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Derippe T, Fouliard S, Decleves X, Mager DE. Quantitative systems pharmacology modeling of tumor heterogeneity in response to BH3-mimetics using virtual tumors calibrated with cell viability assays. CPT Pharmacometrics Syst Pharmacol 2024; 13:1252-1263. [PMID: 38747730 PMCID: PMC11247121 DOI: 10.1002/psp4.13158] [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: 12/13/2023] [Revised: 03/17/2024] [Accepted: 04/24/2024] [Indexed: 07/16/2024] Open
Abstract
Both primary and acquired resistance mechanisms that involve intra-tumoral cell heterogeneity limit the use of BH3-mimetics to trigger tumor cell apoptosis. This article proposes a new quantitative systems pharmacology (QSP)-based methodology in which cell viability assays are used to calibrate virtual tumors (VTs) made of virtual cells whose fate is determined by simulations from an apoptosis QSP model. VTs representing SU-DHL-4 and KARPAS-422 cell lines were calibrated using in vitro data involving venetoclax (anti-BCL2), A-1155463 (anti-BCLXL), and/or A-1210477 (anti-MCL1). The calibrated VTs provide insights into the combination of several BH3-mimetics, such as the distinction between cells eliminated by at least one of the drugs (monotherapies) from the cells eliminated by a pharmacological combination only. Calibrated VTs can also be used as initial conditions in an agent-based model (ABM) framework, and a minimal ABM was developed to bridge in vitro SU-DHL-4 cell viability results to tumor growth inhibition experiments in mice.
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Affiliation(s)
- Thibaud Derippe
- Institut de Recherches Internationales Servier, Suresnes, France
- Inserm, UMRS-1144, Optimisation Thérapeutique en Neuropsychopharmacologie, Université Paris Cité, Paris, France
- Department of Pharmaceutical Sciences, University at Buffalo, SUNY, Buffalo, New York, USA
| | - Sylvain Fouliard
- Institut de Recherches Internationales Servier, Suresnes, France
| | - Xavier Decleves
- Inserm, UMRS-1144, Optimisation Thérapeutique en Neuropsychopharmacologie, Université Paris Cité, Paris, France
| | - Donald E Mager
- Department of Pharmaceutical Sciences, University at Buffalo, SUNY, Buffalo, New York, USA
- Enhanced Pharmacodynamics, LLC, Buffalo, New York, USA
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Sarro R, Bisig B, Guey B, Missiaglia E, Cairoli A, Omoumi P, Letovanec I, Ferry JA, Hasserjian RP, de Leval L. Follicular Lymphoma Presenting With Symptomatic Bone Involvement: A Clinicopathologic and Molecular Analysis of 16 Cases. Mod Pathol 2024; 37:100440. [PMID: 38290600 DOI: 10.1016/j.modpat.2024.100440] [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: 11/24/2023] [Revised: 01/14/2024] [Accepted: 01/21/2024] [Indexed: 02/01/2024]
Abstract
Primary bone lymphoma (PBL) is rare and mostly represented by diffuse large B-cell lymphomas (DLBCL). Follicular lymphoma (FL), albeit commonly disseminating to the bone marrow, rarely presents primarily as bone lesions. Here, we studied 16 patients (12 men:4 women, median age 60 years) who presented with bone pain and/or skeletal radiologic abnormalities revealing bone FL. Lesions were multifocal in 11 patients (spine ± appendicular skeleton), and unifocal in 5 patients (femoral, tibial, or vertebral). An infiltrate of centrocytes and centroblasts (CD20+ CD5- CD10+ BCL2+ BCL6+) with abundant reactive T cells and an increased reticulin fibrosis massively replaced the marrow spaces between preserved bone trabeculae. The pattern was diffuse ± nodular, often with paratrabecular reinforcement and/or peripheral paratrabecular extension. Ki-67 was usually <15%. Two cases had necrosis. BCL2 rearrangement was demonstrated in 14 of 14 evaluable cases (with concomitant BCL6 rearrangement in one). High-throughput sequencing revealed BCL2, KMT2D, and TNFRSF14 to be the most frequently mutated genes. After staging, 5 qualified for PBL (3 limited stage) and 11 had stage IV systemic FL. All patients received rituximab ± polychemotherapy as firstline treatment, and 7 received local therapy (6 radiotherapy and 2 surgery). Three patients experienced transformation to DLBCL. At the last follow-up (15/16, median 48 months), 11 patients achieved complete remission, including all cases with PBL and most patients with limited extraosseous disease (3-year progression-free survival 71%). One patient died of unrelated cause (3-year overall survival 91%). FL may manifest as a localized or polyostotic bone disease. A minority represent PBL, whereas most reveal systemic disease.
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Affiliation(s)
- Rossella Sarro
- Institute of Pathology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and Lausanne University, Lausanne, Switzerland; Institute of Pathology Ente Ospedaliero Cantonale (EOC), Locarno, Switzerland
| | - Bettina Bisig
- Institute of Pathology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and Lausanne University, Lausanne, Switzerland
| | - Baptiste Guey
- Institute of Pathology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and Lausanne University, Lausanne, Switzerland
| | - Edoardo Missiaglia
- Institute of Pathology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and Lausanne University, Lausanne, Switzerland
| | - Anne Cairoli
- Service of Haematology, Department of Oncology, Lausanne University Hospital and Lausanne University, Lausanne, Switzerland
| | - Patrick Omoumi
- Department of Diagnostic and Interventional Radiology, Lausanne University Hospital and Lausanne University, Lausanne, Switzerland
| | - Igor Letovanec
- Institute of Pathology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and Lausanne University, Lausanne, Switzerland; Department of Pathology, Central Institute, Valais Hospital, Sion, Switzerland
| | - Judith A Ferry
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Robert P Hasserjian
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Laurence de Leval
- Institute of Pathology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital and Lausanne University, Lausanne, Switzerland.
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Wang J, Xiang D, Dai Z, Zhu J, Du Y, Fu G, Chu X. Unveiling the immunogenomic landscape of cholangiocarcinoma: Identifying new prognostic markers and therapeutic targets based on CCL5 expression. J Gene Med 2024; 26:e3630. [PMID: 37985959 DOI: 10.1002/jgm.3630] [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: 08/05/2023] [Revised: 10/09/2023] [Accepted: 10/22/2023] [Indexed: 11/22/2023] Open
Abstract
BACKGROUND Cholangiocarcinoma (CCA) stands as an aggressive malignancy of the biliary tract. The interplay between the tumor and immune system plays a pivotal role in disease progression and treatment outcomes. Hence, the present study aimed to extensively explore the immunogenomic landscape of CCA, with the objective of unveiling unique molecular and immunological signatures that could guide personalized therapeutic approaches. METHODS The study collected data from The Cancer Genome Atlas databases, performed gene set variation analysis for the chemokine ligand 5 (CCL5) high/low expression group, conducted principal component analysis, gene set enrichment analysis enrichment and mutation pattern analysis, generated a heatmap, and performed cox regression analysis. RESULTS The two discrete subpopulations were found to exhibit contrasting mutational and immunogenomic characteristics, emphasizing the heterogeneity of CCA. These subsets also showed pronounced discrepancies in the infiltration of immune cells, indicating diverse interactions with the tumor immune microenvironment. Furthermore, the dissimilarities in mutational patterns were observed within the two CCA subgroups, with PBRM1 and BAP1 emerging as the most frequently mutated genes. In addition, a prognostic framework was formulated and validated utilizing the expression profiles of COX16 and RSAD2 genes, effectively segregating patients into high-risk and low-risk cohorts. Furthermore, the connections between immune-related parameters and these risk groups were identified, underscoring the potential significance of the immune microenvironment in patient prognosis. In vitro experiments have shown that COX16 promotes the proliferation and metastasis of CCA cells, whereas RSAD2 inhibits it. CONCLUSIONS The present study provides an intricate depiction of the immunogenomic landscape of CCA based on CCL5 expression, thereby paving the way for novel immunotherapy strategies and prognostic assessment.
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Affiliation(s)
- Jing Wang
- Department of Oncology, Jinling Clinical Medical College, Nanjing Medical University, Nanjing, China
| | - Dan Xiang
- Department of Oncology, Jinling Clinical Medical College, Nanjing Medical University, Nanjing, China
| | - Zhe Dai
- Department of Oncology, Affiliated Jinling Hospital, Medical School of Nanjing University, Nanjing University, Nanjing, China
| | - Jialong Zhu
- Department of Oncology, Affiliated Jinling Hospital, Medical School of Nanjing University, Nanjing University, Nanjing, China
| | - Yuanyang Du
- Department of Oncology, Affiliated Jinling Hospital, Medical School of Nanjing University, Nanjing University, Nanjing, China
| | - Gongbo Fu
- Department of Oncology, Jinling Clinical Medical College, Nanjing Medical University, Nanjing, China
- Department of Oncology, Affiliated Jinling Hospital, Medical School of Nanjing University, Nanjing University, Nanjing, China
- Department of Oncology, Jinling Hospital, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
- Department of Oncology, Jinling Hospital, Nanjing University of Chinese Medicine, Nanjing, China
| | - Xiaoyuan Chu
- Department of Oncology, Jinling Clinical Medical College, Nanjing Medical University, Nanjing, China
- Department of Oncology, Affiliated Jinling Hospital, Medical School of Nanjing University, Nanjing University, Nanjing, China
- Department of Oncology, Jinling Hospital, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
- Department of Oncology, Jinling Hospital, Nanjing University of Chinese Medicine, Nanjing, China
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Magnoli F, Marchiori D, Facchi S, Martin V, Campiotti L, Merli M, Sessa F, Tibiletti MG, Uccella S. High frequency of BCL2 gene rearrangement-negative follicular lymphoma in northwestern Italy. Cancer Genet 2023; 274-275:1-9. [PMID: 36917896 DOI: 10.1016/j.cancergen.2023.03.001] [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: 06/13/2022] [Revised: 02/10/2023] [Accepted: 03/02/2023] [Indexed: 03/08/2023]
Abstract
BCL2 rearrangement is reported to be an early pathogenetic event in follicular lymphoma (FL) and it is considered as a reliable marker in the follow up of the disease. We aimed to investigate the frequency of BCL2 rearrangement in FLs from northwestern Italy, to evaluate their clinicopathological features, and to investigate alternative genetic aberrations in BCL2-negative FLs. We collected a series of 76 consecutive FLs diagnosed between 2013 and 2016. All lymphomas underwent histopathological review. Interphasic fluorescent in situ hybridization (FISH) was performed with break apart probes targeting BCL2, IGH, BCL6 and MYC on paraffin embedded (PE) and fresh frozen (FF) specimens. 1p36 region and p53 locus in BLC2-negative cases were investigated using dual color probes. Karyotype analysis was available in a subset of cases. BCL2 rearrangements were detected in 39 cases (51,3%). Of the remaining 37, 6 showed IGH rearrangement, and were further tested: 1 showed variant BCL2 translocation, 1 had BCL6 rearrangement, and the other 4 were negative for further gene rearrangements. FISH on FF specimens detected small BCL2+ clones in cases otherwise categorized as BCL2-. 1p36 and p53 deletion were observed in 1 and 8 BCL2- FLs, respectively. Karyotype analysis documented 3q, 1p and BCL6 alternative abnormalities in 3 cases. In conclusion, BCL2 rearrangement is not a constant finding in FL, its frequency being probably affected by geographical factors. Thus, it should not be considered as a reliable molecular marker in the follow up of the disease, unless it is found to be present at the initial diagnosis of FL. Alternative genetic aberrations exist in BCL2-negative cases.
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Affiliation(s)
| | - Deborah Marchiori
- Unit of Pathology, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Sofia Facchi
- Unit of Pathology, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Vittoria Martin
- Institute of Pathology, Ente Ospedaliero Cantonale (EOC), Locarno, Switzerland
| | - Leonardo Campiotti
- Unit of Internal Medicine, Department of Medicine and Surgery, Università degli Studi dell'Insubria, Varese, Italy
| | - Michele Merli
- Unit of Hematology, ASST dei Sette Laghi, Varese, Italy
| | - Fausto Sessa
- Unit of Pathology, Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | | | - Silvia Uccella
- Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, 20072 Pieve Emanule, Milan, Italy; Pathology Service, IRCCS Humanitas Research Hospital, Via Manzoni 56, Rozzano, Milan 20089, Italy.
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Panda D, Das N, Thakral D, Gupta R. Genomic landscape of mature B-cell non-Hodgkin lymphomas - an appraisal from lymphomagenesis to drug resistance. J Egypt Natl Canc Inst 2022; 34:52. [PMID: 36504392 DOI: 10.1186/s43046-022-00154-z] [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: 11/09/2021] [Accepted: 09/27/2022] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Mature B-cell non-Hodgkin lymphomas are one of the most common hematological malignancies with a divergent clinical presentation, phenotype, and course of disease regulated by underlying genetic mechanism. MAIN BODY Genetic and molecular alterations are not only critical for lymphomagenesis but also largely responsible for differing therapeutic response in these neoplasms. In recent years, advanced molecular tools have provided a deeper understanding regarding these oncogenic drives for predicting progression as well as refractory behavior in these diseases. The prognostic models based on gene expression profiling have also been proved effective in various clinical scenarios. However, considerable overlap does exist between the genotypes of individual lymphomas and at the same time where additional molecular lesions may be associated with each entity apart from the key genetic event. Therefore, genomics is one of the cornerstones in the multimodality approach essential for classification and risk stratification of B-cell non-Hodgkin lymphomas. CONCLUSION We hereby in this review discuss the wide range of genetic aberrancies associated with tumorigenesis, immune escape, and chemoresistance in major B-cell non-Hodgkin lymphomas.
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Affiliation(s)
- Devasis Panda
- Department of Laboratory Oncology, Dr. BRAIRCH, AIIMS, New Delhi, 110029, India
| | - Nupur Das
- Department of Laboratory Oncology, Dr. BRAIRCH, AIIMS, New Delhi, 110029, India
| | - Deepshi Thakral
- Department of Laboratory Oncology, Dr. BRAIRCH, AIIMS, New Delhi, 110029, India
| | - Ritu Gupta
- Department of Laboratory Oncology, Dr. BRAIRCH, AIIMS, New Delhi, 110029, India.
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Branched evolution and genomic intratumor heterogeneity in the pathogenesis of cutaneous T-cell lymphoma. Blood Adv 2021; 4:2489-2500. [PMID: 32502269 DOI: 10.1182/bloodadvances.2020001441] [Citation(s) in RCA: 41] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Accepted: 04/30/2020] [Indexed: 02/08/2023] Open
Abstract
Mycosis fungoides (MF) is a slowly progressive cutaneous T-cell lymphoma (CTCL) for which there is no cure. In the early plaque stage, the disease is indolent, but development of tumors heralds an increased risk of metastasis and death. Previous research into the genomic landscape of CTCL revealed a complex pattern of >50 driver mutations implicated in more than a dozen signaling pathways. However, the genomic mechanisms governing disease progression and treatment resistance remain unknown. Building on our previous discovery of the clonotypic heterogeneity of MF, we hypothesized that this lymphoma does not progress in a linear fashion as currently thought but comprises heterogeneous mutational subclones. We sequenced exomes of 49 cases of MF and identified 28 previously unreported putative driver genes. MF exhibited extensive intratumoral heterogeneity (ITH) of a median of 6 subclones showing a branched phylogenetic relationship pattern. Stage progression was correlated with an increase in ITH and redistribution of mutations from stem to clades. The pattern of clonal driver mutations was highly variable, with no consistent mutations among patients. Similar intratumoral heterogeneity was detected in leukemic CTCL (Sézary syndrome). Based on these findings, we propose a model of MF pathogenesis comprising divergent evolution of cancer subclones and discuss how ITH affects the efficacy of targeted drug therapies and immunotherapies for CTCL.
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Scientific Advances and the Evolution of Diagnosis, Subclassification and Treatment of Lymphoma. Arch Med Res 2020; 51:749-764. [PMID: 32553461 DOI: 10.1016/j.arcmed.2020.05.022] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Accepted: 05/26/2020] [Indexed: 12/11/2022]
Abstract
The diagnosis of lymphoma has evolved tremendously over time. Initially, diagnosis of lymphoma was largely based on morphology alone. Over time, immunophenotyping using flow cytometry and immunohistochemistry, and then in situ hybridization, have contributed dramatically to the pathologist's ability to recognize, diagnose and subclassify lymphomas more precisely. In recent years, cytogenetic and molecular genetic techniques have developed that allow evaluation of abnormalities in lymphomas, leading to an understanding of their pathogenesis and opening the door to targeted therapies that will lead to better outcomes for lymphoma patients.
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