SCNC) is a rare malignancy with a poor prognosis. Most patients with EP-SCNC have metastatic disease upon presentation, and their average overall survival (OS) is less than 12 months. Our study aimed to conduct a complex analysis of EP-SCNC. One hundred eighty-one EP-SCNC tissue samples were subjected to a complex analysis. One hundred fifty-five tumors were pure EP-SCNC, whereas 26 were combined tumors. Immunohistochemistry for ASCL1, NEUROD1, YAP1, POU2F3, Rb1, p53, cyclin D1, p16, PTEN, DLL3, PD-L1, CD56, synaptophysin, chromogranin A, and INSM1 was performed, and 128 samples were analyzed molecularly using next-generation sequencing, comprising DNA and RNA analyses. Detailed results on immunohistochemical and molecular analyses were provided for each primary origin of EP-SCNC separately. Median survival for the whole cohort of patients was 8.94 months. Patient age (≥70 years), tumor mutational burden <15, and TP53 and BRCA2 mutations were negative prognostic factors. High expression of ASCL-1 was associated with shorter OS, whereas high expression of YAP1 was associated with longer OS. Patients with genitourinary tumors had significantly better OS than those with gastrointestinal tract EP-SCNC tumors. Rb1 expression loss was detected more often in genitourinary tract SCNCs. In contrast, p16 overexpression was found more often in genitourinary tract SCNCs. POU2F3 expression was detected more often in combined tumors, whereas NEUROD1 was detected more often in pure EP-SCNC. Regarding "druggable markers," DLL3 was expressed in 66% of tumors and PD-L1 in 17.4%. Detailed analyses of different prognostic and predictive markers are needed to better understand EP-SCNC biology and create more personalized therapy to improve patient prognosis.
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Affiliation(s)
- Klára Pavlíčková
- Department of Pathology and Molecular Medicine, Thomayer University Hospital, 3rd Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Jan Hojný
- Department of Pathology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Petr Waldauf
- Department of Anesthesia and Intensive Care, Third Faculty of Medicine, Charles University and University Hospital Kralovske Vinohrady, Prague, Czech Republic
| | - Marián Švajdler
- Bioptická laboratoř s.r.o. and Šikl's Department of Pathology, Charles University, Medical Faculty in Pilsen, Pilsen, Czech Republic
| | - Pavel Dundr
- Department of Pathology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Pavel Fabian
- Department of Oncological Pathology, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Eva Krkavcová
- Department of Pathology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Jiří Dvořák
- Department of Pathology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Romana Michálková
- Department of Pathology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Iva Staniczková Zambo
- 1st Institute of Pathologic Anatomy, St. Anne's University Hospital and Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Nikola Hájková
- Department of Pathology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Miroslava Flídrová
- Department of Pathology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Jan Laco
- The Fingerland Department of Pathology, Charles University, Faculty of Medicine in Hradec Králové and University Hospital Hradec Kralove, Hradec Králové, Czech Republic
| | - Helena Hornychová
- The Fingerland Department of Pathology, Charles University, Faculty of Medicine in Hradec Králové and University Hospital Hradec Kralove, Hradec Králové, Czech Republic
| | - Patricie Delongová
- Department of Clinical and Molecular Pathology and Medical Genetics, University Hospital Ostrava and Faculty of Medicine University of Ostrava, Ostrava, Czech Republic
| | - Jozef Škarda
- Department of Clinical and Molecular Pathology and Medical Genetics, University Hospital Ostrava and Faculty of Medicine University of Ostrava, Ostrava, Czech Republic
| | - Jan Hrudka
- Department of Pathology, University Hospital Kralovske Vinohrady, 3rd Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Radoslav Matěj
- Department of Pathology and Molecular Medicine, Thomayer University Hospital, 3rd Faculty of Medicine, Charles University, Prague, Czech Republic; Department of Pathology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic; Department of Pathology, University Hospital Kralovske Vinohrady, 3rd Faculty of Medicine, Charles University, Prague, Czech Republic.
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14
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Rekhtman N, Tischfield SE, Febres-Aldana CA, Lee JJK, Chang JC, Herzberg BO, Selenica P, Woo HJ, Vanderbilt CM, Yang SR, Xu F, Bowman AS, da Silva EM, Noronha AM, Mandelker DL, Mehine M, Mukherjee S, Blanco-Heredia J, Orgera JJ, Nanjangud GJ, Baine MK, Aly RG, Sauter JL, Travis WD, Savari O, Moreira AL, Falcon CJ, Bodd FM, Wilson CE, Sienty JV, Manoj P, Sridhar H, Wang L, Choudhury NJ, Offin M, Yu HA, Quintanal-Villalonga A, Berger MF, Ladanyi M, Donoghue MT, Reis-Filho JS, Rudin CM. Chromothripsis-Mediated Small Cell Lung Carcinoma. Cancer Discov 2025; 15:83-104. [PMID: 39185963 PMCID: PMC11726019 DOI: 10.1158/2159-8290.cd-24-0286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Revised: 06/13/2024] [Accepted: 08/23/2024] [Indexed: 08/27/2024]
Abstract
Small cell lung carcinoma (SCLC) is a highly aggressive malignancy that is typically associated with tobacco exposure and inactivation of RB1 and TP53 genes. Here, we performed detailed clinicopathologic, genomic, and transcriptomic profiling of an atypical subset of SCLC that lacked RB1 and TP53 co-inactivation and arose in never/light smokers. We found that most cases were associated with chromothripsis-massive, localized chromosome shattering-recurrently involving chromosome 11 or 12 and resulting in extrachromosomal amplification of CCND1 or co-amplification of CCND2/CDK4/MDM2, respectively. Uniquely, these clinically aggressive tumors exhibited genomic and pathologic links to pulmonary carcinoids, suggesting a previously uncharacterized mode of SCLC pathogenesis via transformation from lower-grade neuroendocrine tumors or their progenitors. Conversely, SCLC in never-smokers harboring inactivated RB1 and TP53 exhibited hallmarks of adenocarcinoma-to-SCLC derivation, supporting two distinct pathways of plasticity-mediated pathogenesis of SCLC in never-smokers. Significance: Here, we provide the first detailed description of a unique SCLC subset lacking RB1/TP53 alterations and identify extensive chromothripsis and pathogenetic links to pulmonary carcinoids as its hallmark features. This work defines atypical SCLC as a novel entity among lung cancers, highlighting its exceptional histogenesis, clinicopathologic characteristics, and therapeutic vulnerabilities. See related commentary by Nadeem and Drapkin, p. 8.
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Affiliation(s)
- Natasha Rekhtman
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Sam E. Tischfield
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Christopher A. Febres-Aldana
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jake June-Koo Lee
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jason C. Chang
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Benjamin O. Herzberg
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Division of Hematology and Oncology, Department of Medicine, Columbia University Irving Medical Center and the Herbert Irving Comprehensive Cancer Center, New York, New York
| | - Pier Selenica
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Hyung Jun Woo
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Chad M. Vanderbilt
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Soo-Ryum Yang
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Fei Xu
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Anita S. Bowman
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Edaise M. da Silva
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Anne Marie Noronha
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Diana L. Mandelker
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Miika Mehine
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Semanti Mukherjee
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Juan Blanco-Heredia
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - John J. Orgera
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Gouri J. Nanjangud
- Department of Molecular Cytogenetics Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Marina K. Baine
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Rania G. Aly
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jennifer L. Sauter
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - William D. Travis
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Omid Savari
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology, University Hospitals Cleveland Medical Center- Case Western Reserve University, Cleveland, Ohio
| | - Andre L. Moreira
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology, New York University Grossman School of Medicine, New York, New York
| | - Christina J. Falcon
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Druckenmiller Center for Lung Cancer Research, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Francis M. Bodd
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Druckenmiller Center for Lung Cancer Research, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Christina E. Wilson
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Druckenmiller Center for Lung Cancer Research, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jacklynn V. Sienty
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Division of Biostatistics Research Scientists, New York University, New York, New York
| | - Parvathy Manoj
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Harsha Sridhar
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Lu Wang
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Noura J. Choudhury
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Weill Cornell Medical College, New York, New York
| | - Michael Offin
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Helena A. Yu
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Weill Cornell Medical College, New York, New York
| | | | - Michael F. Berger
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Marc Ladanyi
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Mark T.A. Donoghue
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jorge S. Reis-Filho
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Charles M. Rudin
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
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15
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Mishra V, Singh A, Korzinkin M, Cheng X, Wing C, Sarkisova V, Koppayi AL, Pogorelskaya A, Glushchenko O, Sundaresan M, Thodima V, Carter J, Ito K, Scherle P, Trzcinska A, Ozerov I, Vokes EE, Cole G, Pun FW, Shen L, Miao Y, Pearson AT, Lingen MW, Ruggeri B, Rosenberg AJ, Zhavoronkov A, Agrawal N, Izumchenko E. PRMT5 inhibition has a potent anti-tumor activity against adenoid cystic carcinoma of salivary glands. J Exp Clin Cancer Res 2025; 44:11. [PMID: 39794830 PMCID: PMC11724466 DOI: 10.1186/s13046-024-03270-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2024] [Accepted: 12/30/2024] [Indexed: 01/13/2025] Open
Abstract
BACKGROUND Adenoid cystic carcinoma (ACC) is a rare glandular malignancy, commonly originating in salivary glands of the head and neck. Given its protracted growth, ACC is usually diagnosed in advanced stage. Treatment of ACC is limited to surgery and/or adjuvant radiotherapy, which often fails to prevent disease recurrence, and no FDA-approved targeted therapies are currently available. As such, identification of new therapeutic targets specific to ACC is crucial for improved patients' outcomes. METHODS After thoroughly evaluating the gene expression and signaling patterns characterizing ACC, we applied PandaOmics (an AI-driven software platform for novel therapeutic target discovery) on the unique transcriptomic dataset of 87 primary ACCs. Identifying protein arginine methyl transferase 5 (PRMT5) as a putative candidate with the top-scored druggability, we next determined the applicability of PRMT5 inhibitors (PRT543 and PRT811) using ACC cell lines, organoids, and patient derived xenograft (PDX) models. Molecular changes associated with response to PRMT5 inhibition and anti-proliferative effect of the combination therapy with lenvatinib was then analyzed. RESULTS Using a comprehensive AI-powered engine for target identification, PRMT5 was predicted among potential therapeutic target candidates for ACC. Here we show that monotherapy with selective PRMT5 inhibitors induced a potent anti-tumor activity across several cellular and animal models of ACC, which was paralleled by downregulation of genes associated with ACC tumorigenesis, including MYB and MYC (the recognized drivers of ACC progression). Furthermore, as a subset of genes targeted by lenvatinib is upregulated in ACC, we demonstrate that addition of lenvatinib enhanced the growth inhibitory effect of PRMT5 blockade in vitro, suggesting a potential clinical benefit for patients expressing lenvatinib favorable molecular profile. CONCLUSION Taken together, our study underscores the role of PRMT5 in ACC oncogenesis and provides a strong rationale for the clinical development of PRMT5 inhibitors as a targeted monotherapy or combination therapy for treatment of patients with this rare disease, based on the analysis of their underlying molecular profile.
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Affiliation(s)
- Vasudha Mishra
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | - Alka Singh
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | | | - Xiangying Cheng
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | - Claudia Wing
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | | | - Ashwin L Koppayi
- Department of Medicine, Section of Hematology and Oncology, Northwestern University, Chicago, IL, USA
| | | | | | - Manu Sundaresan
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | | | | | - Koichi Ito
- Prelude Therapeutics, Wilmington, DE, USA
| | | | - Anna Trzcinska
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | | | - Everett E Vokes
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | - Grayson Cole
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | | | - Le Shen
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Yuxuan Miao
- Ben May Department for Cancer Research, University of Chicago, Chicago, IL, USA
| | - Alexander T Pearson
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | - Mark W Lingen
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | | | - Ari J Rosenberg
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA
| | | | - Nishant Agrawal
- Department of Surgery, University of Chicago, Chicago, IL, USA.
| | - Evgeny Izumchenko
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL, USA.
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16
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Arora K, Suehnholz SP, Zhang H, Ostrovnaya I, Kundra R, Nandakumar S, Nissan MH, Brannon AR, Bandlamudi C, Ladanyi M, Drilon A, Brown CL, Solit DB, Schultz N, Berger MF, Chakravarty D. Genetic Ancestry-Based Differences in Biomarker-Based Eligibility for Precision Oncology Therapies. JAMA Oncol 2025:2828797. [PMID: 39786754 DOI: 10.1001/jamaoncol.2024.5794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2025]
Abstract
Importance Although differences in the prevalence of key cancer-specific somatic mutations as a function of genetic ancestry among patients with cancer has been well-established, few studies have addressed the practical clinical implications of these differences for the growing number of biomarker-driven treatments. Objective To determine if the approval of precision oncology therapies has benefited patients with cancer from various ancestral backgrounds equally over time. Design, Setting, and Participants A retrospective analysis of samples from patients with solid cancers who underwent clinical sequencing using the integrated mutation profiling of actionable cancer targets (MSK-IMPACT) assay between January 2014 and December 2022 was carried out. The annual fraction of patients per ancestral group with at least 1 level 1 biomarker was calculated for FDA drug approvals from January 1998 to December 2023. Analysis began in January 2024. Main Outcomes and Measures For each patient, genetic ancestry was quantitatively inferred, and patients were grouped based on predominant reference ancestry. OncoKB was used to identify all Food and Drug Administration (FDA)-recognized somatic biomarkers associated with FDA-approved therapies (level 1 biomarkers) in each tumor sample. Results Overall, the study included 59 433 patients. The approval of the EGFR-tyrosine kinase inhibitor erlotinib for patients with EGFR-mutant lung cancers in 2013 disproportionately benefited patients of East Asian and South Asian ancestries, leading to higher patient fractions with level 1 biomarkers in these ancestral groups compared with other populations. Although the increase in precision oncology drug approvals from 2019 to 2020 had a notable positive impact on clinical actionability for patients of European ancestry, patients of African ancestry had the lowest fraction of level 1 biomarkers compared with other groups from 2019 onward. Conclusion and Relevance This study systematically assessed and compared temporal changes in genomic biomarker-based eligibility for precision oncology therapies as a function of inferred genetic ancestry derived from DNA sequencing data. Despite the accelerated rate of FDA approvals for precision oncology therapies over the past decade, measurable differences in biomarker-based drug eligibility among patient ancestral groups exist. These differences may exacerbate the systemic disparities in clinical outcomes in patients of African ancestry due to existing deficiencies in their access to cancer care.
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Affiliation(s)
- Kanika Arora
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Sarah P Suehnholz
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Hongxin Zhang
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Irina Ostrovnaya
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Ritika Kundra
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Subhiksha Nandakumar
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Moriah H Nissan
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - A Rose Brannon
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Chaitanya Bandlamudi
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Marc Ladanyi
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Alexander Drilon
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Carol L Brown
- Office of Health Equity, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - David B Solit
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Nikolaus Schultz
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Michael F Berger
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Debyani Chakravarty
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
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17
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Pikul J, Machnicki MM, Rzepakowska A, Winiarska N, Chudy A, Moskowicz A, Król K, Fus Ł, Kostrzewa G, Stokłosa T. Potentially actionable molecular alterations in particular related to poor oncologic outcomes in salivary gland carcinomas. BMC Cancer 2025; 25:42. [PMID: 39780157 PMCID: PMC11708168 DOI: 10.1186/s12885-024-13421-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2024] [Accepted: 12/31/2024] [Indexed: 01/11/2025] Open
Abstract
AIM The study was designed to evaluate molecular alterations, relevant to the prognosis and personalized therapy of salivary gland cancers (SGCs). MATERIALS AND METHODS DNA was extracted from archival tissue of 40 patients with various SGCs subtypes. A targeted next-generation sequencing (NGS) panel was used for the identification of small-scale mutations, focal and chromosomal arm-level copy number changes. The final analysis included selected genes with potential actionable aberrations for targeted therapies and outcome predictions in 37 tumours' samples. RESULTS The follow-up of the SGCs study cohort revealed disease recurrence or metastasis in 19 patients and indicated poor individual outcomes. The mean disease-free survival (DFS) within the poor outcome group was 2.4 years, and the overall survival (OS) was 5.4 years. The DFS and OS of the remaining 18 patients with favourable outcomes were 8.3 years. The genes most frequently affected with aberrations were NF1 (n = 9, 24%) and TP53 (n = 8, 22%), with increased occurrence observed in the poor outcome group: NF1 (n = 6, 32%) and TP53 (n = 6, 32%). CDKN2A biallelic deletion was the most common copy number variation (n = 5), and was detected in 4 cases with identified disease relapse. TERT promoter mutation and amplification were found in myoepithelial carcinoma. A p.Ile35Thr mutation was discovered in CTNNB1 in two cases of adenoid cystic carcinoma. ERBB2 alterations were remarkable for SDC ex PA. Furthermore, TP53 mutation was established as a relevant negative prognostic factor for overall survival (p = 0,04). The analysis revealed potentially actionable genes in detected alterations in: MECA 100% (1/1), SDC 100% (7/7), AD 92% (11/12), Ca ex PA 82% (18/22), MECA 65% (20/31), AdCC 64% (9/14) and AcCC 0% (0/1). CONCLUSIONS SGCs are a heterogeneous group of malignancies with distinct molecular landscape that characterized by poor prognosis and inadequate treatment options. Nonstandard strategies might be beneficial for patients who suffer from salivary gland cancers. Wider utilization of NGS analysis may increase the opportunity for patients with those rare cancers to receive more precise, personalized therapy.
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Affiliation(s)
- Julia Pikul
- Department of Otorhinolaryngology, Head and Neck Surgery, Medical University of Warsaw, Warsaw, Poland
| | - Marcin M Machnicki
- Department of Tumor Biology and Genetics, Medical University of Warsaw, Warsaw, Poland
| | - Anna Rzepakowska
- Department of Otorhinolaryngology, Head and Neck Surgery, Medical University of Warsaw, Warsaw, Poland.
| | - Natalia Winiarska
- Student Scientific Research Group at Otorhinolaryngology Department, Head and Neck Surgery, Medical University of Warsaw, Warsaw, Poland
| | - Agnieszka Chudy
- Laboratory of Genetics, University Clinical Hospital, Medical University of Warsaw, Warsaw, Poland
| | - Albert Moskowicz
- Laboratory of Genetics, University Clinical Hospital, Medical University of Warsaw, Warsaw, Poland
| | - Kacper Król
- Student Scientific Research Group at Otorhinolaryngology Department, Head and Neck Surgery, Medical University of Warsaw, Warsaw, Poland
| | - Łukasz Fus
- Department of Pathology Department, Medical University of Warsaw, Warsaw, Poland
| | - Grażyna Kostrzewa
- Department of Medical Genetics, Medical University of Warsaw, Warsaw, Poland
| | - Tomasz Stokłosa
- Department of Tumor Biology and Genetics, Medical University of Warsaw, Warsaw, Poland
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Kim D, Vanderbilt CM, Yang SR, Nandakumar S, Nafa K, Feratovic R, Rekhtman N, Rijo I, Casanova J, Yun A, Brannon AR, Berger MF, Ladanyi M, Lin O, Arcila ME. Maximizing the clinical utility and performance of cytology samples for comprehensive genetic profiling. Nat Commun 2025; 16:116. [PMID: 39747849 PMCID: PMC11696557 DOI: 10.1038/s41467-024-55456-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Accepted: 12/03/2024] [Indexed: 01/04/2025] Open
Abstract
Comprehensive molecular profiling by next-generation sequencing has revolutionized tumor classification and biomarker evaluation. However, routine implementation is challenged by the scant nature of diagnostic material obtained through minimally invasive procedures. Here, we describe our long-term experience in profiling cytology samples with an in-depth assessment of the performance, quality metrics, biomarker identification capabilities, and potential pitfalls. We highlight the impact of several optimization strategies to maximize performance with 4,871 prospectively sequenced clinical cytology samples tested by MSK-IMPACTTM. Special emphasis is given to the use of residual supernatant cell-free DNA (ScfDNA) as a valuable source of tumor DNA. Overall, cytology samples are similar in performance to surgical samples in identifying clinically relevant genomic alterations, achieving success rates up to 93% with full optimization. While cell block (CB) samples have excellent performance overall, low-level cross-contamination is identified in a small proportion of cases (4.7%), a common pitfall intrinsic to the processing of paraffin blocks, suggesting that more stringent precautions and processing modifications should be considered in quality control initiatives. By contrast ScfDNA samples have negligible contamination. Finally, ScfDNA testing exclusively used as a rescue strategy, delivered successful results in 71% of cases where tumor tissue from CB was depleted.
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Affiliation(s)
- David Kim
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Chad M Vanderbilt
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Soo-Ryum Yang
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Subhiksha Nandakumar
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Khedoudja Nafa
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rusmir Feratovic
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Natasha Rekhtman
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ivelise Rijo
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jacklyn Casanova
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anita Yun
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - A Rose Brannon
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michael F Berger
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Marc Ladanyi
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Oscar Lin
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Maria E Arcila
- Department of Pathology & Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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19
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Javaid A, Peres T, Pozas J, Thomas J, Larkin J. Current and emerging treatment options for BRAFV600-mutant melanoma. Expert Rev Anticancer Ther 2025; 25:55-69. [PMID: 39784319 DOI: 10.1080/14737140.2025.2451722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Revised: 01/06/2025] [Accepted: 01/07/2025] [Indexed: 01/12/2025]
Abstract
INTRODUCTION BRAF mutations are the most common driver mutation in cutaneous melanoma, present in 40% of cases. Rationally designed BRAF targeted therapy (TT) has been developed in response to this, and alongside immune checkpoint inhibitors (ICI), forms the backbone of systemic therapy options for BRAF-mutant melanoma. Various therapeutic approaches have been studied in the neoadjuvant, adjuvant and advanced settings, and there is a wealth of information to guide clinicians managing these patients. Despite this, certain challenges remain. AREAS COVERED We reviewed the available literature regarding BRAF mutation types and resistance mechanisms, neoadjuvant and adjuvant approaches for patients with early-stage disease, management of advanced disease, including patients with brain metastases, as well as identified areas of further research. EXPERT OPINION Although there is a significant amount of literature to guide the management of BRAF-mutant melanoma, several questions remain. Thus far, the management of stage III BRAF-mutant patients following neoadjuvant ICI, treatment de-escalation in long-term TT responders in the advanced setting and the management of symptomatic brain metastases remain areas of debate. Further work on predictive and prognostic biomarkers for patients with BRAF-mutant melanoma patients will assist in clinical decision-making.
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Affiliation(s)
- Anadil Javaid
- Skin and Renal Unit, Royal Marsden Hospital, London, United Kingdom
| | - Tobias Peres
- Skin and Renal Unit, Royal Marsden Hospital, London, United Kingdom
| | - Javier Pozas
- Skin and Renal Unit, Royal Marsden Hospital, London, United Kingdom
| | - Jennifer Thomas
- Skin and Renal Unit, Royal Marsden Hospital, London, United Kingdom
| | - James Larkin
- Skin and Renal Unit, Royal Marsden Hospital, London, United Kingdom
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20
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Noguchi T, Ariga S, Moku R, Kikuchi J, Amano T, Maeda T, Ishikawa K, Maeda T, Shiiya A, Goda T, Ohhara Y, Hagio K, Saito Y, Hatanaka KC, Hatanaka Y, Taguchi J, Takeuchi S, Shimizu Y, Kinoshita I. Actionable Gene Alterations Identified in Patients With Malignant Melanoma by Targeted Sequencing in Japan. JCO Precis Oncol 2025; 9:e2400437. [PMID: 39823560 PMCID: PMC11753464 DOI: 10.1200/po-24-00437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 10/28/2024] [Accepted: 12/04/2024] [Indexed: 01/30/2025] Open
Abstract
PURPOSE Precision medicine plays an important role in the treatment of patients with advanced melanoma. Despite its high incidence in White patients, advanced melanoma is rare in Asian countries, hampering prospective clinical trials targeting the Asian population. This retrospective study aimed to elucidate the real-world molecular diagnoses and outcomes of Japanese patients with melanoma using comprehensive genome profiling (CGP). MATERIALS AND METHODS Patients with melanoma who completed standard anticancer medical treatments (including those expected to complete the treatments) underwent CGP, which is covered by the National Health Insurance. We analyzed the results and clinical annotations of 569 patients registered before August 2023 in a national database. RESULTS Skin, mucosal, and uveal melanomas accounted for 64%, 28%, and 7% of cases, respectively. Patients with BRAF, NRAS, NF1, and KIT variants represented 25%, 20%, 17%, and 17%, respectively. Eighty-two percent of BRAF, 97% of NRAS, 69% of NF1, and 54% of KIT were actionable alterations (ie, BRAF classes I, II, and III, NRAS Q61, G12, G13, NF1 loss-of-function, KIT gain-of-function variants). BRAF V600E/K variants occurred in 22% of skin and 2% of mucosal melanomas, but not in uveal melanomas. The mean tumor mutation burden in cutaneous melanomas was 4.2 variants/Mb. Patients previously treated with BRAF-targeted therapy harbored amplifications of BRAF and cell cycle genes more frequently than therapy-naive patients. Thirty-six patients (6.3%) were treated following the molecular tumor board (MTB) recommendations. CONCLUSION Actionable gene alterations in BRAF, NRAS, NF1, and KIT are common in Japanese patients with melanoma. However, few patients were treated according to the MTB recommendations, suggesting that there is an unmet need to increase accessibility to gene-matched clinical trials in Japan.
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Affiliation(s)
- Takuro Noguchi
- Department of Medical Oncology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Shin Ariga
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Rika Moku
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Junko Kikuchi
- Division of Clinical Cancer Genomics, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Toraji Amano
- Division of Clinical Cancer Genomics, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Takuya Maeda
- Department of Dermatology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Japan
| | - Kosuke Ishikawa
- Department of Plastic and Reconstructive Surgery, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Japan
| | - Taku Maeda
- Department of Plastic and Reconstructive Surgery, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Japan
| | - Akihiko Shiiya
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Tomohiro Goda
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Yoshihito Ohhara
- Division of Clinical Cancer Genomics, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Kanako Hagio
- Division of Clinical Cancer Genomics, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Yusuke Saito
- Division of Clinical Cancer Genomics, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Kanako C. Hatanaka
- Center for Development of Advanced Diagnostics, Hokkaido University Hospital, Sapporo, Japan
| | - Yutaka Hatanaka
- Center for Development of Advanced Diagnostics, Hokkaido University Hospital, Sapporo, Japan
| | - Jun Taguchi
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Satoshi Takeuchi
- Department of Medical Oncology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Yasushi Shimizu
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
| | - Ichiro Kinoshita
- Department of Medical Oncology, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
- Division of Clinical Cancer Genomics, Hokkaido University Hospital, Sapporo, Hokkaido, Japan
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Taurin S, Alzahrani R, Aloraibi S, Ashi L, Alharmi R, Hassani N. Patient-derived tumor organoids: A preclinical platform for personalized cancer therapy. Transl Oncol 2025; 51:102226. [PMID: 39622151 DOI: 10.1016/j.tranon.2024.102226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Revised: 11/21/2024] [Accepted: 11/28/2024] [Indexed: 12/11/2024] Open
Abstract
Patient-derived tumor organoids (PDTOs) represent a significant advancement in cancer research and personalized medicine. These organoids, derived from various cancer types, have shown the ability to retain the genetic and molecular characteristics of the original tumors, allowing for the detailed study of tumor biology and drug responses on an individual basis. The success rates of establishing PDTOs vary widely and are influenced by factors such as cancer type, tissue quality, and media composition. Furthermore, the dynamic nature of organoid cultures may also lead to unique molecular characteristics that deviate from the original tumors, affecting their interpretation in clinical settings without the implementation of rigorous validation and establishment of standardized protocols. Recent studies have supported the correlation between PDTOs and the corresponding patient response. Although these studies involved a small number of patients, they promoted the integration of PDTOs in observational and interventional clinical trials to advance translational cancer therapies.
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Affiliation(s)
- Sebastien Taurin
- Department of Molecular Medicine, College of Medicine and Health Sciences, Princess Al-Jawhara Center for Molecular Medicine and Inherited Disorders, Arabian Gulf University, Manama, Bahrain.
| | - Reem Alzahrani
- Department of Molecular Medicine, College of Medicine and Health Sciences, Princess Al-Jawhara Center for Molecular Medicine and Inherited Disorders, Arabian Gulf University, Manama, Bahrain
| | - Sahar Aloraibi
- Department of Molecular Medicine, College of Medicine and Health Sciences, Princess Al-Jawhara Center for Molecular Medicine and Inherited Disorders, Arabian Gulf University, Manama, Bahrain
| | - Layal Ashi
- Department of Molecular Medicine, College of Medicine and Health Sciences, Princess Al-Jawhara Center for Molecular Medicine and Inherited Disorders, Arabian Gulf University, Manama, Bahrain
| | - Rawan Alharmi
- Department of Molecular Medicine, College of Medicine and Health Sciences, Princess Al-Jawhara Center for Molecular Medicine and Inherited Disorders, Arabian Gulf University, Manama, Bahrain
| | - Noora Hassani
- Department of Molecular Medicine, College of Medicine and Health Sciences, Princess Al-Jawhara Center for Molecular Medicine and Inherited Disorders, Arabian Gulf University, Manama, Bahrain
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22
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Saoud C, Gundem G, Domenico D, Arango-Ossa JE, Reed D, Vaynrub M, Papaemmanouil E, Bale TA, Linos K. Rhabdomyosarcoma With EWSR1::NF2 Gene Fusion: A Case Report Potentially Expanding Its Genetic Spectrum. Genes Chromosomes Cancer 2025; 64:e70025. [PMID: 39873201 DOI: 10.1002/gcc.70025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2024] [Revised: 01/03/2025] [Accepted: 01/15/2025] [Indexed: 01/30/2025] Open
Abstract
Rhabdomyosarcoma (RMS) is the most common soft tissue sarcoma in children, presenting with heterogeneous clinical and molecular subtypes. While gene fusions are predominantly associated with alveolar RMS, spindle cell RMS, especially congenital and intraosseous variants, are also linked to specific gene fusions. Furthermore, recently, FGFR1 kinase-driven RMSs were published. Here, we describe a case of RMS harboring an EWSR1::NF2 gene fusion, a deletion-driven genetic alteration that has not been previously documented in RMS or other soft tissue tumors. The patient was a 29-year-old female who presented with a lobulated ankle mass. Histologic examination revealed a malignant round cell tumor extensively infiltrating large nerve bundles. Immunohistochemical analysis demonstrated rhabdomyoblastic differentiation, consistent with rhabdomyosarcoma. While some areas showed features resembling the sclerosing and others the embryonal subtypes, the overall findings were considered unclassifiable. Targeted RNA sequencing revealed EWSR1(exon 9):: NF2(exon 7) gene fusion, which was confirmed on whole genome and targeted DNA sequencing. The latter did not yield specific diagnostic insights but revealed mutations in TSC2 (p.T1330M), ZFHX3 (p.A301T), and a NOTCH3 rearrangement, all of unknown oncogenic significance. MYC gene amplification was detected, but there was no evidence of chromosome 8 amplification or chromosome 11p15 loss of heterozygosity. Whole genome sequencing revealed a low tumor mutation burden (2.69/Mb) and showed no other significant potentially oncogenic events. DNA methylation studies using dimensionality reduction and unsupervised clustering placed the case within the embryonal RMS subtype. Although the absence of other oncogenic driver alterations suggests that the fusion may have played a pivotal role in pathogenesis, we cannot exclude the possibility that it represents a passenger alteration rather than a true driver mutation. If the former is true, further studies will be required to determine whether this fusion represents a novel RMS subtype or a rare driver in existing subtypes of RMS.
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Affiliation(s)
- Carla Saoud
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Gunes Gundem
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Computational Oncology Service, Department of Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Dylan Domenico
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Computational Oncology Service, Department of Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Juan E Arango-Ossa
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Computational Oncology Service, Department of Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Damon Reed
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Max Vaynrub
- Department of Surgery, Orthopedic Service, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Elli Papaemmanouil
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Computational Oncology Service, Department of Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Tejus A Bale
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Konstantinos Linos
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
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23
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Rivas S, Sepúlveda RV, Tapia I, Estay C, Soto V, Blanco A, González E, Armisen R. MET Exon 14 Skipping and Novel Actionable Variants: Diagnostic and Therapeutic Implications in Latin American Non-Small-Cell Lung Cancer Patients. Int J Mol Sci 2024; 25:13715. [PMID: 39769478 PMCID: PMC11677537 DOI: 10.3390/ijms252413715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2024] [Revised: 12/05/2024] [Accepted: 12/18/2024] [Indexed: 01/11/2025] Open
Abstract
Targeted therapy indications for actionable variants in non-small-cell lung cancer (NSCLC) have primarily been studied in Caucasian populations, with limited data on Latin American patients. This study utilized a 52-genes next-generation sequencing (NGS) panel to analyze 1560 tumor biopsies from NSCLC patients in Chile, Brazil, and Peru. The RNA sequencing reads and DNA coverage were correlated to improve the detection of the actionable MET exon 14 skipping variant (METex14). The pathogenicity of MET variants of uncertain significance (VUSs) was assessed using bioinformatic methods, based on their predicted driver potential. The effects of the predicted drivers VUS T992I and H1094Y on c-MET signaling activation, proliferation, and migration were evaluated in HEK293T, BEAS-2B, and H1993 cell lines. Subsequently, c-Met inhibitors were tested in 2D and 3D cell cultures, and drug affinity was determined using 3D structure simulations. The prevalence of MET variants in the South American cohort was 8%, and RNA-based diagnosis detected 27% more cases of METex14 than DNA-based methods. Notably, 20% of METex14 cases with RNA reads below the detection threshold were confirmed using DNA analysis. The novel actionable T992I and H1094Y variants induced proliferation and migration through c-Met/Akt signaling. Both variants showed sensitivity to crizotinib and savolitinib, but the H1094Y variant exhibited reduced sensitivity to capmatinib. These findings highlight the importance of RNA-based METex14 diagnosis and reveal the drug sensitivity profiles of novel actionable MET variants from an understudied patient population.
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Affiliation(s)
- Solange Rivas
- Centro de Genética y Genómica, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina Clínica Alemana Universidad del Desarrollo, Santiago 7550000, Chile; (I.T.); (C.E.); (V.S.); (A.B.); (E.G.)
| | - Romina V. Sepúlveda
- Center for Bioinformatics and Integrative Biology, Facultad de Ciencias de la Vida, Universidad Andres Bello, Av. República 330, Santiago 8370146, Chile;
| | - Ignacio Tapia
- Centro de Genética y Genómica, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina Clínica Alemana Universidad del Desarrollo, Santiago 7550000, Chile; (I.T.); (C.E.); (V.S.); (A.B.); (E.G.)
| | - Catalina Estay
- Centro de Genética y Genómica, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina Clínica Alemana Universidad del Desarrollo, Santiago 7550000, Chile; (I.T.); (C.E.); (V.S.); (A.B.); (E.G.)
| | - Vicente Soto
- Centro de Genética y Genómica, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina Clínica Alemana Universidad del Desarrollo, Santiago 7550000, Chile; (I.T.); (C.E.); (V.S.); (A.B.); (E.G.)
| | - Alejandro Blanco
- Centro de Genética y Genómica, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina Clínica Alemana Universidad del Desarrollo, Santiago 7550000, Chile; (I.T.); (C.E.); (V.S.); (A.B.); (E.G.)
| | - Evelin González
- Centro de Genética y Genómica, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina Clínica Alemana Universidad del Desarrollo, Santiago 7550000, Chile; (I.T.); (C.E.); (V.S.); (A.B.); (E.G.)
| | - Ricardo Armisen
- Centro de Genética y Genómica, Instituto de Ciencias e Innovación en Medicina, Facultad de Medicina Clínica Alemana Universidad del Desarrollo, Santiago 7550000, Chile; (I.T.); (C.E.); (V.S.); (A.B.); (E.G.)
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24
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Pawar AS, Somers P, Alex A, George SS, Antony C, Verner R, White-Brown SK, Khera M, Mendoza-Figueroa MS, Liu KF, Morrissette JJD, Paralkar VR. Leukemia-mutated proteins PHF6 and PHIP form a chromatin complex that represses acute myeloid leukemia stemness. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.29.625909. [PMID: 39677666 PMCID: PMC11642813 DOI: 10.1101/2024.11.29.625909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
Myeloid leukemias are heterogeneous cancers with diverse mutations, sometimes in genes with unclear roles and unknown functional partners. PHF6 and PHIP are two poorly-understood chromatin-binding proteins recurrently mutated in acute myeloid leukemia (AML). PHF6 mutations are associated with poorer outcomes, while PHIP was recently identified as the most common selective mutation in Black patients in AML. Here, we show that PHF6 is a transcriptional repressor that suppresses a stemness gene network, and that PHF6 missense mutations, classified by current clinical algorithms as variants of unknown significance, produce unstable or non-functional protein. We present multiple lines of evidence converging on a critical mechanistic connection between PHF6 and PHIP. We show that PHIP loss phenocopies PHF6 loss, and that PHF6 requires PHIP to occupy chromatin and exert its downstream transcriptional program. Our work unifies PHF6 and PHIP, two disparate leukemia-mutated proteins, into a common functional complex that suppresses AML stemness.
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Affiliation(s)
- Aishwarya S Pawar
- Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
- Biomedical Graduate Studies, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Patrick Somers
- Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Aleena Alex
- Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Subin S George
- Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Charles Antony
- Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Roman Verner
- Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Sanese K White-Brown
- Center for Personalized Diagnostics, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Mohit Khera
- Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - María Saraí Mendoza-Figueroa
- Department of Biochemistry & Biophysics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Kathy Fange Liu
- Department of Biochemistry & Biophysics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Jennifer J D Morrissette
- Center for Personalized Diagnostics, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Vikram R Paralkar
- Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
- Department of Cell and Developmental Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
- Abramson Family Cancer Research Institute, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
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25
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Sederman C, Yang CH, Cortes-Sanchez E, Di Sera T, Huang X, Scherer SD, Zhao L, Chu Z, White ER, Atkinson A, Wagstaff J, Varley KE, Lewis MT, Qiao Y, Welm BE, Welm AL, Marth GT. A precision oncology-focused deep learning framework for personalized selection of cancer therapy. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.12.12.628190. [PMID: 39763776 PMCID: PMC11702554 DOI: 10.1101/2024.12.12.628190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/15/2025]
Abstract
Precision oncology matches tumors to targeted therapies based on the presence of actionable molecular alterations. However, most tumors lack actionable alterations, restricting treatment options to cytotoxic chemotherapies for which few data-driven prioritization strategies currently exist. Here, we report an integrated computational/experimental treatment selection approach applicable for both chemotherapies and targeted agents irrespective of actionable alterations. We generated functional drug response data on a large collection of patient-derived tumor models and used it to train ScreenDL, a novel deep learning-based cancer drug response prediction model. ScreenDL leverages the combination of tumor omic and functional drug screening data to predict the most efficacious treatments. We show that ScreenDL accurately predicts response to drugs with diverse mechanisms, outperforming existing methods and approved biomarkers. In our preclinical study, this approach achieved superior clinical benefit and objective response rates in breast cancer patient-derived xenografts, suggesting that testing ScreenDL in clinical trials may be warranted.
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Affiliation(s)
- Casey Sederman
- Eccles Institute of Human Genetics, University of Utah, Salt Lake City, Utah, USA
| | - Chieh-Hsiang Yang
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Emilio Cortes-Sanchez
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Tony Di Sera
- Eccles Institute of Human Genetics, University of Utah, Salt Lake City, Utah, USA
| | - Xiaomeng Huang
- Eccles Institute of Human Genetics, University of Utah, Salt Lake City, Utah, USA
| | - Sandra D Scherer
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Ling Zhao
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Zhengtao Chu
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Eliza R White
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Aaron Atkinson
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | - Jadon Wagstaff
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Katherine E Varley
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Michael T Lewis
- Departments of Molecular and Cellular Biology and Radiology. Lester and Sue Smith Breast Center. Dan L Duncan Comprehensive Cancer Center. Baylor College of Medicine, Houston, Texas, USA
| | - Yi Qiao
- Department of Biomedical Informatics, School of Medicine, University of Utah, Salt Lake City, UT, USA
| | - Bryan E Welm
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Surgery, University of Utah, Salt Lake City, UT, USA
| | - Alana L Welm
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Gabor T Marth
- Eccles Institute of Human Genetics, University of Utah, Salt Lake City, Utah, USA
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26
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Jhaveri KL, Neven P, Casalnuovo ML, Kim SB, Tokunaga E, Aftimos P, Saura C, O'Shaughnessy J, Harbeck N, Carey LA, Curigliano G, Llombart-Cussac A, Lim E, García Tinoco MDLL, Sohn J, Mattar A, Zhang Q, Huang CS, Hung CC, Martinez Rodriguez JL, Ruíz Borrego M, Nakamura R, Pradhan KR, Cramer von Laue C, Barrett E, Cao S, Wang XA, Smyth LM, Bidard FC. Imlunestrant with or without Abemaciclib in Advanced Breast Cancer. N Engl J Med 2024. [PMID: 39660834 DOI: 10.1056/nejmoa2410858] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2024]
Abstract
BACKGROUND Imlunestrant is a next-generation, brain-penetrant, oral selective estrogen-receptor (ER) degrader that delivers continuous ER inhibition, even in cancers with mutations in the gene encoding ERα (ESR1). METHODS In a phase 3, open-label trial, we enrolled patients with ER-positive, human epidermal growth factor receptor 2 (HER2)-negative advanced breast cancer that recurred or progressed during or after aromatase inhibitor therapy, administered alone or with a cyclin-dependent kinase 4 and 6 (CDK4/6) inhibitor. Patients were assigned in a 1:1:1 ratio to receive imlunestrant, standard endocrine monotherapy, or imlunestrant-abemaciclib. Primary end points were investigator-assessed progression-free survival with imlunestrant as compared with standard therapy among patients with ESR1 mutations and among all patients and with imlunestrant-abemaciclib as compared with imlunestrant among all patients who had undergone randomization concurrently. RESULTS Overall, 874 patients underwent randomization, with 331 assigned to imlunestrant, 330 to standard therapy, and 213 to imlunestrant-abemaciclib. Among 256 patients with ESR1 mutations, the median progression-free survival was 5.5 months with imlunestrant and 3.8 months with standard therapy. The estimated restricted mean survival time at 19.4 months was 7.9 months (95% confidence interval [CI], 6.8 to 9.1) with imlunestrant and 5.4 months (95% CI, 4.6 to 6.2) with standard therapy (difference, 2.6 months; 95% CI, 1.2 to 3.9; P<0.001). In the overall population, the median progression-free survival was 5.6 months with imlunestrant and 5.5 months with standard therapy (hazard ratio for progression or death, 0.87; 95% CI, 0.72 to 1.04; P = 0.12). Among 426 patients in the comparison of imlunestrant-abemaciclib with imlunestrant, the median progression-free survival was 9.4 months and 5.5 months, respectively (hazard ratio, 0.57; 95% CI, 0.44 to 0.73; P<0.001). The incidence of grade 3 or higher adverse events was 17.1% with imlunestrant, 20.7% with standard therapy, and 48.6% with imlunestrant-abemaciclib. CONCLUSIONS Among patients with ER-positive, HER2-negative advanced breast cancer, treatment with imlunestrant led to significantly longer progression-free survival than standard therapy among those with ESR1 mutations but not in the overall population. Imlunestrant-abemaciclib significantly improved progression-free survival as compared with imlunestrant, regardless of ESR1-mutation status. (Funded by Eli Lilly; EMBER-3 ClinicalTrials.gov number, NCT04975308.).
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Affiliation(s)
- Komal L Jhaveri
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Patrick Neven
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Monica Lis Casalnuovo
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Sung-Bae Kim
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Eriko Tokunaga
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Philippe Aftimos
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Cristina Saura
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Joyce O'Shaughnessy
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Nadia Harbeck
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Lisa A Carey
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Giuseppe Curigliano
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Antonio Llombart-Cussac
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Elgene Lim
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - María de la Luz García Tinoco
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Joohyuk Sohn
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - André Mattar
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Qingyuan Zhang
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Chiun-Sheng Huang
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Chih-Chiang Hung
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Jorge Luis Martinez Rodriguez
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Manuel Ruíz Borrego
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Rikiya Nakamura
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Kamnesh R Pradhan
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Christoph Cramer von Laue
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Emily Barrett
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Shanshan Cao
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Xuejing Aimee Wang
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - Lillian M Smyth
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
| | - François-Clément Bidard
- From Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York (K.L.J.); University Hospitals Leuven, Leuven, Belgium (P.N.); Hospital María Curie, Buenos Aires (M.L.C.); Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea (S.-B.K.); National Hospital Organization Kyushu Cancer Center, Fukuoka, Japan (E.T.); Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Brussels (P.A.); Vall d'Hebron University Hospital, Vall d'Hebron Institute of Oncology, Barcelona (C.S.); Baylor University Medical Center, Texas Oncology, U.S. Oncology, Dallas (J.O.); the Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, Ludwig Maximilians University Munich University Hospital, Munich, Germany (N.H.); the University of North Carolina at Chapel Hill, Chapel Hill (L.A.C.); the University of Milan, Milan (G.C.); the European Institute of Oncology, IRCCS, Milan (G.C.); Hospital Arnau de Vilanova, Valencia, Spain (A.L.-C.); Garvan Institute of Medical Research and University of New South Wales, Sydney (E.L.); Hospital de Oncología, Centro Médico Nacional Siglo XXI, Mexico City (M.L.G.T.); Yonsei University College of Medicine, Seoul, South Korea (J.S.); the Mastology Department, Women's Health Hospital, São Paulo (A.M.); Harbin Medical University Cancer Hospital, Harbin, China (Q.Z.); National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei (C.-S.H.); the Division of Breast Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan (C.-C.H.); Filios Alta Medicina, Monterrey, Mexico (J.L.M.R.); the Medical Oncology Department, Hospital Universitario Virgen del Rocío, Seville, Spain (M.R.B.); the Department of Breast Surgery, Chiba Cancer Center Hospital, Chiba, Japan (R.N.); Eli Lilly, Indianapolis (K.R.P., C.C.L., E.B., S.C., X.A.W., L.M.S.); and Institut Curie and University of Versailles Saint-Quentin-en-Yvelines-Paris-Saclay University, Paris (F.-C.B.)
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Yang X, Wang Q, Sun Y, Zhang Z, Wuchty S, Liang Z, Dong Y. Genomic differences of patients with hematologic malignancies in different age groups. Commun Biol 2024; 7:1630. [PMID: 39643631 PMCID: PMC11624270 DOI: 10.1038/s42003-024-07293-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Accepted: 11/19/2024] [Indexed: 12/09/2024] Open
Abstract
Hematologic malignancies cause significant morbidity/mortality in both children and young adults (CYAs) as well as older adults (OAs). Yet their biological underpinnings remain inadequately understood. Here, we analyzed clinical and genomic disparities between CYAs and OAs in various hematologic malignancies. We found substantial differences in clinical features such as patient sex, ethnicity, metastasis rates, and tumor subtypes. Genomically, most CYA hematologic malignancies indicated lower mutational burden. Subsequently, we identified differentially mutated genes (DMGs) with varying mutation rates between CYAs and OAs, noting fewer mutations in CYAs for most genes such as TP53, TET2, and DNMT3A. In contrast, several DMGs (i.e., NRAS, KRAS, SMARCA4, ID3, PTPN11, WT1, and KIT) were overrepresented in CYAs. We further investigated human protein interacting partners of these identified DMGs that were highly mutated in CYAs/OAs, respectively, and found significant differences in network topological and functional roles. Notably, CYA malignancies demonstrated extensive copy number alterations (CNAs) and more driver gene fusions. In particular, four CNA differential genes (i.e., ARID1B, MYB, TP53, and ESR1) were overrepresented as amplifications and deletions in CYAs and OAs, respectively. Ultimately, we demonstrated a landscape comparative view of clinically actionable genetic events in CYAs and OAs, providing clues for age-related personalized treatment.
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Affiliation(s)
- Xiaodi Yang
- Department of Hematology, Peking University First Hospital, Beijing, China
| | - Qian Wang
- Department of Hematology, Peking University First Hospital, Beijing, China
| | - Yuhua Sun
- Department of Hematology, Peking University First Hospital, Beijing, China
| | - Ziding Zhang
- College of Biological Sciences, China Agricultural University, Beijing, China
| | - Stefan Wuchty
- Department of Computer Science, University of Miami, Miami, FL, USA
- Department of Biology, University of Miami, Miami, FL, USA
- Institute of Data Science and Computation, University of Miami, Miami, FL, USA
- Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, USA
| | - Zeyin Liang
- Department of Hematology, Peking University First Hospital, Beijing, China.
| | - Yujun Dong
- Department of Hematology, Peking University First Hospital, Beijing, China.
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Estevam GO, Linossi EM, Rao J, Macdonald CB, Ravikumar A, Chrispens KM, Capra JA, Coyote-Maestas W, Pimentel H, Collisson EA, Jura N, Fraser JS. Mapping kinase domain resistance mechanisms for the MET receptor tyrosine kinase via deep mutational scanning. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.16.603579. [PMID: 39071407 PMCID: PMC11275805 DOI: 10.1101/2024.07.16.603579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/30/2024]
Abstract
Mutations in the kinase and juxtamembrane domains of the MET Receptor Tyrosine Kinase are responsible for oncogenesis in various cancers and can drive resistance to MET-directed treatments. Determining the most effective inhibitor for each mutational profile is a major challenge for MET-driven cancer treatment in precision medicine. Here, we used a deep mutational scan (DMS) of ~5,764 MET kinase domain variants to profile the growth of each mutation against a panel of 11 inhibitors that are reported to target the MET kinase domain. We validate previously identified resistance mutations, pinpoint common resistance sites across type I, type II, and type I ½ inhibitors, unveil unique resistance and sensitizing mutations for each inhibitor, and verify non-cross-resistant sensitivities for type I and type II inhibitor pairs. We augment a protein language model with biophysical and chemical features to improve the predictive performance for inhibitor-treated datasets. Together, our study demonstrates a pooled experimental pipeline for identifying resistance mutations, provides a reference dictionary for mutations that are sensitized to specific therapies, and offers insights for future drug development.
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Affiliation(s)
- Gabriella O. Estevam
- Department of Bioengineering and Therapeutic Sciences, UCSF, San Francisco, CA, United States
- Tetrad Graduate Program, UCSF, San Francisco, CA, United States
| | - Edmond M. Linossi
- Cardiovascular Research Institute, UCSF, San Francisco, CA, United States
- Department of Cellular and Molecular Pharmacology, UCSF, San Francisco, CA, United States
| | - Jingyou Rao
- Department of Computer Science, UCLA, Los Angeles, CA, United States
| | - Christian B. Macdonald
- Department of Bioengineering and Therapeutic Sciences, UCSF, San Francisco, CA, United States
| | - Ashraya Ravikumar
- Department of Bioengineering and Therapeutic Sciences, UCSF, San Francisco, CA, United States
| | - Karson M. Chrispens
- Department of Bioengineering and Therapeutic Sciences, UCSF, San Francisco, CA, United States
- Biophysics Graduate Program, UCSF, San Francisco, CA, United States
| | - John A. Capra
- Bakar Computational Health Sciences Institute and Department of Epidemiology and Biostatistics, UCSF, San Francisco, CA, United States
| | - Willow Coyote-Maestas
- Department of Bioengineering and Therapeutic Sciences, UCSF, San Francisco, CA, United States
- Quantitative Biosciences Institute, UCSF, San Francisco, CA, United States
| | - Harold Pimentel
- Department of Computer Science, UCLA, Los Angeles, CA, United States
- Department of Computational Medicine and Human Genetics, UCLA, Los Angeles, CA, United States
- Department of Human Genetics, David Geffen School of Medicine, UCLA, Los Angeles, CA, United States
| | - Eric A. Collisson
- Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington, United States
- Department of Medicine, University of Washington, Seattle, Washington, United States
| | - Natalia Jura
- Cardiovascular Research Institute, UCSF, San Francisco, CA, United States
- Department of Cellular and Molecular Pharmacology, UCSF, San Francisco, CA, United States
- Quantitative Biosciences Institute, UCSF, San Francisco, CA, United States
| | - James S. Fraser
- Department of Bioengineering and Therapeutic Sciences, UCSF, San Francisco, CA, United States
- Quantitative Biosciences Institute, UCSF, San Francisco, CA, United States
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Yoon S, Yoon H, Cho J, Lee K. AEmiGAP: AutoEncoder-Based miRNA-Gene Association Prediction Using Deep Learning Method. Int J Mol Sci 2024; 25:13075. [PMID: 39684787 DOI: 10.3390/ijms252313075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Revised: 11/28/2024] [Accepted: 12/03/2024] [Indexed: 12/18/2024] Open
Abstract
MicroRNAs (miRNAs) play a crucial role in gene regulation and are strongly linked to various diseases, including cancer. This study presents AEmiGAP, an advanced deep learning model that integrates autoencoders with long short-term memory (LSTM) networks to predict miRNA-gene associations. By enhancing feature extraction through autoencoders, AEmiGAP captures intricate, latent relationships between miRNAs and genes with unprecedented accuracy, outperforming all existing models in miRNA-gene association prediction. A thoroughly curated dataset of positive and negative miRNA-gene pairs was generated using distance-based filtering methods, significantly improving the model's AUC and overall predictive accuracy. Additionally, this study proposes two case studies to highlight AEmiGAP's application: first, a top 30 list of miRNA-gene pairs with the highest predicted association scores among previously unknown pairs, and second, a list of the top 10 miRNAs strongly associated with each of five key oncogenes. These findings establish AEmiGAP as a new benchmark in miRNA-gene association prediction, with considerable potential to advance both cancer research and precision medicine.
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Affiliation(s)
- Seungwon Yoon
- Department of Computer Science & Engineering, Chungnam National University, 99 Daehak-ro, Yuseong-gu, Daejeon 305-764, Republic of Korea
| | - Hyewon Yoon
- Department of Computer Science & Engineering, Chungnam National University, 99 Daehak-ro, Yuseong-gu, Daejeon 305-764, Republic of Korea
| | - Jaeeun Cho
- Department of Computer Science & Engineering, Chungnam National University, 99 Daehak-ro, Yuseong-gu, Daejeon 305-764, Republic of Korea
| | - Kyuchul Lee
- Department of Computer Science & Engineering, Chungnam National University, 99 Daehak-ro, Yuseong-gu, Daejeon 305-764, Republic of Korea
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30
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Isaacsson Velho P, Bastos DA, Saint'ana PT, Rigatti B, da Costa ET, Muniz DQB, Andreis F, Ferreira RDP, Giongo Pedrotti L, Maistro S, Katayama MLH, Folgueira MAAK, Morelle A, Leal A, de Castro G. Nivolumab in Patients with Metastatic Castration-Resistant Prostate Cancer with and without DNA Repair Defects. Clin Cancer Res 2024; 30:5342-5352. [PMID: 39330991 DOI: 10.1158/1078-0432.ccr-24-1595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2024] [Revised: 08/03/2024] [Accepted: 09/25/2024] [Indexed: 09/28/2024]
Abstract
PURPOSE Despite the success of immune checkpoint inhibitors (ICI) across various cancers, their efficacy in metastatic castration-resistant prostate cancer (mCRPC) is modest, except for a subset of patients who experience significant, yet unpredictable, benefits. DNA repair defects (DRD) are associated with higher neoantigen load, which may predict response. Our study explored the potential of DRD for enhanced responsiveness to the ICI nivolumab. PATIENTS AND METHODS We conducted a phase II, multicenter, single-arm trial evaluating nivolumab in patients with mCRPC with prior docetaxel therapy. The DRD were assessed using ctDNA. The primary endpoint was PSA50 response. Secondary endpoints included the objective response rate, radiographic progression-free survival (rPFS), and overall survival. Also, exploratory comprehensive genomic profiling was performed via whole-exome sequencing of tumor samples and matched normal tissues, alongside PD-L1 expression evaluation. RESULTS Among the 38 enrolled patients, DRD was identifiable in 30.5% (11/36) through ctDNA and/or whole-exome sequencing analyses. The overall PSA50 response rate was 10.5% (4/38). The PSA50 and objective response rates did not significantly differ between patients with and without DRD (18.2% vs. 8%; P = 0.57 and 50% vs. 17.6%; P = 0.27, respectively). The median PSA-PFS (1.9 vs. 2.8 months; P = 0.52) and rPFS (3.4 vs. 5.5 months; P = 0.7) were not statistically different between patients with and without DRD. Grade ≥ 3 adverse events were reported in 47.3% of participants. CONCLUSIONS Nivolumab has clinical activity in a subset of patients with mCRPC; however, DRD does not predict response. These results highlight the necessity of identifying new biomarkers to more accurately determine patients with mCRPC who might respond to ICIs.
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Affiliation(s)
- Pedro Isaacsson Velho
- Hospital Moinhos de Vento, Porto Alegre, Brazil
- Johns Hopkins University, Baltimore, Maryland
| | | | | | | | | | - David Q B Muniz
- Hospital Sirio Libanes, São Paulo, Brazil
- Instituto do Cancer do Estado de Sao Paulo, São Paulo, Brazil
| | | | | | | | - Simone Maistro
- Departamento de Radiologia e Oncologia, Faculdade de Medicina, Hospital das Clinicas HCFMUSP, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Universidade de Sao Paulo, São Paulo, Brazil
- Comprehensive Center for Precision Oncology-C2PO, São Paulo, Brazil
| | - Maria Lucia Hirata Katayama
- Departamento de Radiologia e Oncologia, Faculdade de Medicina, Hospital das Clinicas HCFMUSP, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Universidade de Sao Paulo, São Paulo, Brazil
- Comprehensive Center for Precision Oncology-C2PO, São Paulo, Brazil
| | - Maria Aparecida Azevedo Koike Folgueira
- Departamento de Radiologia e Oncologia, Faculdade de Medicina, Hospital das Clinicas HCFMUSP, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Universidade de Sao Paulo, São Paulo, Brazil
- Comprehensive Center for Precision Oncology-C2PO, São Paulo, Brazil
| | | | | | - Gilberto de Castro
- Hospital Sirio Libanes, São Paulo, Brazil
- Instituto do Cancer do Estado de Sao Paulo, São Paulo, Brazil
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Repetto M, Fernandez N, Drilon A, Chakravarty D. Precision Oncology: 2024 in Review. Cancer Discov 2024; 14:2332-2345. [PMID: 39618285 DOI: 10.1158/2159-8290.cd-24-1476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Accepted: 10/17/2024] [Indexed: 12/13/2024]
Abstract
This article discusses the specific advances made in precision oncology in 2024. We comment on the evolving nature of predictive molecular events used to select patients who will most benefit clinically from treatment. We also discuss advances in the development of strategic treatment regimens for combination therapies, rational drug design of small-molecule inhibitors, and structurally informed drug repurposing.
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Affiliation(s)
- Matteo Repetto
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Nicole Fernandez
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Alexander Drilon
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - Debyani Chakravarty
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
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32
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Hida T, Kato J, Idogawa M, Tokino T, Uhara H. Genomic landscape of cutaneous, acral, mucosal, and uveal melanoma in Japan: analysis of clinical comprehensive genomic profiling data. Int J Clin Oncol 2024; 29:1984-1998. [PMID: 39249554 DOI: 10.1007/s10147-024-02615-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Accepted: 08/22/2024] [Indexed: 09/10/2024]
Abstract
BACKGROUND Cutaneous melanoma (CM) is the most common type in Caucasians, while acral melanoma (AM) and mucosal melanoma (MM), which are resistant to immunotherapies and BRAF/MEK-targeted therapies, are more common in East Asians. Genomic profiling is essential for treating melanomas, but such data are lacking in Japan. METHODS Comprehensive genomic profiling data compiled in the Center for Cancer Genomics and Advanced Therapeutics (C-CAT) were analyzed. RESULTS A total of 380 melanomas was analyzed, including 136 CM, 46 AM, 168 MM, and 30 uveal melanoma (UM). MM included conjunctival, sinonasal, oral, esophageal, anorectal, and vulvovaginal melanomas. No significant difference in the median tumor mutational burden (TMB) of CM (3.39 mutations/megabase), AM (2.76), and MM (3.78) was the key finding. Microsatellite instability-high status was found in one case. BRAF V600E/K was found in only 45 patients (12%). Key driver mutations in CM were BRAF (38%), NRAS (21%), NF1 (8%), and KIT (10%), with frequent copy number alterations (CNAs) of CDKN2A, CDKN2B, and MYC. AM was characterized by altered KIT (30%), NRAS (26%), and NF1 (11%) and CDKN2A, CDKN2B, CDK4, MDM2, and CCND1 CNAs. MM was characterized by altered NRAS (24%), KIT (21%), and NF1 (17%) and MYC, KIT, and CDKN2A CNAs, with differences based on anatomical locations. UM bore GNAQ or GNA11 driver mutations (87%) and frequent mutations in SF3B1 or BAP1. CONCLUSION The distinct genomic profiling in Japanese patients, including lower TMB, compared to Caucasians, is associated with poorer treatment outcomes. This result underscores the need for more effective therapeutic agents.
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Affiliation(s)
- Tokimasa Hida
- Department of Dermatology, Sapporo Medical University School of Medicine, South 1, West 16, Chuo-ku, Sapporo, 060-8543, Japan
| | - Junji Kato
- Department of Dermatology, Sapporo Medical University School of Medicine, South 1, West 16, Chuo-ku, Sapporo, 060-8543, Japan
| | - Masashi Idogawa
- Department of Medical Genome Sciences, Cancer Research Institute, Sapporo Medical University School of Medicine, South 1, West 17, Chuo-ku, Sapporo, 060-8556, Japan
| | - Takashi Tokino
- Department of Medical Genome Sciences, Cancer Research Institute, Sapporo Medical University School of Medicine, South 1, West 17, Chuo-ku, Sapporo, 060-8556, Japan
| | - Hisashi Uhara
- Department of Dermatology, Sapporo Medical University School of Medicine, South 1, West 16, Chuo-ku, Sapporo, 060-8543, Japan.
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Fischer GM, Mahadevan NR, Hornick JL, Fletcher CDM, Russell-Goldman E. A Comparative Genomic Study of Conventional and Undifferentiated Melanoma. Mod Pathol 2024; 37:100626. [PMID: 39332711 DOI: 10.1016/j.modpat.2024.100626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 08/05/2024] [Accepted: 09/13/2024] [Indexed: 09/29/2024]
Abstract
Undifferentiated melanoma, defined as melanoma that has lost all usual phenotypic and immunohistochemical characteristics of conventional melanoma, can pose significant diagnostic challenges. Molecular studies have advanced our understanding of undifferentiated melanoma by demonstrating that a subset of these tumors harbors known melanoma driver alterations in genes such as BRAF, NRAS, and NF1. However, there is a paucity of data describing genetic alterations that may distinguish undifferentiated melanoma from conventional melanoma. In this study, we directly compared the genomic profiles of undifferentiated melanoma to a cohort of conventional melanomas, including 14 undifferentiated melanoma cases (comprised of 2 primary cases, 2 cutaneous recurrences, and 10 metastases) and a cohort of 127 conventional melanomas including primary, recurrent, and metastatic cases. Targeted sequencing of 447 cancer-associated genes was performed, including identification of mutations and copy number alterations. NRAS was the most frequent melanoma driver in undifferentiated melanoma (8/14 cases, 57%), although notably, only 1 undifferentiated melanoma harbored an NRAS Q61R mutation. Compared with the conventional melanoma cohort, undifferentiated melanoma demonstrated statistically significant enrichment of pathogenic activating RAC1 mutations (6/14 total cases, 43%), including P29S (4/6 cases), P29L (1/6 cases), and D11E (1/6 cases). In addition to providing insight into the molecular pathogenesis of undifferentiated melanoma, these findings also suggest that RAS Q61R immunohistochemistry may have limited utility for its diagnosis. The presence of recurrent RAC1 mutations in undifferentiated melanoma is also notable as these alterations may contribute to mitogen-activated protein kinase pathway-targeted therapy resistance. Furthermore, the RAC1 alterations identified in this cohort have been shown to drive a melanocytic to mesenchymal switch in melanocytes, offering a possible explanation for the undifferentiated phenotype of these melanomas.
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Affiliation(s)
- Grant M Fischer
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Navin R Mahadevan
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Jason L Hornick
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Christopher D M Fletcher
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Eleanor Russell-Goldman
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.
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Kaluziak ST, Codd EM, Purohit R, Melli B, Kalyan P, Fordham JA, Kirkpatrick G, McShane LM, Chang TC, Yang G, Wang J, Williams PM, Karlovich C, Sklar J, Iafrate AJ. Discovery of Gene Fusions in Driver-Negative Cancer Samples From the National Cancer Institute-Molecular Analysis for Therapy Choice Screening Cohort. JCO Precis Oncol 2024; 8:e2400493. [PMID: 39637335 PMCID: PMC11634183 DOI: 10.1200/po-24-00493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Revised: 09/19/2024] [Accepted: 10/13/2024] [Indexed: 12/07/2024] Open
Abstract
PURPOSE The National Cancer Institute-Molecular Analysis for Therapy Choice (NCI-MATCH) trial was implemented to identify actionable genetic alterations across cancer types and enroll patients accordingly onto treatment arms, irrespective of tumor histology. Using multiplex polymerase chain reaction (PCR) next-generation sequencing, NCI-MATCH genotyped 5,540 patients, discovering gene fusions in 202/5,540 tumors (3.65%). This result, substantially lower than the fusion detection prevalence of 8.5% across all patients with cancer screened at Massachusetts General Hospital's (MGH) clinical laboratories, supported reanalysis of NCI-MATCH samples identified as mutations-of-interest (MOI)-negative. The assay used by NCI-MATCH requires previous knowledge of both fusion genes, cannot detect novel fusions, and may underestimate fusion-positive patients. Anchored multiplex PCR (AMP) technology permits fusion detection with knowledge of just one gene of the fusion partners. METHODS Using AMP-based kits, we reprocessed 663 MOI-negative samples. 200 ng of RNA per sample were shipped from the Eastern Cooperative Oncology Group-American College of Radiology Imaging Network biorepository to MGH (n = 319) and Yale University (n = 344), processed, and sequenced on the NextSeq550. Reported fusions were manually reviewed, and novel fusions orthogonally verified via reverse-transcription PCR and Sanger sequencing. RESULTS AMP identified 148 fusions in 142/663 MOI-negative patients (21% [95% CI, 18 to 25]), of which 28 were covered by the Oncomine Comprehensive Assay (OCA) panel but missed, while 120 were not covered by OCA. Among AMP-identified positive patients, 32 had actionable fusions, 24 contained novel fusions, and six had two fusion events. We identified fusions in 12/34 (35% [95% CI, 20 to 54]) cholangiocarcinomas and 43/109 (39% [95% CI, 30 to 49]) sarcomas. CONCLUSION Technology and awareness of actionable fusions have improved since the NCI-MATCH trial. With AMP-based technology, we identified 142 patients with fusions not detected during NCI-MATCH screening, many potentially actionable. These striking data underscore the need to optimize the fusion-detection capabilities of genotyping assays used in precision medicine.
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Affiliation(s)
| | | | - Rashi Purohit
- Pathology Department, Massachusetts General Hospital, Boston, MA
| | - Beatrice Melli
- Pathology Department, Massachusetts General Hospital, Boston, MA
| | - Prinjali Kalyan
- Pathology Department, Massachusetts General Hospital, Boston, MA
| | - Jo Anne Fordham
- Pathology Department, Massachusetts General Hospital, Boston, MA
| | | | - Lisa M. McShane
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Rockville, MD
| | - Ting-Chia Chang
- Leidos Biomedical Research, Inc, Molecular Characterization Laboratory, Frederick National Laboratory for Cancer Research, Frederick, MD
| | | | | | - P. Mickey Williams
- Leidos Biomedical Research, Inc, Molecular Characterization Laboratory, Frederick National Laboratory for Cancer Research, Frederick, MD
| | - Chris Karlovich
- Leidos Biomedical Research, Inc, Molecular Characterization Laboratory, Frederick National Laboratory for Cancer Research, Frederick, MD
| | | | - A. John Iafrate
- Pathology Department, Massachusetts General Hospital, Boston, MA
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Xia S, Chen L, Yu M, Li J, Chen J, Xu F, Ni M, Liu C, Wu X, Chen X, Li J. Genetic and therapeutic heterogeneity shape the baseline and longitudinal immune ecosystem of ovarian clear cell carcinoma. J Immunother Cancer 2024; 12:e010069. [PMID: 39608974 PMCID: PMC11603735 DOI: 10.1136/jitc-2024-010069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Accepted: 11/06/2024] [Indexed: 11/30/2024] Open
Abstract
BACKGROUND Ovarian clear cell carcinoma (OCCC) is a rare and chemo-resistant subtype of ovarian cancer. While immunotherapy has demonstrated effectiveness in some OCCC cases, the mechanisms for heterogeneous immunoreactivity and potential combinatory strategies remain unclear. METHODS Tumor samples from 13 patients with OCCC underwent single-cell mRNA-seq and TCR-seq to generate 1 40 683 cells transcriptome, while additionally 31 formalin-fixed paraffin-embedded samples were used for immunohistochemistry. Spatial transcriptomics of two OCCC samples and bulk RNA-seq of 58 patients were incorporated for spatial and interpatient level explorations. Serum tumor markers and radiologic images of three patients with OCCC who received combinatory VEGF and PD-1 inhibition were retrospectively analyzed. RESULTS OCCC exhibited a dynamic immune architecture shaped by genetic and therapeutic pressure. ARID1A mutation linked to baseline immune activation, correlated with an enrichment of neoantigen-reactive CXCL13+ CTLA4+ CD8+ T cells (p<0.001) and enhanced FASLG-FAS interactions. Recurrent OCCC was fibrotic, angiogenic, and immunosuppressive, exhibiting metabolic reprogramming towards activated activity in fatty acid metabolism. High CD36 (log-rank p=0.012, HR: 4.515) and CD47 expression (log-rank p=0.037, HR: 3.246) indicated worse progression-free survival. Treatment with bevacizumab increased intratumoral T cell infiltration and activated T cell interferon-γ signaling. Retrospective analysis of clinical cases revealed that combination therapy with anti-VEGF (vascular endothelial growth factor) and anti-PD-1 agents exerted clinical benefits in patients with OCCC with persistent, recurrent, and metastatic disease. CONCLUSIONS ARID1A mutation correlated with OCCC baseline immune activation. Stromal reconstruction and tumor metabolic reprogramming functioned as key processes of OCCC dynamic progression. VEGF inhibition remodeled OCCC stroma, restored T cell function and potentiated immunotherapy. CD36 and CD47 might be potential therapeutic targets for recurrent OCCC.
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Affiliation(s)
- Siyu Xia
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Lihua Chen
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Min Yu
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Jiana Li
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Jiaxin Chen
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Fei Xu
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Mengdong Ni
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Chaohua Liu
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Xiaohua Wu
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Xiaojun Chen
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
| | - Jiajia Li
- Department of Gynecologic Oncology, Fudan University Shanghai Cancer Center, Shanghai, Shanghai, China
- Department of Oncology, Shanghai Medical College of Fudan University, Shanghai, China
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Duan H, Ren J, Wei S, Yang Z, Li C, Wang Z, Li M, Wei Z, Liu Y, Wang X, Lan H, Zeng Z, Xie M, Xie Y, Wu S, Hu W, Guo C, Zhang X, Liang L, Yu C, Mou Y, Jiang Y, Li H, Sugarman E, Deek RA, Chen Z, Li T, Chen Y, Yao M, Chen L, Liu L, Zhang G, Mou Y. Integrated analyses of multi-omic data derived from paired primary lung cancer and brain metastasis reveal the metabolic vulnerability as a novel therapeutic target. Genome Med 2024; 16:138. [PMID: 39593114 PMCID: PMC11590298 DOI: 10.1186/s13073-024-01410-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2024] [Accepted: 11/08/2024] [Indexed: 11/28/2024] Open
Abstract
BACKGROUND Lung cancer brain metastases (LC-BrMs) are frequently associated with dismal mortality rates in patients with lung cancer; however, standard of care therapies for LC-BrMs are still limited in their efficacy. A deep understanding of molecular mechanisms and tumor microenvironment of LC-BrMs will provide us with new insights into developing novel therapeutics for treating patients with LC-BrMs. METHODS Here, we performed integrated analyses of genomic, transcriptomic, proteomic, metabolomic, and single-cell RNA sequencing data which were derived from a total number of 154 patients with paired and unpaired primary lung cancer and LC-BrM, spanning four published and two newly generated patient cohorts on both bulk and single cell levels. RESULTS We uncovered that LC-BrMs exhibited a significantly greater intra-tumor heterogeneity. We also observed that mutations in a subset of genes were almost always shared by both primary lung cancers and LC-BrM lesions, including TTN, TP53, MUC16, LRP1B, RYR2, and EGFR. In addition, the genome-wide landscape of somatic copy number alterations was similar between primary lung cancers and LC-BrM lesions. Nevertheless, several regions of focal amplification were significantly enriched in LC-BrMs, including 5p15.33 and 20q13.33. Intriguingly, integrated analyses of transcriptomic, proteomic, and metabolomic data revealed mitochondrial-specific metabolism was activated but tumor immune microenvironment was suppressed in LC-BrMs. Subsequently, we validated our results by conducting real-time quantitative reverse transcription PCR experiments, immunohistochemistry, and multiplexed immunofluorescence staining of patients' paired tumor specimens. Therapeutically, targeting oxidative phosphorylation with gamitrinib in patient-derived organoids of LC-BrMs induced apoptosis and inhibited cell proliferation. The combination of gamitrinib plus anti-PD-1 immunotherapy significantly improved survival of mice bearing LC-BrMs. Patients with a higher expression of mitochondrial metabolism genes but a lower expression of immune genes in their LC-BrM lesions tended to have a worse survival outcome. CONCLUSIONS In conclusion, our findings not only provide comprehensive and integrated perspectives of molecular underpinnings of LC-BrMs but also contribute to the development of a potential, rationale-based combinatorial therapeutic strategy with the goal of translating it into clinical trials for patients with LC-BrMs.
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Affiliation(s)
- Hao Duan
- Department of Neurosurgery/Neuro-Oncology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China
| | - Jianlan Ren
- Department of Computer Science, Ying Wu College of Computing, New Jersey Institute of Technology, Newark, NJ, 07102, USA
| | - Shiyou Wei
- Department of Thoracic Surgery, Institute of Thoracic Oncology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Zhenyu Yang
- Department of Thoracic Surgery, Institute of Thoracic Oncology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Chuan Li
- Department of Thoracic Surgery, Institute of Thoracic Oncology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Zhenning Wang
- Department of Neurosurgery, The Tenth Affiliated Hospital, Southern Medical University (Dongguan People's Hospital), Dongguan, 523018, China
| | - Meichen Li
- Department of Medical Oncology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China
| | - Zhi Wei
- Department of Computer Science, Ying Wu College of Computing, New Jersey Institute of Technology, Newark, NJ, 07102, USA.
| | - Yu Liu
- Faculty of Dentistry, Prince Philip Dental Hospital, the University of Hong Kong, Sai Ying Pun, Hong Kong, China
| | - Xiuqi Wang
- Faculty of Dentistry, Prince Philip Dental Hospital, the University of Hong Kong, Sai Ying Pun, Hong Kong, China
| | - Hongbin Lan
- Faculty of Dentistry, Prince Philip Dental Hospital, the University of Hong Kong, Sai Ying Pun, Hong Kong, China
| | - Zhen Zeng
- Department of Thoracic Surgery, Institute of Thoracic Oncology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Maodi Xie
- Department of Anesthesiology, Laboratory of Mitochondrial Metabolism and Perioperative Medicine, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Yuan Xie
- Department of Neurosurgery/Neuro-Oncology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China
| | - Suwen Wu
- Department of Thoracic Surgery, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China
| | - Wanming Hu
- Department of Pathology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China
| | - Chengcheng Guo
- Department of Neurosurgery/Neuro-Oncology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China
| | - Xiangheng Zhang
- Department of Neurosurgery/Neuro-Oncology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China
| | - Lun Liang
- Department of Neurosurgery, The First Affiliated Hospital, Guangxi Medical University, Nanning, 530021, China
| | - Chengwei Yu
- Department of Neurosurgery, The Third Affiliated Hospital of Sun Yat-Sen University Lingnan Hospital, Guangzhou, 510530, China
| | - Yanhao Mou
- Department of Neurosurgery/Neuro-Oncology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China
| | - Yu Jiang
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Houde Li
- Department of Thoracic Surgery, Institute of Thoracic Oncology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Eric Sugarman
- Philadelphia College of Osteopathic Medicine, Philadelphia, PA, 19131, USA
| | - Rebecca A Deek
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Zexin Chen
- Guangdong Research Center of Organoid Engineering and Technology, Guangzhou, 510535, China
| | - Tao Li
- Department of Anesthesiology, Laboratory of Mitochondrial Metabolism and Perioperative Medicine, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Yaohui Chen
- Department of Thoracic Surgery, Institute of Thoracic Oncology, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - Maojin Yao
- State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510182, China.
| | - Likun Chen
- Department of Medical Oncology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China.
| | - Lunxu Liu
- Department of Thoracic Surgery, Institute of Thoracic Oncology, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - Gao Zhang
- Faculty of Dentistry, Prince Philip Dental Hospital, the University of Hong Kong, Sai Ying Pun, Hong Kong, China.
| | - Yonggao Mou
- Department of Neurosurgery/Neuro-Oncology, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, China.
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Ko YT, Wu CH, Chang CS, Lai DW, Liu TC. Successful Treatment of Abdominal Wall Advanced Endometriosis-Associated Clear Cell Carcinoma with AKT Pathway Inhibitor: Case Report. MEDICINA (KAUNAS, LITHUANIA) 2024; 60:1946. [PMID: 39768828 PMCID: PMC11676099 DOI: 10.3390/medicina60121946] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Revised: 11/05/2024] [Accepted: 11/21/2024] [Indexed: 01/11/2025]
Abstract
The emergence of endometriosis-associated clear cell carcinoma (CCC) within the abdominal wall is a notably rare phenomenon. This condition predominantly impacts females who have previously undergone surgical interventions, including hysterectomy or caesarean section (C-section), with the malignant transformation of endometriosis within the post-surgical abdominal scar posited as a likely mechanism. Herein, we delineate a distinctive case of endometriosis-associated CCC emanating from the abdominal wall. The therapeutic approach for the patient encompassed surgical resection, complemented by a regimen of adjuvant chemotherapy, radiotherapy, immunotherapy, and targeted therapy. Despite these measures, the patient experienced disease progression, manifested by bilateral inguinal lymph node involvement and metastasis to the left femoral bone. Advanced molecular diagnostics, specifically next-generation sequencing (NGS) of the resected specimen, identified a targetable PIK3CA E726K mutation. Subsequent treatment with alpelisib and everolimus was initiated, culminating in a sustained complete response.
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Affiliation(s)
- Ya-Ting Ko
- Department of Hematology-Oncology, Chang Bing Show Chwan Memorial Hospital, Changhua 505029, Taiwan
| | - Ching-Hsuan Wu
- Department of Hematology-Oncology, Chang Bing Show Chwan Memorial Hospital, Changhua 505029, Taiwan
| | - Cheng-Shyong Chang
- Department of Hematology-Oncology, Chang Bing Show Chwan Memorial Hospital, Changhua 505029, Taiwan
- Department of Molecular Biology and Cell Research, Chang Bing Show Chwan Memorial Hospital, Changhua 505029, Taiwan
| | - De-Wei Lai
- Department of Molecular Biology and Cell Research, Chang Bing Show Chwan Memorial Hospital, Changhua 505029, Taiwan
- Department of Medical Research, Taichung Veterans General Hospital, Taichung 407219, Taiwan
| | - Ta-Chih Liu
- Department of Hematology-Oncology, Chang Bing Show Chwan Memorial Hospital, Changhua 505029, Taiwan
- Department of Molecular Biology and Cell Research, Chang Bing Show Chwan Memorial Hospital, Changhua 505029, Taiwan
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Gazola AA, Lautert-Dutra W, Archangelo LF, Reis RBD, Squire JA. Precision oncology platforms: practical strategies for genomic database utilization in cancer treatment. Mol Cytogenet 2024; 17:28. [PMID: 39543667 PMCID: PMC11566986 DOI: 10.1186/s13039-024-00698-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Accepted: 11/07/2024] [Indexed: 11/17/2024] Open
Abstract
In recent years, the expansion of molecularly targeted cancer therapies has significantly advanced precision oncology. Parallel developments in next-generation sequencing (NGS) technologies have also improved precision oncology applications, making genomic analysis of tumors more affordable and accessible. Targeted NGS panels now enable the rapid identification of diverse actionable mutations, requiring clinicians to efficiently assess the predictive value of cancer biomarkers for specific treatments. The urgency for timely and accurate decision-making in oncology emphasizes the importance of reliable precision oncology software. Online clinical decision-making tools and associated cancer databases have been designed by consolidating genomic data into standardized, accessible formats. These new platforms are highly integrated and crucial for identifying actionable somatic genomic biomarkers essential for tumor survival, determining corresponding drug targets, and selecting appropriate treatments based on the mutational profile of each patient's tumor. To help oncologists and translational cancer researchers unfamiliar with these tools, we review the utility, accuracy, and comprehensiveness of several commonly used precision medicine software options currently available. Our analysis categorized selected genomic databases based on their primary content, utility, and how well they provide practical guidance for interpreting somatic biomarker data. We identified several comprehensive, mostly open-access platforms that are easy to use for genetic biomarker searches, each with unique features and limitations. Among the precision oncology tools we evaluated, we found MyCancerGenome and OncoKB to be the first choice, offering comprehensive, accurate up-to-date information on the clinical significance of somatic mutations. To illustrate the application of these precision oncology tools in clinical settings, we evaluated three case studies to see how use of the platforms could have influenced treatment planning. Most of the precision oncology software evaluated could be easily streamlined into clinical workflows to provide updated information on approved drugs and clinical trials related the actionable mutations detected. Some platforms were very intuitive and easy to use, while others, often developed in smaller academic settings, were more difficult to navigate and may not be updated consistently. Future enhancements, incorporating artificial intelligence algorithms, are likely to improve integration of the platforms with diverse big data sources, enabling more accurate predictions of potential therapeutic responses.
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Affiliation(s)
- Antonia A Gazola
- School of Medicine, Pontifical Catholic University of Rio Grande do Sul - PUCRS, Av. Ipiranga, 668, Porto Alegre, RS, 90619-900, Brazil
| | - William Lautert-Dutra
- Department of Genetics, Medical School of Ribeirao Preto, University of Sao Paulo - USP, Ribeirao Preto, SP, 14049-900, Brazil
| | - Leticia Frohlich Archangelo
- Department of Cellular and Molecular Biology and Pathogenic Bioagents, Medical School of Ribeirao Preto, University of Sao Paulo (FMRP-USP), Ribeirao Preto, SP, 14049-900, Brazil
| | - Rodolfo B Dos Reis
- Division of Urology, Department of Surgery and Anatomy, Medical School of Ribeirao Preto, University of Sao Paulo - USP, Ribeirao Preto, SP, 14049-900, Brazil
| | - Jeremy A Squire
- Department of Genetics, Medical School of Ribeirao Preto, University of Sao Paulo - USP, Ribeirao Preto, SP, 14049-900, Brazil.
- Department of Pathology and Molecular Medicine, Queen's University, Kingston, ON, K7L3N6, Canada.
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Fanfani V, Shutta KH, Mandros P, Fischer J, Saha E, Micheletti S, Chen C, Guebila MB, Lopes-Ramos CM, Quackenbush J. Reproducible processing of TCGA regulatory networks. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.05.622163. [PMID: 39574772 PMCID: PMC11580957 DOI: 10.1101/2024.11.05.622163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2024]
Abstract
Background Technological advances in sequencing and computation have allowed deep exploration of the molecular basis of diseases. Biological networks have proven to be a useful framework for interrogating omics data and modeling regulatory gene and protein interactions. Large collaborative projects, such as The Cancer Genome Atlas (TCGA), have provided a rich resource for building and validating new computational methods resulting in a plethora of open-source software for downloading, pre-processing, and analyzing those data. However, for an end-to-end analysis of regulatory networks a coherent and reusable workflow is essential to integrate all relevant packages into a robust pipeline. Findings We developed tcga-data-nf, a Nextflow workflow that allows users to reproducibly infer regulatory networks from the thousands of samples in TCGA using a single command. The workflow can be divided into three main steps: multi-omics data, such as RNA-seq and methylation, are downloaded, preprocessed, and lastly used to infer regulatory network models with the netZoo software tools. The workflow is powered by the NetworkDataCompanion R package, a standalone collection of functions for managing, mapping, and filtering TCGA data. Here we show how the pipeline can be used to study the differences between colon cancer subtypes that could be explained by epigenetic mechanisms. Lastly, we provide pre-generated networks for the 10 most common cancer types that can be readily accessed. Conclusions tcga-data-nf is a complete yet flexible and extensible framework that enables the reproducible inference and analysis of cancer regulatory networks, bridging a gap in the current universe of software tools.
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Affiliation(s)
- Viola Fanfani
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Katherine H. Shutta
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA, USA
| | - Panagiotis Mandros
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Jonas Fischer
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Enakshi Saha
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Soel Micheletti
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Chen Chen
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Marouen Ben Guebila
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Camila M. Lopes-Ramos
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA, USA
| | - John Quackenbush
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA, USA
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Jensen JL, Bobek O, Chan I, Miller BC, Hillman D, Heller G, Druley T, Armstrong A, Morris MJ, Milowsky MI, Beltran H, Bolton KL, Coombs CC. Clonal Hematopoiesis and Clinical Outcomes in Metastatic Castration-Resistant Prostate Cancer Patients Given Androgen Receptor Pathway Inhibitors (Alliance A031201). Clin Cancer Res 2024; 30:4910-4919. [PMID: 39287426 PMCID: PMC11539927 DOI: 10.1158/1078-0432.ccr-24-0803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 05/21/2024] [Accepted: 08/12/2024] [Indexed: 09/19/2024]
Abstract
PURPOSE Mutations in hematopoietic progenitor cells accumulate with age leading to clonal expansion, termed clonal hematopoiesis (CH). CH in the general population is associated with hematopoietic neoplasms and reduced overall survival (OS), predominantly through cardiovascular adverse events (CVAE). Because androgen receptor pathway inhibitors (ARPI) used in metastatic castration-resistant prostate cancer (mCRPC) are also associated with CVAEs and because CH negatively impacted survival in an advanced solid tumor cohort, we hypothesized that CH in mCRPC may be associated with increased CVAEs and inferior survival. EXPERIMENTAL DESIGN A targeted DNA sequencing panel captured common CH mutations in pretreatment blood samples from 957 patients enrolled in Alliance A031201: a randomized trial of enzalutamide ± abiraterone/prednisone in the first-line mCRPC setting. The primary outcome was the impact of CH on OS; the secondary outcomes were progression-free survival (PFS) and CVAEs. RESULTS Baseline comorbidities were similar by CH status. No differences in OS/progression-free survival were detected regardless of treatment arm or the variant allele frequency threshold used to define CH [primary: 2% (normal-CH, N-CH); exploratory: 0.5% (low-CH) and 10% (high-CH, H-CH)]. Patients with H-CH (7.2%) and TET2-mutated N-CH (6.0%) had greater odds of any CVAE (14.5% vs. 4.0%; P = 0.0004 and 12.3% vs. 4.2%; P = 0.010, respectively). More major CVAEs were observed in patients with H-CH (5.8% vs. 1.9%; P = 0.042) and N-CH (3.4% vs. 1.8%; P = 0.147). CONCLUSIONS CH did not affect survival in patients with mCRPC treated with ARPIs in A031201. H-CH and TET2-mutated CH were associated with more CVAEs. These findings inform the risk/benefit discussion about ARPIs in mCRPC.
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Affiliation(s)
| | - Olivia Bobek
- Alliance Statistics and Data Management Center, Mayo Clinic, Rochester, MN
| | - Irenaeus Chan
- Washington University School of Medicine, St. Louis, MO
| | | | - David Hillman
- Alliance Statistics and Data Management Center, Mayo Clinic, Rochester, MN
| | - Glenn Heller
- Memorial Sloan Kettering Cancer Center, New York, NY
| | - Todd Druley
- Washington University School of Medicine, St. Louis, MO
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Tang C, Castillon VJ, Waters M, Fong C, Park T, Boscenco S, Kim S, Pekala K, Carrot-Zhang J, Hakimi AA, Schultz N, Ostrovnaya I, Gusev A, Jee J, Reznik E. Obesity-dependent selection of driver mutations in cancer. Nat Genet 2024; 56:2318-2321. [PMID: 39468367 PMCID: PMC11549034 DOI: 10.1038/s41588-024-01969-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 10/01/2024] [Indexed: 10/30/2024]
Abstract
Obesity is a risk factor for cancer, but whether obesity is linked to specific genomic subtypes of cancer is unknown. We examined the relationship between obesity and tumor genotype in two clinicogenomic corpora. Obesity was associated with specific driver mutations in lung adenocarcinoma, endometrial carcinoma and cancers of unknown primaries, independent of clinical covariates, demographic factors and genetic ancestry. Obesity is therefore a driver of etiological heterogeneity in some cancers.
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Affiliation(s)
- Cerise Tang
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Venise Jan Castillon
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michele Waters
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Chris Fong
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Tricia Park
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sonia Boscenco
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Susie Kim
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kelly Pekala
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jian Carrot-Zhang
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - A Ari Hakimi
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nikolaus Schultz
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Irina Ostrovnaya
- Biostatistics Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Alexander Gusev
- Division of Population Sciences, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- Division of Genetics, Brigham & Women's Hospital, Boston, MA, USA
- The Broad Institute, Cambridge, MA, USA
| | - Justin Jee
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Ed Reznik
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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Shia J, Sanchez-Vega F, Cho S, Chen JF, Chen CT, Bhanot U, Urganci N, Firat C, Ntiamoah P, Isidro RA, Srivastava A, Weiser MR, Mandelker D, Vakiani E, Boland CR, Garcia-Aguilar J, Stadler ZK. MSH6-proficient crypt foci in MSH6 constitutional mismatch repair deficiency: reversion of a frameshifted coding microsatellite to its wild-type sequence. Fam Cancer 2024; 23:569-577. [PMID: 39387980 PMCID: PMC11723700 DOI: 10.1007/s10689-024-00423-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Accepted: 09/15/2024] [Indexed: 10/12/2024]
Abstract
The discovery of "mismatch repair deficient (MMRd)-crypt foci" in non-neoplastic intestinal mucosa in Lynch syndrome (LS) has significantly enhanced our understanding of how tumors and tumor immunity form and evolve in LS. In this study, we report the frequent presence of "mismatch repair proficient (MMRp)-crypt foci" in both non-neoplastic and neoplastic intestinal mucosa in a patient with constitutional MMR deficiency (CMMRD), who carried a germline MSH6 pathogenic variant (c.3261dupC) in trans with an MSH6 likely pathogenic variant (c.3724_3726del) and whose tissues were otherwise deficient in MMR globally. The MMRp-crypts occurred at a rate of 1.1/100 crypts in non-neoplastic intestinal mucosa and were readily discernible in adenomas > 1 cm. Sequencing analysis revealed normalization of the MSH6c.3261dupC variant in MMRp-adenoma crypts, indicating reverse frameshifting of the exon 5 C8 microsatellite. Interestingly but not surprisingly, the MMRp-adenoma crypts remained microsatellite-instability-high (MSI-H), and shared oncogenic APC mutations with the background MMRd-adenoma. Contrasting with MSH6-CMMRD, no PMS2-CMMRD individuals (0/5) harbored MMRp-crypts. In conclusion, our study documents distinct MMRp-crypts in MSH6-CMMRD, a phenomenon in keeping with MSH6 being a frequent target of MSI-H due to its coding microsatellite and suggesting that MSH6-CMMRD can potentially serve as a unique model system to further our understanding of MSH6's role in MSI-H tumor formation and evolution. Our findings also bear diagnostic implications; when using MMR immunohistochemistry as an ancillary tool in detecting CMMRD, awareness of these MMRp crypts can help avoid diagnostic pitfalls.
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Affiliation(s)
- Jinru Shia
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Francisco Sanchez-Vega
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Computational Oncology Service, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Stanley Cho
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jie-Fu Chen
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Chin-Tung Chen
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Umesh Bhanot
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nil Urganci
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Canan Firat
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Peter Ntiamoah
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Raymond A Isidro
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Amitabh Srivastava
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Martin R Weiser
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Diana Mandelker
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Efsevia Vakiani
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Julio Garcia-Aguilar
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Zsofia K Stadler
- Colorectal Cancer Research Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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Parikh K. Author's Response to: Comment on "Impact of EML4-ALK Variants and Co-Occurring TP53 Mutations on Duration of First-Line ALK Tyrosine Kinase Inhibitor Treatment and Overall Survival in ALK Fusion-Positive NSCLC: Real-World Outcomes From the GuardantINFORM Database" and "Critical Evaluation of Methodological Approaches in ALK TKI Research: Addressing Confounding Factors and Statistical Robustness". J Thorac Oncol 2024; 19:e66-e67. [PMID: 39510710 DOI: 10.1016/j.jtho.2024.08.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2024] [Accepted: 08/17/2024] [Indexed: 11/15/2024]
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44
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Chang YH, Head ST, Harrison T, Yu Y, Huff CD, Pasaniuc B, Lindström S, Bhattacharya A. Isoform-level analyses of 6 cancers uncover extensive genetic risk mechanisms undetected at the gene-level. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.10.29.24316388. [PMID: 39574839 PMCID: PMC11581093 DOI: 10.1101/2024.10.29.24316388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/01/2024]
Abstract
Integrating genome-wide association study (GWAS) and transcriptomic datasets can help identify potential mediators for germline genetic risk of cancer. However, traditional methods have been largely unsuccessful because of an overreliance on total gene expression. These approaches overlook alternative splicing, which can produce multiple isoforms from the same gene, each with potentially different effects on cancer risk. Here, we integrate genetic and multi-tissue isoform-level gene expression data from the Genotype Tissue-Expression Project (GTEx, N = 108-574) with publicly available European-ancestry GWAS summary statistics (all N > 20,000 cases) to identify both isoform- and gene-level risk associations with six cancers (breast, endometrial, colorectal, lung, ovarian, prostate) and six related cancer subtype classifications (N = 12 total). Compared to traditional methods leveraging total gene expression, directly modeling isoform expression through transcriptome-wide association studies (isoTWAS) substantially increases discovery of transcriptomic mechanisms underlying genetic associations. Using the same RNA-seq datasets, isoTWAS identified 164% more significant unique gene associations compared to TWAS (6,163 and 2,336, respectively), with isoTWAS-prioritized genes enriched 4-fold for evolutionarily-constrained genes (P = 6.1 × 10-13). isoTWAS tags transcriptomic associations at 52% more independent GWAS loci compared to TWAS across the six cancers. Additionally, isoform expression mediates an estimated 63% greater proportion of cancer risk SNP heritability compared to gene expression when evaluating cis-genetic influence on isoform expression. We highlight several notable isoTWAS associations that demonstrate GWAS colocalization at the isoform level but not at the gene level, including, CLPTM1L (lung cancer), LAMC1 (colorectal), and BABAM1 (breast). These results underscore the critical importance of modeling isoform-level expression to maximize discovery of genetic risk mechanisms for cancers.
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Affiliation(s)
- Yung-Han Chang
- Quantitative Sciences Program, The University of Texas MD Anderson Cancer Center UTHealth Houston Graduate School of Biomedical Sciences, Houston, TX, USA
| | - S. Taylor Head
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Tabitha Harrison
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
| | - Yao Yu
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Chad D. Huff
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Bogdan Pasaniuc
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Sara Lindström
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Arjun Bhattacharya
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Institute for Data Science in Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Lin CY, Huang CY, Lee CC, Li LM, Lee YF, Jung SM, Fan HC, Lin AC, Hsu CL, Huang YC. A patient-derived xenograft mouse platform from epithelioid glioblastoma provides possible druggable screening and translational study. Am J Cancer Res 2024; 14:4747-4759. [PMID: 39553226 PMCID: PMC11560820 DOI: 10.62347/lqij5334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Accepted: 09/25/2024] [Indexed: 11/19/2024] Open
Abstract
Despite advancements in targeted therapy, glioblastoma remains a challenging condition with limited treatment options. While surgical techniques and external radiation therapy have improved, the median survival for glioblastoma stands at around 12-18 months, with a 5-year survival rate of only 6.8%. Epithelioid glioblastoma (eGBM) represents a rare subtype within the glioma spectrum. Utilizing patient-derived xenograft (PDX) models in mice offers a promising avenue for drug screening and translational research, particularly for this specific glioblastoma subtype. Establishing a stable PDX model for eGBM revealed consistent genetic abnormalities, including BRAF V600E mutation and CDKN2A deletion, in both primary and PDX tumors. Leveraging a curated drug database, compounds potentially targeting these aberrations were identified. By using the novel PDX platform, the results presented in this study demonstrate that the treatments with Palbociclib or Dabrafenib/Trametinib significantly reduced tumor size. RNA sequencing analysis further validated the responsiveness of the tumors to these targeted therapies. In conclusion, PDX models offer a deeper understanding of eGBM at the genomic level and facilitate the identification of potential therapeutic targets. Further translational studies of this novel PDX model hold promise for advancing the diagnosis and treatment of this specific subtype of glioblastoma.
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Affiliation(s)
- Chiao-Yun Lin
- Gynecologic Cancer Research Center, Chang Gung Memorial HospitalLinkou, Taoyuan 33305, Taiwan
| | - Chen-Yang Huang
- Department of Medicine, Chang Gung UniversityTaoyuan 33305, Taiwan
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
| | - Cheng-Chi Lee
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
- Department of Neurosurgery, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
| | - Lien-Min Li
- Department of Neurosurgery, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
| | - Ya-Fang Lee
- Department of Neurosurgery, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
| | - Shi-Ming Jung
- Department of Medicine, Chang Gung UniversityTaoyuan 33305, Taiwan
- Department of Pathology, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
| | - Hsien-Chi Fan
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
| | - An-Chi Lin
- Gynecologic Cancer Research Center, Chang Gung Memorial HospitalLinkou, Taoyuan 33305, Taiwan
| | - Cheng-Lung Hsu
- Department of Medicine, Chang Gung UniversityTaoyuan 33305, Taiwan
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
| | - Yin-Cheng Huang
- Department of Medicine, Chang Gung UniversityTaoyuan 33305, Taiwan
- Department of Neurosurgery, Chang Gung Memorial Hospital, Linkou, Chang Gung UniversityTaoyuan 33305, Taiwan
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Vasseur D, Bigot L, Beshiri K, Flórez-Arango J, Facchinetti F, Hollebecque A, Tselikas L, Aldea M, Blanc-Durand F, Gazzah A, Planchard D, Lacroix L, Pata-Merci N, Nobre C, Da Silva A, Nicotra C, Ngo-Camus M, Braye F, Nikolaev SI, Michiels S, Jules-Clement G, Olaussen KA, André F, Scoazec JY, Barlesi F, Ponce S, Soria JC, Besse B, Loriot Y, Friboulet L. Deciphering resistance mechanisms in cancer: final report of MATCH-R study with a focus on molecular drivers and PDX development. Mol Cancer 2024; 23:221. [PMID: 39363320 PMCID: PMC11451117 DOI: 10.1186/s12943-024-02134-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Accepted: 09/20/2024] [Indexed: 10/05/2024] Open
Abstract
BACKGROUND Understanding the resistance mechanisms of tumor is crucial for advancing cancer therapies. The prospective MATCH-R trial (NCT02517892), led by Gustave Roussy, aimed to characterize resistance mechanisms to cancer treatments through molecular analysis of fresh tumor biopsies. This report presents the genomic data analysis of the MATCH-R study conducted from 2015 to 2022 and focuses on targeted therapies. METHODS The study included resistant metastatic patients (pts) who accepted an image-guided tumor biopsy. After evaluation of tumor content (TC) in frozen tissue biopsies, targeted NGS (10 < TC < 30%) or Whole Exome Sequencing and RNA sequencing (TC > 30%) were performed before and/or after the anticancer therapy. Patient-derived xenografts (PDX) were established by implanting tumor fragments into NOD scid gamma mice and amplified up to five passages. RESULTS A total of 1,120 biopsies were collected from 857 pts with the most frequent tumor types being lung (38.8%), digestive (16.3%) and prostate (14.1%) cancer. Molecular targetable driver were identified in 30.9% (n = 265/857) of the patients, with EGFR (41.5%), FGFR2/3 (15.5%), ALK (11.7%), BRAF (6.8%), and KRAS (5.7%) being the most common altered genes. Furthermore, 66.0% (n = 175/265) had a biopsy at progression on targeted therapy. Among resistant cases, 41.1% (n = 72/175) had no identified molecular mechanism, 32.0% (n = 56/175) showed on-target resistance, and 25.1% (n = 44/175) exhibited a by-pass resistance mechanism. Molecular profiling of the 44 patients with by-pass resistance identified 51 variants, with KRAS (13.7%), PIK3CA (11.8%), PTEN (11.8%), NF2 (7.8%), AKT1 (5.9%), and NF1 (5.9%) being the most altered genes. Treatment was tailored for 45% of the patients with a resistance mechanism identified leading to an 11 months median extension of clinical benefit. A total of 341 biopsies were implanted in mice, successfully establishing 136 PDX models achieving a 39.9% success rate. PDX models are available for EGFR (n = 31), FGFR2/3 (n = 26), KRAS (n = 18), ALK (n = 16), BRAF (n = 6) and NTRK (n = 2) driven cancers. These models closely recapitulate the biology of the original tumors in term of molecular alterations and pharmacological status, and served as valuable models to validate overcoming treatment strategies. CONCLUSION The MATCH-R study highlights the feasibility of on purpose image guided tumor biopsies and PDX establishment to characterize resistance mechanisms and guide personalized therapies to improve outcomes in pre-treated metastatic patients.
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Affiliation(s)
- Damien Vasseur
- Medical Biology and Pathology Department, Gustave Roussy, Villejuif, France
- AMMICa UAR3655/US23, Gustave Roussy, Villejuif, France
| | - Ludovic Bigot
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
| | - Kristi Beshiri
- Département d'Innovation Thérapeutique (DITEP), Gustave Roussy, Villejuif, France
| | | | | | - Antoine Hollebecque
- Département d'Innovation Thérapeutique (DITEP), Gustave Roussy, Villejuif, France
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France
| | - Lambros Tselikas
- Department of Interventional Radiology, BIOTHERIS, Gustave Roussy, Université Paris-Saclay, Villejuif, France
| | - Mihaela Aldea
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France
| | | | - Anas Gazzah
- Département d'Innovation Thérapeutique (DITEP), Gustave Roussy, Villejuif, France
| | - David Planchard
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France
| | - Ludovic Lacroix
- Medical Biology and Pathology Department, Gustave Roussy, Villejuif, France
- AMMICa UAR3655/US23, Gustave Roussy, Villejuif, France
| | | | - Catline Nobre
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
| | - Alice Da Silva
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
| | - Claudio Nicotra
- Département d'Innovation Thérapeutique (DITEP), Gustave Roussy, Villejuif, France
| | - Maud Ngo-Camus
- Département d'Innovation Thérapeutique (DITEP), Gustave Roussy, Villejuif, France
| | - Floriane Braye
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
| | - Sergey I Nikolaev
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
| | - Stefan Michiels
- Université Paris-Saclay, CESP, InsermVillejuif, France
- Office of Biostatistics and Epidemiology, Gustave Roussy, Villejuif, France
| | - Gérôme Jules-Clement
- Bioinformatics Core Facility, Gustave Roussy, Université Paris-Saclay, CNRS UMS 3655, Inserm US23, Villejuif, France
| | | | - Fabrice André
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France
| | - Jean-Yves Scoazec
- Medical Biology and Pathology Department, Gustave Roussy, Villejuif, France
- AMMICa UAR3655/US23, Gustave Roussy, Villejuif, France
| | - Fabrice Barlesi
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France
| | - Santiago Ponce
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France
| | - Jean-Charles Soria
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France
| | - Benjamin Besse
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France
| | - Yohann Loriot
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France.
- Département d'Innovation Thérapeutique (DITEP), Gustave Roussy, Villejuif, France.
- Département de Médecine Oncologique, Gustave Roussy, Villejuif, France.
| | - Luc Friboulet
- Université Paris-Saclay, Gustave Roussy, Inserm U981, Villejuif, France.
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Fleming AM, Gehle DB, Freitas JP, Hendrick LE, Yakoub D, Abdelhafeez H, Nezakatgoo N, Deneve JL, Langham MR, Glazer ES, Shibata D, Merchant NB, Dickson PV, Murphy AJ. CTNNB1 exon 3 mutations in metastatic solid pseudopapillary neoplasm of the pancreas. J Surg Oncol 2024; 130:1051-1061. [PMID: 39155692 DOI: 10.1002/jso.27808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 07/29/2024] [Indexed: 08/20/2024]
Abstract
BACKGROUND AND OBJECTIVES Solid pseudopapillary neoplasm (SPN) of the pancreas demonstrates an indolent disease course; however, some patients present with a "malignant" phenotype, including distant metastases resistant to chemotherapy. This analysis identifies molecular drivers of metastatic SPN using the world's largest clinicogenomics database. METHODS The American Association for Cancer Research Project Genomics Evidence Neoplasia Information Exchange was queried for primary and metastatic SPN samples. Sample-level genomic alterations were compared. A pan-pancreatic cancer analysis assessed relevant mutations among all metastatic pancreatic malignancies. RESULTS Among 28 SPN samples identified (n = 17 primary, n = 11 metastatic), the most commonly mutated gene was CTNNB1, (24/28 samples; 85.7%). Most mutations were missense (21/24; 87.5%) or in-frame deletions (3/24; 12.5%). The most common CTNNB1 mutations in primary SPN were exon 3 S37F/C missense mutations (6/16 profiled patients, 37.5%), contrasting exon 3 D32N/Y/H missense mutations in metastatic samples (6/11 profiled patients, 54.5%). Metastatic SPN had higher rates of CTNNB1 mutations than metastases from pancreatic ductal adenocarcinoma (72.7% vs. 1.1%; q < 0.0001), pancreatic neuroendocrine tumor (72.7% vs. 2.5%; q < 0.0001), and pancreatic acinar cell carcinoma (72.7% vs. 11.5%; q = 0.0254). CONCLUSIONS Missense mutations along exon 3 of CTNNB1 predominate metastatic SPN, differentiating these patients from those with metastases from analogous pancreatic malignancies.
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Affiliation(s)
- Andrew M Fleming
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Daniel B Gehle
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Julia Pedo Freitas
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Leah E Hendrick
- Division of Gastrointestinal Oncology, H. Lee Moffitt Cancer Center, Tampa, Florida, USA
| | - Danny Yakoub
- Department of Surgery, Augusta University Medical Center, Augusta, Georgia, USA
| | - Hafeez Abdelhafeez
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Nosratollah Nezakatgoo
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Jeremiah L Deneve
- Department of Surgery, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Max R Langham
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Evan S Glazer
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - David Shibata
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Nipun B Merchant
- Department of Surgery, University of Miami Health System, Miami, Florida, USA
| | - Paxton V Dickson
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Andrew J Murphy
- Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
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Lin C, Zhou KI, Green MF, Caughey BA, Strickler JH, Datto MB, McKinney MS. Comprehensive Genomic Profiling in Non-Myeloid Hematologic Malignancies Identifies Variants That Can Alter Clinical Practice. Hematol Rep 2024; 16:603-611. [PMID: 39449302 PMCID: PMC11503333 DOI: 10.3390/hematolrep16040059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2024] [Revised: 09/18/2024] [Accepted: 09/30/2024] [Indexed: 10/26/2024] Open
Abstract
BACKGROUND Comprehensive genomic profiling (CGP) is frequently adopted to direct the clinical care of myeloid neoplasms and solid tumors, but its utility in the care of lymphoid and histiocytic cancers is less well defined. METHODS In this study, we aimed to evaluate the frequency at which mutations identified by CGP altered management in non-myeloid hematologic malignancies. We retrospectively examined the CGP results of 105 samples from 101 patients with non-myeloid hematologic malignancies treated at an academic medical center who had CGP testing between 2014 and 2021. RESULTS CGP revealed one or more pathogenic or likely pathogenic variant in 92 (88%) of samples and 73 (72%) of tested patients had one or more mutations with diagnostic, prognostic, or therapeutic significance. The identification of a resistance variant resulted in the suspension of the active treatment or affected subsequent treatment choice in 9 (69%) out of 13 patients. However, the presence of a therapy sensitizing variant only led to consideration of a biomarker-directed therapy in 6 (10%) out of 61 patients. CONCLUSIONS Overall, CGP of non-myeloid hematologic malignancies identified clinically significant variants in 72% of patients and resulted in a change in management in 22% of patients.
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Affiliation(s)
- Chenyu Lin
- Division of Hematologic Malignancies & Cellular Therapy, Department of Medicine, Duke University School of Medicine, Durham, NC 27705, USA
| | - Katherine I. Zhou
- Division of Medical Oncology, Department of Medicine, Duke University School of Medicine, Durham, NC 27705, USA
| | | | - Bennett A. Caughey
- Division of Hematology and Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - John H. Strickler
- Division of Medical Oncology, Department of Medicine, Duke University School of Medicine, Durham, NC 27705, USA
| | - Michael B. Datto
- Department of Pathology, Duke University School of Medicine, Durham, NC 27705, USA
| | - Matthew S. McKinney
- Division of Hematologic Malignancies & Cellular Therapy, Department of Medicine, Duke University School of Medicine, Durham, NC 27705, USA
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Wassenaar ECE, Gorelick AN, Hung WT, Cheek DM, Kucukkose E, Lee IH, Blohmer M, Degner S, Giunta P, Wiezer RMJ, Raicu MG, Ubink I, Klaasen SJ, Lansu N, Watson EV, Corcoran RB, Boland G, Getz G, Kops GJPL, Juric D, Lennerz JK, Boerma D, Kranenburg O, Naxerova K. A unique interplay of access and selection shapes peritoneal metastasis evolution in colorectal cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.25.614736. [PMID: 39386634 PMCID: PMC11463674 DOI: 10.1101/2024.09.25.614736] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]
Abstract
Whether metastasis in humans can be accomplished by most primary tumor cells or requires the evolution of a specialized trait remains an open question. To evaluate whether metastases are founded by non-random subsets of primary tumor lineages requires extensive, difficult-to-implement sampling. We have realized an unusually dense multi-region sampling scheme in a cohort of 26 colorectal cancer patients with peritoneal metastases, reconstructing the evolutionary history of on average 28.8 tissue samples per patient with a microsatellite-based fingerprinting assay. To assess metastatic randomness, we evaluate inter- and intra-metastatic heterogeneity relative to the primary tumor and find that peritoneal metastases are more heterogeneous than liver metastases but less diverse than locoregional metastases. Metachronous peritoneal metastases exposed to systemic chemotherapy show significantly higher inter-lesion diversity than synchronous, untreated metastases. Projection of peritoneal metastasis origins onto a spatial map of the primary tumor reveals that they often originate at the deep-invading edge, in contrast to liver and lymph node metastases which exhibit no such preference. Furthermore, peritoneal metastases typically do not share a common subclonal origin with distant metastases in more remote organs. Synthesizing these insights into an evolutionary portrait of peritoneal metastases, we conclude that the peritoneal-metastatic process imposes milder selective pressures onto disseminating cancer cells than the liver-metastatic process. Peritoneal metastases' unique evolutionary features have potential implications for staging and treatment.
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Affiliation(s)
- Emma CE Wassenaar
- Department of Surgery, St. Antonius Hospital, Nieuwegein, the Netherlands
- Department of Surgical Oncology, Laboratory Translational Oncology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Alexander N Gorelick
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Center for Systems Biology, Massachusetts General Hospital Research Institute and Harvard Medical School, Boston, MA, USA
| | - Wei-Ting Hung
- Center for Systems Biology, Massachusetts General Hospital Research Institute and Harvard Medical School, Boston, MA, USA
- Present address: Graduate Institute of Medical Genomics and Proteomics, National Taiwan University, Taipei, Taiwan
| | - David M Cheek
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Center for Systems Biology, Massachusetts General Hospital Research Institute and Harvard Medical School, Boston, MA, USA
| | - Emre Kucukkose
- Department of Surgical Oncology, Laboratory Translational Oncology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - I-Hsiu Lee
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Center for Systems Biology, Massachusetts General Hospital Research Institute and Harvard Medical School, Boston, MA, USA
| | - Martin Blohmer
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Center for Systems Biology, Massachusetts General Hospital Research Institute and Harvard Medical School, Boston, MA, USA
- Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Sebastian Degner
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Center for Systems Biology, Massachusetts General Hospital Research Institute and Harvard Medical School, Boston, MA, USA
| | - Peter Giunta
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Center for Systems Biology, Massachusetts General Hospital Research Institute and Harvard Medical School, Boston, MA, USA
| | - Rene MJ Wiezer
- Department of Surgery, St. Antonius Hospital, Nieuwegein, the Netherlands
| | - Mihaela G Raicu
- Department of Pathology, St. Antonius Hospital, Nieuwegein, the Netherlands
- Oncode Institute, Hubrecht Institute-KNAW (Royal Academy of Arts and Sciences) and University Medical Centre Utrecht, Utrecht, the Netherlands
| | - Inge Ubink
- Department of Surgical Oncology, Laboratory Translational Oncology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Sjoerd J Klaasen
- Oncode Institute, Hubrecht Institute-KNAW (Royal Academy of Arts and Sciences) and University Medical Centre Utrecht, Utrecht, the Netherlands
| | - Nico Lansu
- Oncode Institute, Hubrecht Institute-KNAW (Royal Academy of Arts and Sciences) and University Medical Centre Utrecht, Utrecht, the Netherlands
| | - Emma V. Watson
- University of Massachusetts Medical School, Worcester, MA, USA
| | - Ryan B. Corcoran
- Division of Hematology and Oncology, Department of Medicine, Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA, USA
| | - Genevieve Boland
- Division of Surgical Oncology, Department of Surgery, Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA, USA
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
| | - Gad Getz
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Geert JPL Kops
- Oncode Institute, Hubrecht Institute-KNAW (Royal Academy of Arts and Sciences) and University Medical Centre Utrecht, Utrecht, the Netherlands
| | - Dejan Juric
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Termeer Center for Targeted Therapies, Massachusetts General Hospital, Boston, MA, USA
| | - Jochen K Lennerz
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Djamila Boerma
- Department of Surgery, St. Antonius Hospital, Nieuwegein, the Netherlands
| | - Onno Kranenburg
- Department of Surgical Oncology, Laboratory Translational Oncology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Kamila Naxerova
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Center for Systems Biology, Massachusetts General Hospital Research Institute and Harvard Medical School, Boston, MA, USA
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50
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Villacis RAR, Côrtes L, Basso TR, do Canto LM, Souza JS, Aagaard MM, da Cruz Formiga MN, Aguiar S, Achatz MI, Rogatto SR. Germline DNA Damage Repair Gene Alterations in Patients with Metachronous Breast and Colorectal Cancer. Int J Mol Sci 2024; 25:10275. [PMID: 39408606 PMCID: PMC11476855 DOI: 10.3390/ijms251910275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 09/20/2024] [Accepted: 09/20/2024] [Indexed: 10/20/2024] Open
Abstract
A hereditary component of breast (BC) and colorectal cancer (CRC) has been described in approximately one-third of these tumor types. BC patients have an increased risk of developing CRC as a second primary tumor and vice versa. Germline genomic variants (NextSeq550, Illumina) were investigated in 24 unrelated BC and/or CRC patients and 7 relatives from 3 index patients. Fifty-six pathogenic or likely pathogenic variants were identified in 19 of 24 patients. We detected single-nucleotide variants (SNVs) in CRC predisposition genes (MLH1 and MUTYH) and other promising candidates (CDK5RAP3, MAD1L1, NOS3, and POLM). Eighteen patients presented SNVs or copy number variants (CNVs) in DNA damage repair genes. We also identified SNVs recently associated with BC or CRC predisposition (PABPC1, TYRO3, MAP3K1, SLC15A4, and LAMA1). The PABPC1c.1255C>T variant was detected in nine unrelated patients. Each patient presented at least one SNV/CNV in a candidate gene, and most had alterations in more than one gene, reinforcing a polygenic model for BC/CRC predisposition. A significant fraction of BC/CRC patients with a family history of these tumors harbored deleterious germline variants in DNA repair genes. Our findings can lead to strategies to improve the diagnosis, genetic counseling, and treatment of patients and their relatives.
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Affiliation(s)
- Rolando André Rios Villacis
- Department of Clinical Genetics, University Hospital of Southern Denmark, Beriderbakken 4, 7100 Vejle, Denmark; (R.A.R.V.); (L.C.); (T.R.B.); (L.M.d.C.); (M.M.A.)
- Department of Genetics and Morphology, Institute of Biological Sciences, University of Brasília-UnB, Brasília 70910-900, DF, Brazil
| | - Luiza Côrtes
- Department of Clinical Genetics, University Hospital of Southern Denmark, Beriderbakken 4, 7100 Vejle, Denmark; (R.A.R.V.); (L.C.); (T.R.B.); (L.M.d.C.); (M.M.A.)
- Tocogynecology Graduation Program, Medical School, São Paulo State University UNESP, Botucatu 18618-687, SP, Brazil
| | - Tatiane Ramos Basso
- Department of Clinical Genetics, University Hospital of Southern Denmark, Beriderbakken 4, 7100 Vejle, Denmark; (R.A.R.V.); (L.C.); (T.R.B.); (L.M.d.C.); (M.M.A.)
| | - Luisa Matos do Canto
- Department of Clinical Genetics, University Hospital of Southern Denmark, Beriderbakken 4, 7100 Vejle, Denmark; (R.A.R.V.); (L.C.); (T.R.B.); (L.M.d.C.); (M.M.A.)
| | | | - Mads Malik Aagaard
- Department of Clinical Genetics, University Hospital of Southern Denmark, Beriderbakken 4, 7100 Vejle, Denmark; (R.A.R.V.); (L.C.); (T.R.B.); (L.M.d.C.); (M.M.A.)
| | | | - Samuel Aguiar
- Colorectal Cancer Reference Center, A.C. Camargo Cancer Center, São Paulo 01509-010, SP, Brazil;
| | - Maria Isabel Achatz
- Cancer Genetics Unit, Oncology Branch, Hospital Sirio-Libanês, São Paulo 01308-050, SP, Brazil;
| | - Silvia Regina Rogatto
- Department of Clinical Genetics, University Hospital of Southern Denmark, Beriderbakken 4, 7100 Vejle, Denmark; (R.A.R.V.); (L.C.); (T.R.B.); (L.M.d.C.); (M.M.A.)
- Institute of Regional Health Research, Faculty of Health Sciences, University of Southern Denmark, 5000 Odense, Denmark
- Danish Colorectal Cancer Center South, 7100 Vejle, Denmark
- Botucatu Medical School Hospital, São Paulo State University UNESP, Botucatu 18618-687, SP, Brazil
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