1
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Bojko J, Kollareddy M, Szemes M, Bellamy J, Poon E, Moukachar A, Legge D, Vincent EE, Jones N, Malik S, Greenhough A, Paterson A, Park JH, Gallacher K, Chesler L, Malik K. Spliceosomal vulnerability of MYCN-amplified neuroblastoma is contingent on PRMT5-mediated regulation of epitranscriptomic and metabolomic pathways. Cancer Lett 2024; 604:217263. [PMID: 39313128 DOI: 10.1016/j.canlet.2024.217263] [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: 06/12/2024] [Revised: 09/12/2024] [Accepted: 09/13/2024] [Indexed: 09/25/2024]
Abstract
Approximately 50 % of poor prognosis neuroblastomas arise due to MYCN over-expression. We previously demonstrated that MYCN and PRMT5 proteins interact and PRMT5 knockdown led to apoptosis of MYCN-amplified (MNA) neuroblastoma. Here we evaluate the highly selective first-in-class PRMT5 inhibitor GSK3203591 and its in vivo analogue GSK3326593 as targeted therapeutics for MNA neuroblastoma. Cell-line analyses show MYCN-dependent growth inhibition and apoptosis, with approximately 200-fold greater sensitivity of MNA neuroblastoma lines. RNA sequencing of three MNA neuroblastoma lines treated with GSK3203591 reveal deregulated MYCN transcriptional programmes and altered mRNA splicing, converging on key regulatory pathways such as DNA damage response, epitranscriptomics and cellular metabolism. Stable isotope labelling experiments in the same cell lines demonstrate that glutamine metabolism is impeded following GSK3203591 treatment, linking with disruption of the MLX/Mondo nutrient sensors via intron retention of MLX mRNA. Interestingly, glutaminase (GLS) protein decreases after GSK3203591 treatment despite unchanged transcript levels. We demonstrate that the RNA methyltransferase METTL3 and cognate reader YTHDF3 proteins are lowered following their mRNAs undergoing GSK3203591-induced splicing alterations, indicating epitranscriptomic regulation of GLS; accordingly, we observe decreases of GLS mRNA m6A methylation following GSK3203591 treatment, and decreased GLS protein following YTHDF3 knockdown. In vivo efficacy of GSK3326593 is confirmed by increased survival of Th-MYCN mice, with drug treatment triggering splicing events and protein decreases consistent with in vitro data. Together our study demonstrates the PRMT5-dependent spliceosomal vulnerability of MNA neuroblastoma and identifies the epitranscriptome and glutamine metabolism as critical determinants of this sensitivity.
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Affiliation(s)
- Jodie Bojko
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Madhu Kollareddy
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Marianna Szemes
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Jacob Bellamy
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Evon Poon
- Division of Clinical Studies, The Institute of Cancer Research, London, UK
| | - Ahmad Moukachar
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Danny Legge
- Translational Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Emma E Vincent
- Translational Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Nicholas Jones
- Institute of Life Science, Swansea University Medical School, Swansea University, Swansea, SA2 8PP, UK
| | - Sally Malik
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Alexander Greenhough
- College of Health, Science and Society, University of the West of England, Bristol, BS16 1QY, UK
| | - Alex Paterson
- Insilico Consulting ltd, Wapping Wharf, Bristol, England, UK
| | - Ji Hyun Park
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Kelli Gallacher
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Louis Chesler
- Division of Clinical Studies, The Institute of Cancer Research, London, UK
| | - Karim Malik
- Cancer Epigenetics Laboratory, School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK.
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2
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Stöber MC, Chamorro González R, Brückner L, Conrad T, Wittstruck N, Szymansky A, Eggert A, Schulte JH, Koche RP, Henssen AG, Schwarz RF, Haase K. Intercellular extrachromosomal DNA copy-number heterogeneity drives neuroblastoma cell state diversity. Cell Rep 2024; 43:114711. [PMID: 39255063 DOI: 10.1016/j.celrep.2024.114711] [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: 08/10/2023] [Revised: 05/20/2024] [Accepted: 08/20/2024] [Indexed: 09/12/2024] Open
Abstract
Neuroblastoma exhibits significant inter- and intra-tumor genetic heterogeneity and varying clinical outcomes. Extrachromosomal DNAs (ecDNAs) may drive this heterogeneity by independently segregating during cell division, leading to rapid oncogene amplification. While ecDNA-mediated oncogene amplification is linked to poor prognosis in various cancers, the effects of ecDNA copy-number heterogeneity on intermediate phenotypes are poorly understood. Here, we leverage DNA and RNA sequencing from the same single cells in cell lines and neuroblastoma patients to investigate these effects. By analyzing ecDNA amplicon structures, we reveal extensive intercellular ecDNA copy-number heterogeneity. We also provide direct evidence of how this heterogeneity influences the expression of cargo genes, including MYCN and its downstream targets, and the overall transcriptional state of neuroblastoma cells. Our findings highlight the role of ecDNA copy number in promoting rapid adaptability of cellular states within tumors, underscoring the need for ecDNA-specific treatment strategies to address tumor formation and adaptation.
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Affiliation(s)
- Maja C Stöber
- Berlin Institute for Medical Systems Biology at the Max Delbrück Center for Molecular Medicine in the Helmholtz Association, 10115 Berlin, Germany; Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, 10117 Berlin, Germany; Humboldt-Universität zu Berlin, Faculty of Life Science, 10099 Berlin, Germany
| | - Rocío Chamorro González
- Department of Pediatric Oncology/Hematology, Charité - Universitätsmedizin, 13353 Berlin, Germany
| | - Lotte Brückner
- Department of Pediatric Oncology/Hematology, Charité - Universitätsmedizin, 13353 Berlin, Germany
| | - Thomas Conrad
- Berlin Institute for Medical Systems Biology at the Max Delbrück Center for Molecular Medicine in the Helmholtz Association, 10115 Berlin, Germany; Berlin Institute of Health, 10178 Berlin, Germany
| | - Nadine Wittstruck
- Berlin Institute for Medical Systems Biology at the Max Delbrück Center for Molecular Medicine in the Helmholtz Association, 10115 Berlin, Germany; Department of Pediatric Oncology/Hematology, Charité - Universitätsmedizin, 13353 Berlin, Germany
| | - Annabell Szymansky
- Department of Pediatric Oncology/Hematology, Charité - Universitätsmedizin, 13353 Berlin, Germany
| | - Angelika Eggert
- Department of Pediatric Oncology/Hematology, Charité - Universitätsmedizin, 13353 Berlin, Germany; German Cancer Consortium (DKTK), partner site Berlin, and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Johannes H Schulte
- Department of Pediatric Oncology/Hematology, Charité - Universitätsmedizin, 13353 Berlin, Germany; German Cancer Consortium (DKTK), partner site Berlin, and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Richard P Koche
- Center for Epigenetics Research, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Anton G Henssen
- Berlin Institute for Medical Systems Biology at the Max Delbrück Center for Molecular Medicine in the Helmholtz Association, 10115 Berlin, Germany; Department of Pediatric Oncology/Hematology, Charité - Universitätsmedizin, 13353 Berlin, Germany; German Cancer Consortium (DKTK), partner site Berlin, and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany; Berlin Institute of Health, 10178 Berlin, Germany; Experimental and Clinical Research Center (ECRC) of the MDC and Charité Berlin, 13125 Berlin, Germany.
| | - Roland F Schwarz
- Institute for Computational Cancer Biology (ICCB), Center for Integrated Oncology (CIO), Cancer Research Center Cologne Essen (CCCE), Faculty of Medicine and University Hospital Cologne, University of Cologne, 50937 Cologne, Germany; BIFOLD - Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany; Berlin Institute for Medical Systems Biology at the Max Delbrück Center for Molecular Medicine in the Helmholtz Association, 10115 Berlin, Germany.
| | - Kerstin Haase
- Department of Pediatric Oncology/Hematology, Charité - Universitätsmedizin, 13353 Berlin, Germany; German Cancer Consortium (DKTK), partner site Berlin, and German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany.
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3
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Sun X, Wu LF, Altschuler SJ, Hata AN. Targeting therapy-persistent residual disease. NATURE CANCER 2024; 5:1298-1304. [PMID: 39289594 DOI: 10.1038/s43018-024-00819-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 07/26/2024] [Indexed: 09/19/2024]
Abstract
Disease relapse driven by acquired drug resistance limits the effectiveness of most systemic anti-cancer agents. Targeting persistent cancer cells in residual disease before relapse has emerged as a potential strategy for enhancing the efficacy and the durability of current therapies. However, barriers remain to implementing persister-directed approaches in the clinic. This Perspective discusses current preclinical and clinical complexities and outlines key steps toward the development of clinical strategies that target therapy-persistent residual disease.
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Affiliation(s)
- Xiaoxiao Sun
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA
| | - Lani F Wu
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA.
| | - Steven J Altschuler
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA.
| | - Aaron N Hata
- Massachusetts General Hospital Cancer Center, Boston, MA, USA.
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
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4
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Ryl T, Afanasyeva E, Hartmann T, Schwermer M, Schneider M, Schröder C, Wagemanns M, Bister A, Kanber D, Steenpass L, Schramm K, Jones B, Jones DTW, Biewald E, Astrahantseff K, Hanenberg H, Rahmann S, Lohmann DR, Schramm A, Ketteler P. A MYCN-driven de-differentiation profile identifies a subgroup of aggressive retinoblastoma. Commun Biol 2024; 7:919. [PMID: 39079981 PMCID: PMC11289481 DOI: 10.1038/s42003-024-06596-6] [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: 12/13/2023] [Accepted: 07/17/2024] [Indexed: 08/02/2024] Open
Abstract
Retinoblastoma are childhood eye tumors arising from retinal precursor cells. Two distinct retinoblastoma subtypes with different clinical behavior have been described based on gene expression and methylation profiling. Using consensus clustering of DNA methylation analysis from 61 retinoblastomas, we identify a MYCN-driven cluster of subtype 2 retinoblastomas characterized by DNA hypomethylation and high expression of genes involved in protein synthesis. Subtype 2 retinoblastomas outside the MYCN-driven cluster are characterized by high expression of genes from mesodermal development, including NKX2-5. Knockdown of MYCN expression in retinoblastoma cell models causes growth arrest and reactivates a subtype 1-specific photoreceptor signature. These molecular changes suggest that removing the driving force of MYCN oncogenic activity rescues molecular circuitry driving subtype 1 biology. The MYCN-RB gene signature generated from the cell models better identifies MYCN-driven retinoblastoma than MYCN amplification and can identify cases that may benefit from MYCN-targeted therapy. MYCN drives tumor progression in a molecularly defined retinoblastoma subgroup, and inhibiting MYCN activity could restore a more differentiated and less aggressive tumor biology.
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Affiliation(s)
- Tatsiana Ryl
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen, Germany
| | - Elena Afanasyeva
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen, Germany
| | - Till Hartmann
- Algorithms for Reproducible Bioinformatics, Genome Informatics, Institute of Human Genetics, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Melanie Schwermer
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen, Germany
| | - Markus Schneider
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen, Germany
| | - Christopher Schröder
- Algorithms for Reproducible Bioinformatics, Genome Informatics, Institute of Human Genetics, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Maren Wagemanns
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen, Germany
| | - Arthur Bister
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen, Germany
| | - Deniz Kanber
- Institute of Human Genetics, University Hospital Essen, University Duisburg Essen, Essen, Germany
| | - Laura Steenpass
- Human and Animal Cell Lines, Leibniz Institute DSMZ German Collection of Microorganisms and Cell Cultures, 38124, Braunschweig, Germany
| | - Kathrin Schramm
- Division of Pediatric Glioma Research, Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and Heidelberg University Hospital, Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, University of Heidelberg, Heidelberg, Germany
| | - Barbara Jones
- Division of Pediatric Glioma Research, Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and Heidelberg University Hospital, Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, University of Heidelberg, Heidelberg, Germany
| | - David T W Jones
- Division of Pediatric Glioma Research, Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- National Center for Tumor Diseases (NCT), NCT Heidelberg, a partnership between DKFZ and Heidelberg University Hospital, Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, University of Heidelberg, Heidelberg, Germany
| | - Eva Biewald
- Department of Ophthalmology, Medical Faculty, University of Duisburg-Essen, 45147, Essen, Germany
| | - Kathy Astrahantseff
- Department of Pediatric Oncology and Hematology, Charité - University Medicine Berlin, Berlin, Germany
| | - Helmut Hanenberg
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen, Germany
| | - Sven Rahmann
- Algorithmic Bioinformatics, Center for Bioinformatics Saar and Saarland University, Saarland Informatics Campus, Saarbrücken, Germany
| | - Dietmar R Lohmann
- Institute of Human Genetics, University Hospital Essen, University Duisburg Essen, Essen, Germany
| | - Alexander Schramm
- Laboratory for Molecular Oncology, Department of Medical Oncology, West German Cancer Center, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Petra Ketteler
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen, Germany.
- Institute of Human Genetics, University Hospital Essen, University Duisburg Essen, Essen, Germany.
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5
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Corbacioglu S, Lode H, Ellinger S, Zeman F, Suttorp M, Escherich G, Bochennek K, Gruhn B, Lang P, Rohde M, Debatin KM, Steinbach D, Beilken A, Ladenstein R, Spachtholz R, Heiss P, Hellwig D, Tröger A, Koller M, Menhart K, Riemenschneider MJ, Zoubaa S, Kietz S, Jakob M, Sommer G, Heise T, Hundsdörfer P, Kühnle I, Dilloo D, Schönberger S, Schwabe G, von Luettichau I, Graf N, Schlegel PG, Frühwald M, Jorch N, Paulussen M, Schneider DT, Metzler M, Leipold A, Nathrath M, Imschweiler T, Christiansen H, Schmid I, Crazzolara R, Niktoreh N, Cario G, Faber J, Demmert M, Babor F, Fröhlich B, Bielack S, Bernig T, Greil J, Eggert A, Simon T, Foell J. Irinotecan and temozolomide in combination with dasatinib and rapamycin versus irinotecan and temozolomide for patients with relapsed or refractory neuroblastoma (RIST-rNB-2011): a multicentre, open-label, randomised, controlled, phase 2 trial. Lancet Oncol 2024; 25:922-932. [PMID: 38936379 DOI: 10.1016/s1470-2045(24)00202-x] [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: 12/18/2023] [Revised: 03/27/2024] [Accepted: 04/09/2024] [Indexed: 06/29/2024]
Abstract
BACKGROUND Neuroblastoma is the most common extracranial solid tumour in children. Relapsed or refractory neuroblastoma is associated with a poor outcome. We assessed the combination of irinotecan-temozolomide and dasatinib-rapamycin (RIST) in patients with relapsed or refractory neuroblastoma. METHODS The multicentre, open-label, randomised, controlled, phase 2, RIST-rNB-2011 trial recruited from 40 paediatric oncology centres in Germany and Austria. Patients aged 1-25 years with high-risk relapsed (defined as recurrence of all stage IV and MYCN amplification stages, after response to treatment) or refractory (progressive disease during primary treatment) neuroblastoma, with Lansky and Karnofsky performance status at least 50%, were assigned (1:1) to RIST (RIST group) or irinotecan-temozolomide (control group) by block randomisation, stratified by MYCN status. We compared RIST (oral rapamycin [loading 3 mg/m2 on day 1, maintenance 1 mg/m2 on days 2-4] and oral dasatinib [2 mg/kg per day] for 4 days with 3 days off, followed by intravenous irinotecan [50 mg/m2 per day] and oral temozolomide [150 mg/m2 per day] for 5 days with 2 days off; one course each of rapamycin-dasatinib and irinotecan-temozolomide for four cycles over 8 weeks, then two courses of rapamycin-dasatinib followed by one course of irinotecan-temozolomide for 12 weeks) with irinotecan-temozolomide alone (with identical dosing as experimental group). The primary endpoint of progression-free survival was analysed in all eligible patients who received at least one course of therapy. The safety population consisted of all patients who received at least one course of therapy and had at least one post-baseline safety assessment. This trial is registered at ClinicalTrials.gov, NCT01467986, and is closed to accrual. FINDINGS Between Aug 26, 2013, and Sept 21, 2020, 129 patients were randomly assigned to the RIST group (n=63) or control group (n=66). Median age was 5·4 years (IQR 3·7-8·1). 124 patients (78 [63%] male and 46 [37%] female) were included in the efficacy analysis. At a median follow-up of 72 months (IQR 31-88), the median progression-free survival was 11 months (95% CI 7-17) in the RIST group and 5 months (2-8) in the control group (hazard ratio 0·62, one-sided 90% CI 0·81; p=0·019). Median progression-free survival in patients with amplified MYCN (n=48) was 6 months (95% CI 4-24) in the RIST group versus 2 months (2-5) in the control group (HR 0·45 [95% CI 0·24-0·84], p=0·012); median progression-free survival in patients without amplified MYCN (n=76) was 14 months (95% CI 9-7) in the RIST group versus 8 months (4-15) in the control group (HR 0·84 [95% CI 0·51-1·38], p=0·49). The most common grade 3 or worse adverse events were neutropenia (54 [81%] of 67 patients given RIST vs 49 [82%] of 60 patients given control), thrombocytopenia (45 [67%] vs 41 [68%]), and anaemia (39 [58%] vs 38 [63%]). Nine serious treatment-related adverse events were reported (five patients given control and four patients given RIST). There were no treatment-related deaths in the control group and one in the RIST group (multiorgan failure). INTERPRETATION RIST-rNB-2011 demonstrated that targeting of MYCN-amplified relapsed or refractory neuroblastoma with a pathway-directed metronomic combination of a multkinase inhibitor and an mTOR inhibitor can improve progression-free survival and overall survival. This exclusive efficacy in MYCN-amplified, relapsed neuroblastoma warrants further investigation in the first-line setting. FUNDING Deutsche Krebshilfe.
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Affiliation(s)
- Selim Corbacioglu
- University Medical Center Regensburg, Regensburg, Germany; Department of Pediatric Hematology, Oncology, and Stem Cell Transplantation,University Medical Center Regensburg, Regensburg, Germany.
| | - Holger Lode
- University Medicine Greifswald, Greifswald, Germany
| | | | - Florian Zeman
- University Medical Center Regensburg, Regensburg, Germany
| | - Meinolf Suttorp
- Medical Faculty, Technical University Dresden, Dresden, Germany
| | | | | | - Bernd Gruhn
- University Medical Center Jena, Jena, Germany
| | - Peter Lang
- University Medical Center Tuebingen, Tuebingen, Germany
| | - Marius Rohde
- University Medical Center Giessen, Giessen, Germany
| | | | | | | | - Ruth Ladenstein
- St Anna Children's Cancer Research Institute, University Medical Center, Vienna, Austria
| | | | - Peter Heiss
- University Medical Center Regensburg, Regensburg, Germany
| | - Dirk Hellwig
- University Medical Center Regensburg, Regensburg, Germany
| | - Anja Tröger
- University Medical Center Regensburg, Regensburg, Germany
| | - Michael Koller
- University Medical Center Regensburg, Regensburg, Germany
| | - Karin Menhart
- University Medical Center Regensburg, Regensburg, Germany
| | | | - Saida Zoubaa
- University Medical Center Regensburg, Regensburg, Germany
| | - Silke Kietz
- University Medical Center Regensburg, Regensburg, Germany
| | - Marcus Jakob
- University Medical Center Regensburg, Regensburg, Germany
| | - Gunhild Sommer
- University Medical Center Regensburg, Regensburg, Germany
| | - Tilman Heise
- University Medical Center Regensburg, Regensburg, Germany
| | | | - Ingrid Kühnle
- University Medical Center Göttingen, Göttingen, Germany
| | | | | | | | | | | | | | | | - Norbert Jorch
- University Medical Center Bielefeld, Bielefeld, Germany
| | | | | | | | | | | | | | | | - Irene Schmid
- Ludwig Maximilians University Munich, Munich, Germany
| | | | | | | | - Joerg Faber
- University Medical Center Mainz, Mainz, Germany
| | | | - Florian Babor
- University Medical Center Düsseldorf, Düsseldorf, Germany
| | | | | | | | - Johann Greil
- University Medical Center Heidelberg, Heidelberg, Germany
| | | | | | - Juergen Foell
- University Medical Center Regensburg, Regensburg, Germany
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6
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Saldana-Guerrero IM, Montano-Gutierrez LF, Boswell K, Hafemeister C, Poon E, Shaw LE, Stavish D, Lea RA, Wernig-Zorc S, Bozsaky E, Fetahu IS, Zoescher P, Pötschger U, Bernkopf M, Wenninger-Weinzierl A, Sturtzel C, Souilhol C, Tarelli S, Shoeb MR, Bozatzi P, Rados M, Guarini M, Buri MC, Weninger W, Putz EM, Huang M, Ladenstein R, Andrews PW, Barbaric I, Cresswell GD, Bryant HE, Distel M, Chesler L, Taschner-Mandl S, Farlik M, Tsakiridis A, Halbritter F. A human neural crest model reveals the developmental impact of neuroblastoma-associated chromosomal aberrations. Nat Commun 2024; 15:3745. [PMID: 38702304 PMCID: PMC11068915 DOI: 10.1038/s41467-024-47945-7] [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: 01/06/2023] [Accepted: 04/15/2024] [Indexed: 05/06/2024] Open
Abstract
Early childhood tumours arise from transformed embryonic cells, which often carry large copy number alterations (CNA). However, it remains unclear how CNAs contribute to embryonic tumourigenesis due to a lack of suitable models. Here we employ female human embryonic stem cell (hESC) differentiation and single-cell transcriptome and epigenome analysis to assess the effects of chromosome 17q/1q gains, which are prevalent in the embryonal tumour neuroblastoma (NB). We show that CNAs impair the specification of trunk neural crest (NC) cells and their sympathoadrenal derivatives, the putative cells-of-origin of NB. This effect is exacerbated upon overexpression of MYCN, whose amplification co-occurs with CNAs in NB. Moreover, CNAs potentiate the pro-tumourigenic effects of MYCN and mutant NC cells resemble NB cells in tumours. These changes correlate with a stepwise aberration of developmental transcription factor networks. Together, our results sketch a mechanistic framework for the CNA-driven initiation of embryonal tumours.
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Affiliation(s)
- Ingrid M Saldana-Guerrero
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK
- Neuroscience Institute, The University of Sheffield, Sheffield, UK
- Sheffield Institute for Nucleic Acids (SInFoNiA), School of Medicine and Population Health, The University of Sheffield, Sheffield, UK
| | | | - Katy Boswell
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK
- Neuroscience Institute, The University of Sheffield, Sheffield, UK
| | | | - Evon Poon
- Division of Clinical Studies, The Institute of Cancer Research (ICR) & Royal Marsden NHS Trust, London, UK
| | - Lisa E Shaw
- Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | - Dylan Stavish
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK
- Neuroscience Institute, The University of Sheffield, Sheffield, UK
| | - Rebecca A Lea
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK
- Neuroscience Institute, The University of Sheffield, Sheffield, UK
| | - Sara Wernig-Zorc
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Eva Bozsaky
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Irfete S Fetahu
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
- Medical University of Vienna, Department of Neurology, Division of Neuropathology and Neurochemistry, Vienna, Austria
| | - Peter Zoescher
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Ulrike Pötschger
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Marie Bernkopf
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
- Labdia Labordiagnostik GmbH, Vienna, Austria
| | | | - Caterina Sturtzel
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Celine Souilhol
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK
- Neuroscience Institute, The University of Sheffield, Sheffield, UK
- Biomolecular Sciences Research Centre, Department of Biosciences and Chemistry, Sheffield Hallam University, Sheffield, UK
| | - Sophia Tarelli
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK
- Neuroscience Institute, The University of Sheffield, Sheffield, UK
| | - Mohamed R Shoeb
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Polyxeni Bozatzi
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Magdalena Rados
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Maria Guarini
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Michelle C Buri
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Wolfgang Weninger
- Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | - Eva M Putz
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Miller Huang
- Children's Hospital Los Angeles, Cancer and Blood Disease Institutes, and The Saban Research Institute, Los Angeles, CA, USA
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Ruth Ladenstein
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Peter W Andrews
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK
| | - Ivana Barbaric
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK
- Neuroscience Institute, The University of Sheffield, Sheffield, UK
| | | | - Helen E Bryant
- Sheffield Institute for Nucleic Acids (SInFoNiA), School of Medicine and Population Health, The University of Sheffield, Sheffield, UK
| | - Martin Distel
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Louis Chesler
- Division of Clinical Studies, The Institute of Cancer Research (ICR) & Royal Marsden NHS Trust, London, UK
| | | | - Matthias Farlik
- Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | - Anestis Tsakiridis
- Centre for Stem Cell Biology, School of Biosciences, The University of Sheffield, Sheffield, UK.
- Neuroscience Institute, The University of Sheffield, Sheffield, UK.
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7
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Martinez TC, McNerney ME. Haploinsufficient Transcription Factors in Myeloid Neoplasms. ANNUAL REVIEW OF PATHOLOGY 2024; 19:571-598. [PMID: 37906947 DOI: 10.1146/annurev-pathmechdis-051222-013421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/02/2023]
Abstract
Many transcription factors (TFs) function as tumor suppressor genes with heterozygous phenotypes, yet haploinsufficiency generally has an underappreciated role in neoplasia. This is no less true in myeloid cells, which are normally regulated by a delicately balanced and interconnected transcriptional network. Detailed understanding of TF dose in this circuitry sheds light on the leukemic transcriptome. In this review, we discuss the emerging features of haploinsufficient transcription factors (HITFs). We posit that: (a) monoallelic and biallelic losses can have distinct cellular outcomes; (b) the activity of a TF exists in a greater range than the traditional Mendelian genetic doses; and (c) how a TF is deleted or mutated impacts the cellular phenotype. The net effect of a HITF is a myeloid differentiation block and increased intercellular heterogeneity in the course of myeloid neoplasia.
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Affiliation(s)
- Tanner C Martinez
- Department of Pathology, Department of Pediatrics, Section of Hematology/Oncology, The University of Chicago Medicine Comprehensive Cancer Center, The University of Chicago, Chicago, Illinois, USA;
- Medical Scientist Training Program, The University of Chicago, Chicago, Illinois, USA
| | - Megan E McNerney
- Department of Pathology, Department of Pediatrics, Section of Hematology/Oncology, The University of Chicago Medicine Comprehensive Cancer Center, The University of Chicago, Chicago, Illinois, USA;
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8
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Maleki EH, Bahrami AR, Matin MM. Cancer cell cycle heterogeneity as a critical determinant of therapeutic resistance. Genes Dis 2024; 11:189-204. [PMID: 37588236 PMCID: PMC10425754 DOI: 10.1016/j.gendis.2022.11.025] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 10/20/2022] [Accepted: 11/16/2022] [Indexed: 01/15/2023] Open
Abstract
Intra-tumor heterogeneity is now arguably one of the most-studied topics in tumor biology, as it represents a major obstacle to effective cancer treatment. Since tumor cells are highly diverse at genetic, epigenetic, and phenotypic levels, intra-tumor heterogeneity can be assumed as an important contributing factor to the nullification of chemotherapeutic effects, and recurrence of the tumor. Based on the role of heterogeneous subpopulations of cancer cells with varying cell-cycle dynamics and behavior during cancer progression and treatment; herein, we aim to establish a comprehensive definition for adaptation of neoplastic cells against therapy. We discuss two parallel and yet distinct subpopulations of tumor cells that play pivotal roles in reducing the effects of chemotherapy: "resistant" and "tolerant" populations. Furthermore, this review also highlights the impact of the quiescent phase of the cell cycle as a survival mechanism for cancer cells. Beyond understanding the mechanisms underlying the quiescence, it provides an insightful perspective on cancer stem cells (CSCs) and their dual and intertwined functions based on their cell cycle state in response to treatment. Moreover, CSCs, epithelial-mesenchymal transformed cells, circulating tumor cells (CTCs), and disseminated tumor cells (DTCs), which are mostly in a quiescent state of the cell cycle are proved to have multiple biological links and can be implicated in our viewpoint of cell cycle heterogeneity in tumors. Overall, increasing our knowledge of cell cycle heterogeneity is a key to identifying new therapeutic solutions, and this emerging concept may provide us with new opportunities to prevent the dreadful cancer recurrence.
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Affiliation(s)
- Ebrahim H. Maleki
- Department of Biology, Faculty of Science, Ferdowsi University of Mashhad, 9177948974 Mashhad, Iran
- Jagiellonian Centre for Experimental Therapeutics (JCET), Jagiellonian University, 31-007 Krakow, Poland
- Doctoral School of Exact and Natural Sciences, Jagiellonian University, 30-348 Krakow, Poland
| | - Ahmad Reza Bahrami
- Department of Biology, Faculty of Science, Ferdowsi University of Mashhad, 9177948974 Mashhad, Iran
- Industrial Biotechnology Research Group, Institute of Biotechnology, Ferdowsi University of Mashhad, 9177948974 Mashhad, Iran
| | - Maryam M. Matin
- Department of Biology, Faculty of Science, Ferdowsi University of Mashhad, 9177948974 Mashhad, Iran
- Novel Diagnostics and Therapeutics Research Group, Institute of Biotechnology, Ferdowsi University of Mashhad, 9177948974 Mashhad, Iran
- Stem Cell and Regenerative Medicine Research Group, Iranian Academic Center for Education, Culture and Research (ACECR), Khorasan Razavi Branch, 917751376 Mashhad, Iran
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9
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Gross SM, Mohammadi F, Sanchez-Aguila C, Zhan PJ, Liby TA, Dane MA, Meyer AS, Heiser LM. Analysis and modeling of cancer drug responses using cell cycle phase-specific rate effects. Nat Commun 2023; 14:3450. [PMID: 37301933 PMCID: PMC10257663 DOI: 10.1038/s41467-023-39122-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 05/29/2023] [Indexed: 06/12/2023] Open
Abstract
Identifying effective therapeutic treatment strategies is a major challenge to improving outcomes for patients with breast cancer. To gain a comprehensive understanding of how clinically relevant anti-cancer agents modulate cell cycle progression, here we use genetically engineered breast cancer cell lines to track drug-induced changes in cell number and cell cycle phase to reveal drug-specific cell cycle effects that vary across time. We use a linear chain trick (LCT) computational model, which faithfully captures drug-induced dynamic responses, correctly infers drug effects, and reproduces influences on specific cell cycle phases. We use the LCT model to predict the effects of unseen drug combinations and confirm these in independent validation experiments. Our integrated experimental and modeling approach opens avenues to assess drug responses, predict effective drug combinations, and identify optimal drug sequencing strategies.
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Affiliation(s)
- Sean M Gross
- Department of Biomedical Engineering, Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Farnaz Mohammadi
- Department of Bioengineering, University of California, Los Angeles; Jonsson Comprehensive Cancer Center, University of California at Los Angeles, Los Angeles, CA, USA
| | - Crystal Sanchez-Aguila
- Department of Biomedical Engineering, Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Paulina J Zhan
- Department of Biomedical Engineering, Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Tiera A Liby
- Department of Biomedical Engineering, Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Mark A Dane
- Department of Biomedical Engineering, Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Aaron S Meyer
- Department of Bioengineering, University of California, Los Angeles; Jonsson Comprehensive Cancer Center, University of California at Los Angeles, Los Angeles, CA, USA
| | - Laura M Heiser
- Department of Biomedical Engineering, Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA.
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10
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Venkatachalapathy H, Brzakala C, Batchelor E, Azarin SM, Sarkar CA. Inertial effect of cell state velocity on the quiescence-proliferation fate decision in breast cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.22.541793. [PMID: 37292599 PMCID: PMC10245870 DOI: 10.1101/2023.05.22.541793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Energy landscapes can provide intuitive depictions of population heterogeneity and dynamics. However, it is unclear whether individual cell behavior, hypothesized to be determined by initial position and noise, is faithfully recapitulated. Using the p21-/Cdk2-dependent quiescence-proliferation decision in breast cancer dormancy as a testbed, we examined single-cell dynamics on the landscape when perturbed by hypoxia, a dormancy-inducing stress. Combining trajectory-based energy landscape generation with single-cell time-lapse microscopy, we found that initial position on a p21/Cdk2 landscape did not fully explain the observed cell-fate heterogeneity under hypoxia. Instead, cells with higher cell state velocities prior to hypoxia, influenced by epigenetic parameters, tended to remain proliferative under hypoxia. Thus, the fate decision on this landscape is significantly influenced by "inertia", a velocity-dependent ability to resist directional changes despite reshaping of the underlying landscape, superseding positional effects. Such inertial effects may markedly influence cell-fate trajectories in tumors and other dynamically changing microenvironments.
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Affiliation(s)
- Harish Venkatachalapathy
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN 55455, USA
| | - Cole Brzakala
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN 55455, USA
| | - Eric Batchelor
- Department of Integrative Biology and Physiology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Samira M. Azarin
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN 55455, USA
| | - Casim A. Sarkar
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN 55455, USA
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11
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Liu C, Kudo T, Ye X, Gascoigne K. Cell-to-cell variability in Myc dynamics drives transcriptional heterogeneity in cancer cells. Cell Rep 2023; 42:112401. [PMID: 37060565 DOI: 10.1016/j.celrep.2023.112401] [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: 10/14/2022] [Revised: 03/07/2023] [Accepted: 03/31/2023] [Indexed: 04/16/2023] Open
Abstract
Cell-to-cell heterogeneity is vital for tumor evolution and survival. How cancer cells achieve and exploit this heterogeneity remains an active area of research. Here, we identify c-Myc as a highly heterogeneously expressed transcription factor and an orchestrator of transcriptional and phenotypic diversity in cancer cells. By monitoring endogenous c-Myc protein in individual living cells, we report the surprising pulsatile nature of c-Myc expression and the extensive cell-to-cell variability in its dynamics. We further show that heterogeneity in c-Myc dynamics leads to variable target gene transcription and that timing of c-Myc expression predicts cell-cycle progression rates and drug sensitivities. Together, our data advocate for a model in which cancer cells increase the heterogeneity of functionally diverse transcription factors such as c-Myc to rapidly survey transcriptional landscapes and survive stress.
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Affiliation(s)
- Chad Liu
- Department of Discovery Oncology, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Takamasa Kudo
- Department of Cellular and Tissue Genomics, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Xin Ye
- Department of Discovery Oncology, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Karen Gascoigne
- Department of Discovery Oncology, Genentech, Inc., South San Francisco, CA 94080, USA.
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12
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Tran AP, Tralie CJ, Reyes J, Moosmüller C, Belkhatir Z, Kevrekidis IG, Levine AJ, Deasy JO, Tannenbaum AR. Long-term p21 and p53 dynamics regulate the frequency of mitosis events and cell cycle arrest following radiation damage. Cell Death Differ 2023; 30:660-672. [PMID: 36182991 PMCID: PMC9984379 DOI: 10.1038/s41418-022-01069-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 09/12/2022] [Accepted: 09/14/2022] [Indexed: 11/07/2022] Open
Abstract
Radiation exposure of healthy cells can halt cell cycle temporarily or permanently. In this work, we analyze the time evolution of p21 and p53 from two single cell datasets of retinal pigment epithelial cells exposed to several levels of radiation, and in particular, the effect of radiation on cell cycle arrest. Employing various quantification methods from signal processing, we show how p21 levels, and to a lesser extent p53 levels, dictate whether the cells are arrested in their cell cycle and how frequently these mitosis events are likely to occur. We observed that single cells exposed to the same dose of DNA damage exhibit heterogeneity in cellular outcomes and that the frequency of cell division is a more accurate monitor of cell damage rather than just radiation level. Finally, we show how heterogeneity in DNA damage signaling is manifested early in the response to radiation exposure level and has potential to predict long-term fate.
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Affiliation(s)
- Anh Phong Tran
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christopher J Tralie
- Department of Mathematics and Computer Science, Ursinus College, Collegeville, PA, USA
| | - José Reyes
- Cancer Biology and Genetics Program and Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Caroline Moosmüller
- Department of Mathematics, University of California, San Diego, La Jolla, CA, USA
| | - Zehor Belkhatir
- School of Engineering and Sustainable Development, De Montfort University, Leicester, UK
| | - Ioannis G Kevrekidis
- Department of Chemical and Biological Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Arnold J Levine
- Simons Center for Systems Biology, Institute for Advanced Study, Princeton, NJ, USA
| | - Joseph O Deasy
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Allen R Tannenbaum
- Departments of Computer Science and Applied Mathematics & Statistics, Stony Brook University, Stony Brook, NY, USA.
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13
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Li X, Yang F, He N, Zhang M, Lv Y, Yu Y, Dong Q, Hou X, Hao Y, An Z, Zhang H, Yang Z, Zhai H, Guo D, Cao Z, Jiang VC, Chen Y. YM155 inhibits neuroblastoma growth through degradation of MYCN: A new role as a USP7 inhibitor. Eur J Pharm Sci 2023; 181:106343. [PMID: 36436754 DOI: 10.1016/j.ejps.2022.106343] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 10/27/2022] [Accepted: 11/23/2022] [Indexed: 11/27/2022]
Abstract
Amplification of the MYCN gene (MNA) is observed in approximately 25 to 35% of neuroblastoma patients, and is a well-recognized marker of tumor aggressiveness and poor outcome. Targeting MYCN is a novel therapy strategy to induce tumor regression. Here, we discovered that a BIRC5/Survivin inhibitor, YM155, specifically inhibits MNA neuroblastoma cell growth in vitro. We found that YM155 promotes MYCN degradation in MNA cells. Further, we found that YM155 inhibits USP7 deubiquitinase activity in vitro, using Ub-aminomethylcoumarin (Ub-AMC) as substrate. Results from in vivo studies further demonstrated that YM155 significantly inhibited the tumor growth in MNA neuroblastoma xenograft model. Our data support a novel mechanism of action of YM155 in inhibition of growth of cancer cells through inducing MYCN degradation by inibition of activity of deubiquitinase like USP7.
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Affiliation(s)
- Xiang Li
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Feili Yang
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Na He
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Ming Zhang
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Yan Lv
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Yue Yu
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Qian Dong
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Xiaofu Hou
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Yanbing Hao
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Zhida An
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Haiwen Zhang
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Zhen Yang
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Heiyan Zhai
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Dagang Guo
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Zhixiang Cao
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Vernon C Jiang
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA
| | - Yiyou Chen
- Cothera Bioscience, Inc., 155 Bovet Road, Suite 660, San Mateo, CA 94402, USA.
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14
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Alhaddad L, Chuprov-Netochin R, Pustovalova M, Osipov AN, Leonov S. Polyploid/Multinucleated Giant and Slow-Cycling Cancer Cell Enrichment in Response to X-ray Irradiation of Human Glioblastoma Multiforme Cells Differing in Radioresistance and TP53/PTEN Status. Int J Mol Sci 2023; 24:ijms24021228. [PMID: 36674747 PMCID: PMC9865596 DOI: 10.3390/ijms24021228] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Revised: 12/27/2022] [Accepted: 01/04/2023] [Indexed: 01/11/2023] Open
Abstract
Radioresistance compromises the efficacy of radiotherapy for glioblastoma multiforme (GBM), the most devastating and common brain tumor. The present study investigated the relationship between radiation tolerance and formation of polyploid/multinucleated giant (PGCC/MGCC) and quiescent/senescent slow-cycling cancer cells in human U-87, LN-229, and U-251 cell lines differing in TP53/PTEN status and radioresistance. We found significant enrichment in MGCC populations of U-87 and LN-229 cell lines, and generation of numerous small mononuclear (called Raju cells, or RJ cells) U-87-derived cells that eventually form cell colonies, in a process termed neosis, in response to X-ray irradiation (IR) at single acute therapeutic doses of 2-6 Gy. For the first time, single-cell high-content imaging and analysis of Ki-67- and EdU-coupled fluorescence demonstrated that the IR exposure dose-dependently augments two distinct GBM cell populations. Bifurcation of Ki-67 staining suggests fast-cycling and slow-cycling populations with a normal-sized nuclear area, and with an enlarged nuclear area, including one resembling the size of PGCC/MGCCs, that likely underlie the highest radioresistance and propensity for repopulation of U-87 cells. Proliferative activity and anchorage-independent survival of GBM cell lines seem to be related to neosis, low level of apoptosis, fraction of prematurely stress-induced senescent MGCCs, and the expression of p63 and p73, members of p53 family transcription factors, but not to the mutant p53. Collectively, our data support the importance of the TP53wt/PTENmut genotype for the maintenance of cycling radioresistant U-87 cells to produce a significant amount of senescent MGCCs as an IR stress-induced adaptation response to therapeutic irradiation doses.
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Affiliation(s)
- Lina Alhaddad
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia
| | - Roman Chuprov-Netochin
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia
| | - Margarita Pustovalova
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia
- State Research Center-Burnasyan Federal Medical Biophysical Center of Federal Medical Biological Agency (SRC-FMBC), 123098 Moscow, Russia
| | - Andreyan N. Osipov
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia
- State Research Center-Burnasyan Federal Medical Biophysical Center of Federal Medical Biological Agency (SRC-FMBC), 123098 Moscow, Russia
- N.N. Semenov Federal Research Center for Chemical Physics, Russian Academy of Sciences, 119991 Moscow, Russia
- Correspondence:
| | - Sergey Leonov
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia
- Institute of Cell Biophysics, Russian Academy of Sciences, 142290 Pushchino, Russia
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15
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Hughes FA, Barr AR, Thomas P. Patterns of interdivision time correlations reveal hidden cell cycle factors. eLife 2022; 11:e80927. [PMID: 36377847 PMCID: PMC9822260 DOI: 10.7554/elife.80927] [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: 06/09/2022] [Accepted: 11/14/2022] [Indexed: 11/16/2022] Open
Abstract
The time taken for cells to complete a round of cell division is a stochastic process controlled, in part, by intracellular factors. These factors can be inherited across cellular generations which gives rise to, often non-intuitive, correlation patterns in cell cycle timing between cells of different family relationships on lineage trees. Here, we formulate a framework of hidden inherited factors affecting the cell cycle that unifies known cell cycle control models and reveals three distinct interdivision time correlation patterns: aperiodic, alternator, and oscillator. We use Bayesian inference with single-cell datasets of cell division in bacteria, mammalian and cancer cells, to identify the inheritance motifs that underlie these datasets. From our inference, we find that interdivision time correlation patterns do not identify a single cell cycle model but generally admit a broad posterior distribution of possible mechanisms. Despite this unidentifiability, we observe that the inferred patterns reveal interpretable inheritance dynamics and hidden rhythmicity of cell cycle factors. This reveals that cell cycle factors are commonly driven by circadian rhythms, but their period may differ in cancer. Our quantitative analysis thus reveals that correlation patterns are an emergent phenomenon that impact cell proliferation and these patterns may be altered in disease.
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Affiliation(s)
- Fern A Hughes
- Department of Mathematics, Imperial College LondonLondonUnited Kingdom
- MRC London Institute of Medical SciencesLondonUnited Kingdom
| | - Alexis R Barr
- MRC London Institute of Medical SciencesLondonUnited Kingdom
- Institute of Clinical Sciences, Imperial College LondonLondonUnited Kingdom
| | - Philipp Thomas
- Department of Mathematics, Imperial College LondonLondonUnited Kingdom
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16
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Jolly A, Fanti AK, Kongsaysak-Lengyel C, Claudino N, Gräßer I, Becker NB, Höfer T. CycleFlow simultaneously quantifies cell-cycle phase lengths and quiescence in vivo. CELL REPORTS METHODS 2022; 2:100315. [PMID: 36313807 PMCID: PMC9606136 DOI: 10.1016/j.crmeth.2022.100315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 07/25/2022] [Accepted: 09/14/2022] [Indexed: 11/16/2022]
Abstract
Populations of stem, progenitor, or cancer cells show proliferative heterogeneity in vivo, comprising proliferating and quiescent cells. Consistent quantification of the quiescent subpopulation and progression of the proliferating cells through the individual phases of the cell cycle has not been achieved. Here, we describe CycleFlow, a method that robustly infers this comprehensive information from standard pulse-chase experiments with thymidine analogs. Inference is based on a mathematical model of the cell cycle, with realistic waiting time distributions for the G1, S, and G2/M phases and a long-term quiescent G0 state. We validate CycleFlow with an exponentially growing cancer cell line in vitro. Applying it to T cell progenitors in steady state in vivo, we uncover strong proliferative heterogeneity, with a minority of CD4+CD8+ T cell progenitors cycling very rapidly and then entering quiescence. CycleFlow is suitable as a routine method for quantitative cell-cycle analysis.
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Affiliation(s)
- Adrien Jolly
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Ann-Kathrin Fanti
- Division of Cellular Immunology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | | | - Nina Claudino
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Ines Gräßer
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Nils B. Becker
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Thomas Höfer
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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17
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Sangweni NF, van Vuuren D, Mabasa L, Gabuza K, Huisamen B, Naidoo S, Barry R, Johnson R. Prevention of Anthracycline-Induced Cardiotoxicity: The Good and Bad of Current and Alternative Therapies. Front Cardiovasc Med 2022; 9:907266. [PMID: 35811736 PMCID: PMC9257015 DOI: 10.3389/fcvm.2022.907266] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 05/26/2022] [Indexed: 12/20/2022] Open
Abstract
Doxorubicin (Dox)-induced cardiotoxicity (DIC) remains a serious health burden, especially in developing countries. Unfortunately, the high cost of current preventative strategies has marginalized numerous cancer patients because of socio-economic factors. In addition, the efficacy of these strategies, without reducing the chemotherapeutic properties of Dox, is frequently questioned. These limitations have widened the gap and necessity for alternative medicines, like flavonoids, to be investigated. However, new therapeutics may also present their own shortcomings, ruling out the idea of “natural is safe”. The U.S. Food and Drug Administration (FDA) has stipulated that the concept of drug-safety be considered in all pre-clinical and clinical studies, to explore the pharmacokinetics and potential interactions of the drugs being investigated. As such our studies on flavonoids, as cardio-protectants against DIC, have been centered around cardiac and cancer models, to ensure that the efficacy of Dox is preserved. Our findings thus far suggest that flavonoids of Galenia africana could be suitable candidates for the prevention of DIC. However, this still requires further investigation, which would focus on drug-interactions as well as in vivo experimental models to determine the extent of cardioprotection.
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Affiliation(s)
- Nonhlakanipho F Sangweni
- Biomedical Research and Innovation Platform, South African Medical Research Council, Cape Town, South Africa.,Division of Medical Physiology, Faculty of Medicine and Health Sciences, Centre for Cardio-metabolic Research in Africa, Stellenbosch University, Stellenbosch, South Africa
| | - Derick van Vuuren
- Division of Medical Physiology, Faculty of Medicine and Health Sciences, Centre for Cardio-metabolic Research in Africa, Stellenbosch University, Stellenbosch, South Africa
| | - Lawrence Mabasa
- Biomedical Research and Innovation Platform, South African Medical Research Council, Cape Town, South Africa
| | - Kwazi Gabuza
- Biomedical Research and Innovation Platform, South African Medical Research Council, Cape Town, South Africa
| | - Barbara Huisamen
- Division of Medical Physiology, Faculty of Medicine and Health Sciences, Centre for Cardio-metabolic Research in Africa, Stellenbosch University, Stellenbosch, South Africa
| | - Sharnay Naidoo
- Biomedical Research and Innovation Platform, South African Medical Research Council, Cape Town, South Africa.,Division of Medical Physiology, Faculty of Medicine and Health Sciences, Centre for Cardio-metabolic Research in Africa, Stellenbosch University, Stellenbosch, South Africa
| | - Reenen Barry
- Research and Development Department, BioPharm, Hamilton, New Zealand
| | - Rabia Johnson
- Biomedical Research and Innovation Platform, South African Medical Research Council, Cape Town, South Africa.,Division of Medical Physiology, Faculty of Medicine and Health Sciences, Centre for Cardio-metabolic Research in Africa, Stellenbosch University, Stellenbosch, South Africa
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18
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Zanotti S, Decaesteker B, Vanhauwaert S, De Wilde B, De Vos WH, Speleman F. Cellular senescence in neuroblastoma. Br J Cancer 2022; 126:1529-1538. [PMID: 35197583 PMCID: PMC9130206 DOI: 10.1038/s41416-022-01755-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 01/14/2022] [Accepted: 02/10/2022] [Indexed: 12/14/2022] Open
Abstract
Neuroblastoma is a tumour that arises from the sympathoadrenal lineage occurring predominantly in children younger than five years. About half of the patients are diagnosed with high-risk tumours and undergo intensive multi-modal therapy. The success rate of current treatments for high-risk neuroblastoma is disappointingly low and survivors suffer from multiple therapy-related long-term side effects. Most chemotherapeutics drive cancer cells towards cell death or senescence. Senescence has long been considered to represent a terminal non-proliferative state and therefore an effective barrier against tumorigenesis. This dogma, however, has been challenged by recent observations that infer a much more dynamic and reversible nature for this process, which may have implications for the efficacy of therapy-induced senescence-oriented treatment strategies. Neuroblastoma cells in a dormant, senescent-like state may escape therapy, whilst their senescence-associated secretome may promote inflammation and invasiveness, potentially fostering relapse. Conversely, due to its distinct molecular identity, senescence may also represent an opportunity for the development of novel (combination) therapies. However, the limited knowledge on the molecular dynamics and diversity of senescence signatures demands appropriate models to study this process in detail. This review summarises the molecular knowledge about cellular senescence in neuroblastoma and investigates current and future options towards therapeutic exploration.
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Affiliation(s)
- Sofia Zanotti
- grid.5284.b0000 0001 0790 3681Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Universiteitsplein 1, Antwerp, 2610 Belgium ,grid.5342.00000 0001 2069 7798Department of Biomolecular Medicine, Ghent University, Corneel Heymanslaan 10, Ghent, 9000 Belgium ,grid.510942.bCancer Research Institute Ghent (CRIG), Ghent, 9000 Belgium
| | - Bieke Decaesteker
- grid.5342.00000 0001 2069 7798Department of Biomolecular Medicine, Ghent University, Corneel Heymanslaan 10, Ghent, 9000 Belgium ,grid.510942.bCancer Research Institute Ghent (CRIG), Ghent, 9000 Belgium
| | - Suzanne Vanhauwaert
- grid.5342.00000 0001 2069 7798Department of Biomolecular Medicine, Ghent University, Corneel Heymanslaan 10, Ghent, 9000 Belgium ,grid.510942.bCancer Research Institute Ghent (CRIG), Ghent, 9000 Belgium
| | - Bram De Wilde
- grid.5342.00000 0001 2069 7798Department of Biomolecular Medicine, Ghent University, Corneel Heymanslaan 10, Ghent, 9000 Belgium ,grid.5342.00000 0001 2069 7798Department of Internal Medicine and Pediatrics, Ghent University, Corneel Heymanslaan 10, Ghent, 9000 Belgium ,grid.410566.00000 0004 0626 3303Department of Pediatric Hematology Oncology and Stem Cell Transplantation, Ghent University Hospital, Ghent, 9000 Belgium
| | - Winnok H. De Vos
- grid.5284.b0000 0001 0790 3681Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Universiteitsplein 1, Antwerp, 2610 Belgium
| | - Frank Speleman
- Department of Biomolecular Medicine, Ghent University, Corneel Heymanslaan 10, Ghent, 9000, Belgium. .,Cancer Research Institute Ghent (CRIG), Ghent, 9000, Belgium.
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Morales-Valencia J, David G. The origins of cancer cell dormancy. Curr Opin Genet Dev 2022; 74:101914. [PMID: 35500379 DOI: 10.1016/j.gde.2022.101914] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 03/27/2022] [Accepted: 04/01/2022] [Indexed: 01/10/2023]
Abstract
Cancer cell dormancy has emerged as an important nongenetic driver of drug resistance. Dormant cells are characterized by a reversible cell cycle exit. They represent a reservoir for eventual cancer relapse, and upon reactivation, can fuel metastatic disease. Although dormant cells were originally believed to emerge from a drug-resistant pre-existing cancer subpopulation, this notion has been recently challenged. Here, we review recent evidence indicating that dormancy represents an adaptive strategy employed by cancer cells to avoid the cytotoxic effects of antitumor therapy. Furthermore, we outline the molecular pathways engaged by cancer cells to enter dormancy upon drug exposure, with a focus on cellular senescence as a driver of dormancy.
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Affiliation(s)
- Jorge Morales-Valencia
- Department of Biochemistry and Molecular Pharmacology, NYU Grossman School of Medicine, New York University Langone Health, New York, New York.; Laura and Isaac Perlmutter Cancer Center, NYU Grossman School of Medicine, New York University Langone Health, New York, New York
| | - Gregory David
- Department of Biochemistry and Molecular Pharmacology, NYU Grossman School of Medicine, New York University Langone Health, New York, New York.; Laura and Isaac Perlmutter Cancer Center, NYU Grossman School of Medicine, New York University Langone Health, New York, New York.; Department of Urology, NYU Grossman School of Medicine, New York University Langone Health, New York, New York..
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20
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Pustovalova M, Blokhina T, Alhaddad L, Chigasova A, Chuprov-Netochin R, Veviorskiy A, Filkov G, Osipov AN, Leonov S. CD44+ and CD133+ Non-Small Cell Lung Cancer Cells Exhibit DNA Damage Response Pathways and Dormant Polyploid Giant Cancer Cell Enrichment Relating to Their p53 Status. Int J Mol Sci 2022; 23:ijms23094922. [PMID: 35563313 PMCID: PMC9101266 DOI: 10.3390/ijms23094922] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Revised: 04/25/2022] [Accepted: 04/26/2022] [Indexed: 01/10/2023] Open
Abstract
Cancer stem cells (CSCs) play a critical role in the initiation, progression and therapy relapse of many cancers including non-small cell lung cancer (NSCLC). Here, we aimed to address the question of whether the FACS-sorted CSC-like (CD44 + &CD133 +) vs. non-CSC (CD44-/CD133- isogenic subpopulations of p53wt A549 and p53null H1299 cells differ in terms of DNA-damage signaling and the appearance of "dormant" features, including polyploidy, which are early markers (predictors) of their sensitivity to genotoxic stress. X-ray irradiation (IR) at 5 Gy provoked significantly higher levels of the ATR-Chk1/Chk2-pathway activity in CD44-/CD133- and CD133+ subpopulations of H1299 cells compared to the respective subpopulations of A549 cells, which only excited ATR-Chk2 activation as demonstrated by the Multiplex DNA-Damage/Genotoxicity profiling. The CD44+ subpopulations did not demonstrate IR-induced activation of ATR, while significantly augmenting only Chk2 and Chk1/2 in the A549- and H1299-derived cells, respectively. Compared to the A549 cells, all the subpopulations of H1299 cells established an increased IR-induced expression of the γH2AX DNA-repair protein. The CD44-/CD133- and CD133+ subpopulations of the A549 cells revealed IR-induced activation of ATR-p53-p21 cell dormancy signaling-mediated pathway, while none of the CD44+ subpopulations of either cell line possessed any signs of such activity. Our data indicated, for the first time, the transcription factor MITF-FAM3C axis operative in p53-deficient H1299 cells, specifically their CD44+ and CD133+ populations, in response to IR, which warrants further investigation. The p21-mediated quiescence is likely the predominant surviving pathway in CD44-/CD133- and CD133+ populations of A549 cells as indicated by single-cell high-content imaging and analysis of Ki67- and EdU-coupled fluorescence after IR stress. SA-beta-galhistology revealed that cellular-stress-induced premature senescence (SIPS) likely has a significant influence on the temporary dormant state of H1299 cells. For the first time, we demonstrated polyploid giant and/or multinucleated cancer-cell (PGCC/MGCC) fractions mainly featuring the progressively augmenting Ki67low phenotype in CD44+ and CD133+ A549 cells at 24-48 h after IR. In contrast, the Ki67high phenotype enrichment in the same fractions of all the sorted H1299 cells suggested an increase in their cycling/heterochromatin reorganization activity after IR stress. Our results proposed that entering the "quiescence" state rather than p21-mediated SIPS may play a significant role in the survival of p53wt CSC-like NSCLC cells after IR. The results obtained are important for the selection of therapeutic schemes for the treatment of patients with NSCLC, depending on the functioning of the p53 system in tumor cells.
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Affiliation(s)
- Margarita Pustovalova
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia; (T.B.); (L.A.); (A.C.); (R.C.-N.); (G.F.); (A.N.O.)
- State Research Center—Burnasyan Federal Medical Biophysical Center of Federal Medical Biological Agency (SRC-FMBC), 123098 Moscow, Russia
- Correspondence: (M.P.); (S.L.)
| | - Taisia Blokhina
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia; (T.B.); (L.A.); (A.C.); (R.C.-N.); (G.F.); (A.N.O.)
- State Research Center—Burnasyan Federal Medical Biophysical Center of Federal Medical Biological Agency (SRC-FMBC), 123098 Moscow, Russia
- N.N. Semenov Federal Research Center for Chemical Physics, Russian Academy of Sciences, 119991 Moscow, Russia;
| | - Lina Alhaddad
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia; (T.B.); (L.A.); (A.C.); (R.C.-N.); (G.F.); (A.N.O.)
| | - Anna Chigasova
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia; (T.B.); (L.A.); (A.C.); (R.C.-N.); (G.F.); (A.N.O.)
- N.N. Semenov Federal Research Center for Chemical Physics, Russian Academy of Sciences, 119991 Moscow, Russia;
| | - Roman Chuprov-Netochin
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia; (T.B.); (L.A.); (A.C.); (R.C.-N.); (G.F.); (A.N.O.)
| | - Alexander Veviorskiy
- N.N. Semenov Federal Research Center for Chemical Physics, Russian Academy of Sciences, 119991 Moscow, Russia;
| | - Gleb Filkov
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia; (T.B.); (L.A.); (A.C.); (R.C.-N.); (G.F.); (A.N.O.)
- Laboratory of Medical Informatics, Novgorod Technical School, Yaroslav-the-Wise Novgorod State University, 173003 Veliky Novgorod, Russia
| | - Andreyan N. Osipov
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia; (T.B.); (L.A.); (A.C.); (R.C.-N.); (G.F.); (A.N.O.)
- State Research Center—Burnasyan Federal Medical Biophysical Center of Federal Medical Biological Agency (SRC-FMBC), 123098 Moscow, Russia
- N.N. Semenov Federal Research Center for Chemical Physics, Russian Academy of Sciences, 119991 Moscow, Russia;
| | - Sergey Leonov
- School of Biological and Medical Physics, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia; (T.B.); (L.A.); (A.C.); (R.C.-N.); (G.F.); (A.N.O.)
- Institute of Cell Biophysics, Russian Academy of Sciences, 142290 Pushchino, Russia
- Correspondence: (M.P.); (S.L.)
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21
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Alborzinia H, Flórez AF, Kreth S, Brückner LM, Yildiz U, Gartlgruber M, Odoni DI, Poschet G, Garbowicz K, Shao C, Klein C, Meier J, Zeisberger P, Nadler-Holly M, Ziehm M, Paul F, Burhenne J, Bell E, Shaikhkarami M, Würth R, Stainczyk SA, Wecht EM, Kreth J, Büttner M, Ishaque N, Schlesner M, Nicke B, Stresemann C, Llamazares-Prada M, Reiling JH, Fischer M, Amit I, Selbach M, Herrmann C, Wölfl S, Henrich KO, Höfer T, Trumpp A, Westermann F. MYCN mediates cysteine addiction and sensitizes neuroblastoma to ferroptosis. NATURE CANCER 2022; 3:471-485. [PMID: 35484422 PMCID: PMC9050595 DOI: 10.1038/s43018-022-00355-4] [Citation(s) in RCA: 82] [Impact Index Per Article: 41.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 02/28/2022] [Indexed: 12/13/2022]
Abstract
Aberrant expression of MYC transcription factor family members predicts poor clinical outcome in many human cancers. Oncogenic MYC profoundly alters metabolism and mediates an antioxidant response to maintain redox balance. Here we show that MYCN induces massive lipid peroxidation on depletion of cysteine, the rate-limiting amino acid for glutathione (GSH) biosynthesis, and sensitizes cells to ferroptosis, an oxidative, non-apoptotic and iron-dependent type of cell death. The high cysteine demand of MYCN-amplified childhood neuroblastoma is met by uptake and transsulfuration. When uptake is limited, cysteine usage for protein synthesis is maintained at the expense of GSH triggering ferroptosis and potentially contributing to spontaneous tumor regression in low-risk neuroblastomas. Pharmacological inhibition of both cystine uptake and transsulfuration combined with GPX4 inactivation resulted in tumor remission in an orthotopic MYCN-amplified neuroblastoma model. These findings provide a proof of concept of combining multiple ferroptosis targets as a promising therapeutic strategy for aggressive MYCN-amplified tumors.
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Affiliation(s)
- Hamed Alborzinia
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany.
- Institute of Pharmacy and Molecular Biotechnology, Heidelberg University, Heidelberg, Germany.
- Division of Stem Cells and Cancer German Cancer Research Center and Center for Molecular Biology of the University of Heidelberg Alliance, Heidelberg, Germany.
| | - Andrés F Flórez
- Division of Theoretical Systems Biology, German Cancer Research Center, Heidelberg, Germany
- Department of Molecular and Cellular Biology, Harvard University, Cambridge, MA, USA
| | - Sina Kreth
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Lena M Brückner
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Umut Yildiz
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany
- Division of Stem Cells and Cancer German Cancer Research Center and Center for Molecular Biology of the University of Heidelberg Alliance, Heidelberg, Germany
| | - Moritz Gartlgruber
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Dorett I Odoni
- Bioinformatics and Omics Data Analytics, German Cancer Research Center, Heidelberg, Germany
- Biomedical Informatics, Data Mining and Data Analytics, Augsburg University, Augsburg, Germany
| | - Gernot Poschet
- Metabolomics Core Technology Platform, University of Heidelberg, Heidelberg, Germany
| | - Karolina Garbowicz
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Chunxuan Shao
- Division of Theoretical Systems Biology, German Cancer Research Center, Heidelberg, Germany
| | - Corinna Klein
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany
- Division of Stem Cells and Cancer German Cancer Research Center and Center for Molecular Biology of the University of Heidelberg Alliance, Heidelberg, Germany
| | - Jasmin Meier
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany
- Division of Stem Cells and Cancer German Cancer Research Center and Center for Molecular Biology of the University of Heidelberg Alliance, Heidelberg, Germany
| | - Petra Zeisberger
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany
- Division of Stem Cells and Cancer German Cancer Research Center and Center for Molecular Biology of the University of Heidelberg Alliance, Heidelberg, Germany
| | - Michal Nadler-Holly
- Proteome Dynamics, Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Matthias Ziehm
- Proteome Dynamics, Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Franziska Paul
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Jürgen Burhenne
- Department of Clinical Pharmacology and Pharmacoepidemiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Emma Bell
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Marjan Shaikhkarami
- Institute of Pharmacy and Molecular Biotechnology, Heidelberg University, Heidelberg, Germany
| | - Roberto Würth
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany
- Division of Stem Cells and Cancer German Cancer Research Center and Center for Molecular Biology of the University of Heidelberg Alliance, Heidelberg, Germany
| | - Sabine A Stainczyk
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Elisa M Wecht
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Jochen Kreth
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Michael Büttner
- Metabolomics Core Technology Platform, University of Heidelberg, Heidelberg, Germany
| | - Naveed Ishaque
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Digital Health Center, Berlin, Germany
| | - Matthias Schlesner
- Bioinformatics and Omics Data Analytics, German Cancer Research Center, Heidelberg, Germany
- Biomedical Informatics, Data Mining and Data Analytics, Augsburg University, Augsburg, Germany
| | - Barbara Nicke
- Target Discovery Technologies, Bayer AG, Berlin, Germany
| | - Carlo Stresemann
- Research & Development, Pharmaceuticals Division, Bayer AG, Berlin, Germany
| | - María Llamazares-Prada
- Division of Cancer Epigenomics, German Cancer Research Center, Member of the German Center for Lung Research, Heidelberg, Germany
| | - Jan H Reiling
- Translational Research to AdvanCe Therapeutics and Innovation in ONcology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Matthias Fischer
- Experimental Pediatric Oncology, Children's Hospital and Center for Molecular Medicine, Medical Faculty, University of Cologne, Cologne, Germany
| | - Ido Amit
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Matthias Selbach
- Proteome Dynamics, Max Delbrück Center for Molecular Medicine, Berlin, Germany
- Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Carl Herrmann
- Bioinformatics and Omics Data Analytics, German Cancer Research Center, Heidelberg, Germany
- Health Data Science Unit, Medical Faculty University Heidelberg and BioQuant, Heidelberg, Germany
| | - Stefan Wölfl
- Institute of Pharmacy and Molecular Biotechnology, Heidelberg University, Heidelberg, Germany
| | - Kai-Oliver Henrich
- Hopp Children's Cancer Center, Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Thomas Höfer
- Division of Theoretical Systems Biology, German Cancer Research Center, Heidelberg, Germany
| | - Andreas Trumpp
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine, Heidelberg, Germany
- Division of Stem Cells and Cancer German Cancer Research Center and Center for Molecular Biology of the University of Heidelberg Alliance, Heidelberg, Germany
- German Cancer Consortium, Heidelberg, Germany
| | - Frank Westermann
- Hopp Children's Cancer Center, Heidelberg, Germany.
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany.
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Xie G, Zhu A, Gu X. Converged DNA Damage Response Renders Human Hepatocellular Carcinoma Sensitive to CDK7 Inhibition. Cancers (Basel) 2022; 14:cancers14071714. [PMID: 35406486 PMCID: PMC8996977 DOI: 10.3390/cancers14071714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Revised: 03/23/2022] [Accepted: 03/24/2022] [Indexed: 02/05/2023] Open
Abstract
Simple Summary Hepatocellular carcinoma (HCC) is the most common type of primary liver cancer. HCC has a dismal five-year mortality estimate of >95%, ranking as the fourth leading cause of cancer-related mortality worldwide. Despite the recent progression in the treatment of HCC with multikinase inhibitors, immunotherapy, and antiangiogenic monoclonal antibodies, among other newly emerging therapeutics, the efficacy has varied among patients, making HCC a high priority for developing novel targeted therapeutic agents. CDK7 has been exploited as a therapeutic target in HCC. In the present study, we demonstrated that HCC cells were highly susceptible to THZ1, a selective covalent CDK7 inhibitor. We further discovered that transcription factor MYC-promoted cell proliferation renders cancer cells hypersensitive to apoptotic cell death with THZ1 treatment. Our findings indicate that targeting CDK7 with THZ1 may be a new plausible strategy for treating HCC, in which MYC plays crucial roles in cell proliferation and tumor growth. Abstract Hepatocellular carcinoma (HCC) is a lethal malignancy with high mortality. The inhibition of cyclin-dependent kinase 7 (CDK7) activity has shown therapeutic efficacy in HCC. However, the underlying molecular mechanisms remain elusive. Here, we show that three HCC lines, HepG2, Hep3B, and SK-Hep-1, were highly susceptible to the CDK7 inhibitor THZ1. In mouse models, THZ1 effectively reduced HepG2 tumor growth and tumor weight. THZ1 arrested cell cycle and triggered MYC-related apoptosis in HepG2. To evaluate how MYC protein levels affected THZ1-induced apoptotic cell death, we overexpressed MYC in HepG2 and found that exogenously overexpressed MYC promoted cell cycle progression and increased cells in the S phase. THZ1 drastically engendered the apoptosis of MYC-overexpressing HepG2 cells in the S and G2/M phases. Importantly, transcription-inhibition-induced apoptosis is associated with DNA damage, and exogenous MYC expression further enhanced the THZ1-induced DNA damage response in MYC-overexpressing HepG2 cells. Consistently, in the HepG2 xenografts, THZ1 treatment was associated with DNA-damage-induced cell death. Together, our data indicate that the converged effect of MYC-promoted cell cycle progression and CDK7 inhibition by THZ1 confers the hypersensitivity of HCC to DNA-damage-induced cell death. Our findings may suggest a new therapeutic strategy of THZ1 against HCC.
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Affiliation(s)
- Guiqin Xie
- Department of Oral Pathology, Howard University, 600 W. Street NW, Washington, DC 20059, USA;
- Cancer Center, Howard University, 600 W. Street NW, Washington, DC 20059, USA
- Correspondence: (G.X.); (X.G.)
| | - Ailin Zhu
- Department of Oral Pathology, Howard University, 600 W. Street NW, Washington, DC 20059, USA;
| | - Xinbin Gu
- Department of Oral Pathology, Howard University, 600 W. Street NW, Washington, DC 20059, USA;
- Cancer Center, Howard University, 600 W. Street NW, Washington, DC 20059, USA
- Correspondence: (G.X.); (X.G.)
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23
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Douchi D, Yamamura A, Matsuo J, Lee JW, Nuttonmanit N, Melissa Lim YH, Suda K, Shimura M, Chen S, Pang S, Kohu K, Kaneko M, Kiyonari H, Kaneda A, Yoshida H, Taniuchi I, Osato M, Yang H, Unno M, Bok-Yan So J, Yeoh KG, Huey Chuang LS, Bae SC, Ito Y. A Point Mutation R122C in RUNX3 Promotes the Expansion of Isthmus Stem Cells and Inhibits Their Differentiation in the Stomach. Cell Mol Gastroenterol Hepatol 2022; 13:1317-1345. [PMID: 35074568 PMCID: PMC8933847 DOI: 10.1016/j.jcmgh.2022.01.010] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Revised: 01/11/2022] [Accepted: 01/12/2022] [Indexed: 12/10/2022]
Abstract
BACKGROUND & AIMS RUNX transcription factors play pivotal roles in embryonic development and neoplasia. We previously identified the single missense mutation R122C in RUNX3 from human gastric cancer. However, how RUNX3R122C mutation disrupts stem cell homeostasis and promotes gastric carcinogenesis remained unclear. METHODS To understand the oncogenic nature of this mutation in vivo, we generated the RUNX3R122C knock-in mice. Stomach tissues were harvested, followed by histologic and immunofluorescence staining, organoid culture, flow cytometry to isolate gastric corpus isthmus and nonisthmus epithelial cells, and RNA extraction for transcriptomic analysis. RESULTS The corpus tissue of RUNX3R122C/R122C homozygous mice showed a precancerous phenotype such as spasmolytic polypeptide-expressing metaplasia. We observed mucous neck cell hyperplasia; massive reduction of pit, parietal, and chief cell populations; as well as a dramatic increase in the number of rapidly proliferating isthmus stem/progenitor cells in the corpus of RUNX3R122C/R122C mice. Transcriptomic analyses of the isolated epithelial cells showed that the cell-cycle-related MYC target gene signature was enriched in the corpus epithelial cells of RUNX3R122C/R122C mice compared with the wild-type corpus. Mechanistically, RUNX3R122C mutant protein disrupted the regulation of the restriction point where cells decide to enter either a proliferative or quiescent state, thereby driving stem cell expansion and limiting the ability of cells to terminally differentiate. CONCLUSIONS RUNX3R122C missense mutation is associated with the continuous cycling of isthmus stem/progenitor cells, maturation arrest, and development of a precancerous state. This work highlights the importance of RUNX3 in the prevention of metaplasia and gastric cancer.
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Affiliation(s)
- Daisuke Douchi
- Cancer Science Institute of Singapore, National University of Singapore, Singapore; Department of Surgery, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Akihiro Yamamura
- Cancer Science Institute of Singapore, National University of Singapore, Singapore; Department of Surgery, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Junichi Matsuo
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Jung-Won Lee
- Department of Biochemistry, School of Medicine, Institute for Tumor Research, Chungbuk National University, Cheongju, South Korea
| | - Napat Nuttonmanit
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Yi Hui Melissa Lim
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Kazuto Suda
- Cancer Science Institute of Singapore, National University of Singapore, Singapore; Department of Pediatric General and Urogenital Surgery, Juntendo University School of Medicine, Tokyo, Japan
| | - Mitsuhiro Shimura
- Cancer Science Institute of Singapore, National University of Singapore, Singapore; Department of Surgery, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Sabirah Chen
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - ShuChin Pang
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Kazuyoshi Kohu
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Mari Kaneko
- Laboratory for Animal Resources and Genetic Engineering, RIKEN Center for Biosystems Dynamics Research, Kobe, Japan
| | - Hiroshi Kiyonari
- Laboratory for Animal Resources and Genetic Engineering, RIKEN Center for Biosystems Dynamics Research, Kobe, Japan
| | - Atsushi Kaneda
- Department of Molecular Oncology, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Hideyuki Yoshida
- YCI Laboratory for Immunological Transcriptomics, Yokohama, Japan
| | - Ichiro Taniuchi
- Laboratory for Transcriptional Regulation, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Motomi Osato
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Henry Yang
- Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Michiaki Unno
- Department of Surgery, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Jimmy Bok-Yan So
- Department of Surgery, National University Health System, Singapore
| | - Khay Guan Yeoh
- Department of Medicine, National University of Singapore, Singapore
| | | | - Suk-Chul Bae
- Department of Biochemistry, School of Medicine, Institute for Tumor Research, Chungbuk National University, Cheongju, South Korea
| | - Yoshiaki Ito
- Cancer Science Institute of Singapore, National University of Singapore, Singapore.
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24
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Shiina M, Hashimoto Y, Kulkarni P, Dasgupta P, Shahryari V, Yamamura S, Tanaka Y, Dahiya R. Role of miR-182/PDCD4 axis in aggressive behavior of prostate cancer in the African Americans. BMC Cancer 2021; 21:1028. [PMID: 34525952 PMCID: PMC8444584 DOI: 10.1186/s12885-021-08723-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Accepted: 08/23/2021] [Indexed: 12/11/2022] Open
Abstract
Background Prostate cancer is one of the most commonly diagnosed cancers among men. African Americans (AA) are at an increased risk of developing prostate cancer compared to European Americans (EA). miRNAs play a critical role in these tumors, leading to tumor progression. In this study, we investigated the role of miR-182 in racial disparity in prostate cancer. Results We found significantly increased levels of miR-182 in prostate cancer tissues compared to BPH. Also, miR-182 shows increased expression in AA prostate cancer cell line and tissue samples compared to EA. We performed biochemical recurrence (BCR) - free survival time in AA and EA patients and found that high miR-182 expression had significantly shorter BCR-free survival than patients with low miR-182 expression (P = 0.031). To elucidate the role of miR-182, we knocked down miR-182 in EA (DU-145 and LNCaP) and AA (MDA-PCa-2b) cell lines and found an increase in apoptosis, arrest of the cell cycle, and inhibition of colony formation in the AA cell line to a greater extent than EA cell lines. Conclusions Our results showed that PDCD4 is a direct miR-182 target and its inhibition is associated with aggressiveness and high Gleason grade in prostate cancer among AA. These findings show that miR-182 is highly expressed in AA patients and miR-182 may be a target for effective therapy in AA patients. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-021-08723-6.
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Affiliation(s)
- Marisa Shiina
- Department of Urology, Urology Research Center, Veterans Affairs Medical Center and University of California San Francisco School of Medicine (UCSF), 4150 Clement Street, San Francisco, CA, 94121, USA.
| | - Yutaka Hashimoto
- Department of Urology, Urology Research Center, Veterans Affairs Medical Center and University of California San Francisco School of Medicine (UCSF), 4150 Clement Street, San Francisco, CA, 94121, USA
| | - Priyanka Kulkarni
- Department of Urology, Urology Research Center, Veterans Affairs Medical Center and University of California San Francisco School of Medicine (UCSF), 4150 Clement Street, San Francisco, CA, 94121, USA
| | - Pritha Dasgupta
- Department of Urology, Urology Research Center, Veterans Affairs Medical Center and University of California San Francisco School of Medicine (UCSF), 4150 Clement Street, San Francisco, CA, 94121, USA
| | - Varahram Shahryari
- Department of Urology, Urology Research Center, Veterans Affairs Medical Center and University of California San Francisco School of Medicine (UCSF), 4150 Clement Street, San Francisco, CA, 94121, USA
| | - Soichiro Yamamura
- Department of Urology, Urology Research Center, Veterans Affairs Medical Center and University of California San Francisco School of Medicine (UCSF), 4150 Clement Street, San Francisco, CA, 94121, USA
| | - Yuichiro Tanaka
- Department of Urology, Urology Research Center, Veterans Affairs Medical Center and University of California San Francisco School of Medicine (UCSF), 4150 Clement Street, San Francisco, CA, 94121, USA
| | - Rajvir Dahiya
- Department of Urology, Urology Research Center, Veterans Affairs Medical Center and University of California San Francisco School of Medicine (UCSF), 4150 Clement Street, San Francisco, CA, 94121, USA
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25
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Wheat JC, Steidl U. Gene expression at a single-molecule level: implications for myelodysplastic syndromes and acute myeloid leukemia. Blood 2021; 138:625-636. [PMID: 34436525 PMCID: PMC8394909 DOI: 10.1182/blood.2019004261] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 12/03/2020] [Indexed: 12/11/2022] Open
Abstract
Nongenetic heterogeneity, or gene expression stochasticity, is an important source of variability in biological systems. With the advent and improvement of single molecule resolution technologies, it has been shown that transcription dynamics and resultant transcript number fluctuations generate significant cell-to-cell variability that has important biological effects and may contribute substantially to both tissue homeostasis and disease. In this respect, the pathophysiology of stem cell-derived malignancies such as acute myeloid leukemia and myelodysplastic syndromes, which has historically been studied at the ensemble level, may require reevaluation. To that end, it is our aim in this review to highlight the results of recent single-molecule, biophysical, and systems studies of gene expression dynamics, with the explicit purpose of demonstrating how the insights from these basic science studies may help inform and progress the field of leukemia biology and, ultimately, research into novel therapies.
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Affiliation(s)
- Justin C Wheat
- Albert Einstein College of Medicine - Montefiore Health System, Bronx, NY
| | - Ulrich Steidl
- Albert Einstein College of Medicine - Montefiore Health System, Bronx, NY
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26
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Proteomics of resistance to Notch1 inhibition in acute lymphoblastic leukemia reveals targetable kinase signatures. Nat Commun 2021; 12:2507. [PMID: 33947863 PMCID: PMC8097059 DOI: 10.1038/s41467-021-22787-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Accepted: 03/29/2021] [Indexed: 01/01/2023] Open
Abstract
Notch1 is a crucial oncogenic driver in T-cell acute lymphoblastic leukemia (T-ALL), making it an attractive therapeutic target. However, the success of targeted therapy using γ-secretase inhibitors (GSIs), small molecules blocking Notch cleavage and subsequent activation, has been limited due to development of resistance, thus restricting its clinical efficacy. Here, we systematically compare GSI resistant and sensitive cell states by quantitative mass spectrometry-based phosphoproteomics, using complementary models of resistance, including T-ALL patient-derived xenografts (PDX) models. Our datasets reveal common mechanisms of GSI resistance, including a distinct kinase signature that involves protein kinase C delta. We demonstrate that the PKC inhibitor sotrastaurin enhances the anti-leukemic activity of GSI in PDX models and completely abrogates the development of acquired GSI resistance in vitro. Overall, we highlight the potential of proteomics to dissect alterations in cellular signaling and identify druggable pathways in cancer. NOTCH1 is a driver of T-cell acute lymphoblastic leukemia that can be inhibited by γ-secretase inhibitors (GSIs), but their clinical efficacy is limited. Here, the authors compare the phosphoproteomes of GSI resistant and sensitive models, and identify potential kinase targets to overcome GSI resistance.
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27
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Afanasyeva EA, Gartlgruber M, Ryl T, Decaesteker B, Denecker G, Mönke G, Toprak UH, Florez A, Torkov A, Dreidax D, Herrmann C, Okonechnikov K, Ek S, Sharma AK, Sagulenko V, Speleman F, Henrich KO, Westermann F. Kalirin-RAC controls nucleokinetic migration in ADRN-type neuroblastoma. Life Sci Alliance 2021; 4:e201900332. [PMID: 33658318 PMCID: PMC8017594 DOI: 10.26508/lsa.201900332] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2019] [Revised: 02/12/2021] [Accepted: 02/17/2021] [Indexed: 12/12/2022] Open
Abstract
The migrational propensity of neuroblastoma is affected by cell identity, but the mechanisms behind the divergence remain unknown. Using RNAi and time-lapse imaging, we show that ADRN-type NB cells exhibit RAC1- and kalirin-dependent nucleokinetic (NUC) migration that relies on several integral components of neuronal migration. Inhibition of NUC migration by RAC1 and kalirin-GEF1 inhibitors occurs without hampering cell proliferation and ADRN identity. Using three clinically relevant expression dichotomies, we reveal that most of up-regulated mRNAs in RAC1- and kalirin-GEF1-suppressed ADRN-type NB cells are associated with low-risk characteristics. The computational analysis shows that, in a context of overall gene set poverty, the upregulomes in RAC1- and kalirin-GEF1-suppressed ADRN-type cells are a batch of AU-rich element-containing mRNAs, which suggests a link between NUC migration and mRNA stability. Gene set enrichment analysis-based search for vulnerabilities reveals prospective weak points in RAC1- and kalirin-GEF1-suppressed ADRN-type NB cells, including activities of H3K27- and DNA methyltransferases. Altogether, these data support the introduction of NUC inhibitors into cancer treatment research.
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Affiliation(s)
- Elena A Afanasyeva
- Department of Neuroblastoma Genomics, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
| | - Moritz Gartlgruber
- Department of Neuroblastoma Genomics, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
| | - Tatsiana Ryl
- Department of Neurosurgery, University of Duisburg Essen, Essen, Germany
| | - Bieke Decaesteker
- Center for Medical Genetics, Ghent University, and Cancer Research Institute Ghent, Ghent, Belgium
| | - Geertrui Denecker
- Center for Medical Genetics, Ghent University, and Cancer Research Institute Ghent, Ghent, Belgium
| | - Gregor Mönke
- European Molecular Biology Laboratories, Heidelberg, Germany
| | - Umut H Toprak
- Department of Neuroblastoma Genomics, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
| | - Andres Florez
- Department of Neuroblastoma Genomics, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
- Center for Systems Biology, Faculty of Arts and Sciences, Harvard University, Cambridge, MA, USA
| | - Alica Torkov
- Department of Neuroblastoma Genomics, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
| | - Daniel Dreidax
- Department of Neuroblastoma Genomics, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
| | - Carl Herrmann
- Group of Cancer Regulatory Genomics B086, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Konstantin Okonechnikov
- Department of Pediatric Neurooncology, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
| | - Sara Ek
- Department of Immunotechnology, CREATE Health, Faculty of Engineering, Lund University, Lund, Sweden
| | - Ashwini Kumar Sharma
- Institute for Pharmacy and Molecular Biotechnology and BioQuant, Heidelberg University, Heidelberg, Germany
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Vitaliya Sagulenko
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Frank Speleman
- Center for Medical Genetics, Ghent University, and Cancer Research Institute Ghent, Ghent, Belgium
| | - Kai-Oliver Henrich
- Department of Neuroblastoma Genomics, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
| | - Frank Westermann
- Department of Neuroblastoma Genomics, Hopp-Children's Cancer Center at the (NCT) Nationales Centrum für Tumorerkrankungen Heidelberg (KiTZ), Heidelberg, Germany
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28
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Resistance of Hypoxic Cells to Ionizing Radiation Is Mediated in Part via Hypoxia-Induced Quiescence. Cells 2021; 10:cells10030610. [PMID: 33801903 PMCID: PMC7998378 DOI: 10.3390/cells10030610] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 03/06/2021] [Accepted: 03/08/2021] [Indexed: 12/19/2022] Open
Abstract
Double strand breaks (DSBs) are highly toxic to a cell, a property that is exploited in radiation therapy. A critical component for the damage induction is cellular oxygen, making hypoxic tumor areas refractory to the efficacy of radiation treatment. During a fractionated radiation regimen, these hypoxic areas can be re-oxygenated. Nonetheless, hypoxia still constitutes a negative prognostic factor for the patient’s outcome. We hypothesized that this might be attributed to specific hypoxia-induced cellular traits that are maintained upon reoxygenation. Here, we show that reoxygenation of hypoxic non-transformed RPE-1 cells fully restored induction of DSBs but the cells remain radioresistant as a consequence of hypoxia-induced quiescence. With the use of the cell cycle indicators (FUCCI), cell cycle-specific radiation sensitivity, the cell cycle phase duration with live cell imaging, and single cell tracing were assessed. We observed that RPE-1 cells experience a longer G1 phase under hypoxia and retain a large fraction of cells that are non-cycling. Expression of HPV oncoprotein E7 prevents hypoxia-induced quiescence and abolishes the radioprotective effect. In line with this, HPV-negative cancer cell lines retain radioresistance, while HPV-positive cancer cell lines are radiosensitized upon reoxygenation. Quiescence induction in hypoxia and its HPV-driven prevention was observed in 3D multicellular spheroids. Collectively, we identify a new hypoxia-dependent radioprotective phenotype due to hypoxia-induced quiescence that accounts for a global decrease in radiosensitivity that can be retained upon reoxygenation and is absent in cells expressing oncoprotein E7.
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29
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Ofori S, Gukathasan S, Awuah SG. Gold-Based Pharmacophore Inhibits Intracellular MYC Protein. Chemistry 2021; 27:4168-4175. [PMID: 33275307 PMCID: PMC8605874 DOI: 10.1002/chem.202004962] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Revised: 12/03/2020] [Indexed: 12/13/2022]
Abstract
Direct targeting of intrinsically disordered proteins, including MYC, by small molecules for biomedical applications would resolve a longstanding issue in chemical biology and medicine. Thus, we developed gold-based small-molecule MYC reagents that engage MYC inside cells and modulate MYC transcriptional activity. Lead compounds comprise an affinity ligand and a gold(I) or gold(III) warhead capable of protein chemical modification. Cell-based MYC target engagement studies via CETSA and co-immunoprecipitation reveal specific interaction of compounds with MYC in cells. The lead gold(I) reagent, 1, demonstrates superior cell-killing potential (up to 35-fold) in a MYC-dependent manner when compared to 10058-F4 in cells including the TNBC, MDA-MB-231. Subsequently, 1 suppresses MYC transcription factor activity via functional colorimetric assays, and gene-profiling using whole-cell transcriptomics reveals significant modulation of MYC target genes by 1. These findings point to metal-mediated ligand affinity chemistry (MLAC) based on gold as a promising strategy to develop chemical probes and anticancer therapeutics targeting MYC.
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Affiliation(s)
- Samuel Ofori
- Department of Chemistry, University of Kentucky, 505 Rose Street, Lexington Kentucky, 40506
| | - Sailajah Gukathasan
- Department of Chemistry, University of Kentucky, 505 Rose Street, Lexington Kentucky, 40506
| | - Samuel G. Awuah
- Department of Chemistry, University of Kentucky, 505 Rose Street, Lexington Kentucky, 40506
- Center for Pharmaceutical and Research Innovation, College of Pharmacy, Department of Pharmaceutical Sciences, University of Kentucky, Lexington Kentucky, 40536
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30
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Hartlieb SA, Sieverling L, Nadler-Holly M, Ziehm M, Toprak UH, Herrmann C, Ishaque N, Okonechnikov K, Gartlgruber M, Park YG, Wecht EM, Savelyeva L, Henrich KO, Rosswog C, Fischer M, Hero B, Jones DTW, Pfaff E, Witt O, Pfister SM, Volckmann R, Koster J, Kiesel K, Rippe K, Taschner-Mandl S, Ambros P, Brors B, Selbach M, Feuerbach L, Westermann F. Alternative lengthening of telomeres in childhood neuroblastoma from genome to proteome. Nat Commun 2021; 12:1269. [PMID: 33627664 PMCID: PMC7904810 DOI: 10.1038/s41467-021-21247-8] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Accepted: 01/13/2021] [Indexed: 02/08/2023] Open
Abstract
Telomere maintenance by telomerase activation or alternative lengthening of telomeres (ALT) is a major determinant of poor outcome in neuroblastoma. Here, we screen for ALT in primary and relapsed neuroblastomas (n = 760) and characterize its features using multi-omics profiling. ALT-positive tumors are molecularly distinct from other neuroblastoma subtypes and enriched in a population-based clinical sequencing study cohort for relapsed cases. They display reduced ATRX/DAXX complex abundance, due to either ATRX mutations (55%) or low protein expression. The heterochromatic histone mark H3K9me3 recognized by ATRX is enriched at the telomeres of ALT-positive tumors. Notably, we find a high frequency of telomeric repeat loci with a neuroblastoma ALT-specific hotspot on chr1q42.2 and loss of the adjacent chromosomal segment forming a neo-telomere. ALT-positive neuroblastomas proliferate slowly, which is reflected by a protracted clinical course of disease. Nevertheless, children with an ALT-positive neuroblastoma have dismal outcome.
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Affiliation(s)
- Sabine A Hartlieb
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Neuroblastoma Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Faculty of Biosciences, Heidelberg University, Heidelberg, Germany
| | - Lina Sieverling
- Faculty of Biosciences, Heidelberg University, Heidelberg, Germany
- Applied Bioinformatics, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
- Division of Translational Medical Oncology, National Center for Tumor Diseases (NCT), Heidelberg, Germany
| | - Michal Nadler-Holly
- Proteome Dynamics, Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Matthias Ziehm
- Proteome Dynamics, Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Umut H Toprak
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Neuroblastoma Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Carl Herrmann
- Health Data Science Unit, Medical Faculty Heidelberg and BioQuant, Heidelberg, Germany
| | - Naveed Ishaque
- Digital Health Centre, Berlin Institute of Health (BIH), Berlin, Germany
- Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Konstantin Okonechnikov
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Moritz Gartlgruber
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Neuroblastoma Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Young-Gyu Park
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Neuroblastoma Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Elisa Maria Wecht
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Neuroblastoma Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Larissa Savelyeva
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Neuroblastoma Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Kai-Oliver Henrich
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Neuroblastoma Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Carolina Rosswog
- Department of Experimental Pediatric Oncology, University Children's Hospital of Cologne, Medical Faculty, Cologne, Germany
| | - Matthias Fischer
- Department of Experimental Pediatric Oncology, University Children's Hospital of Cologne, Medical Faculty, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
- Department of Pediatric Oncology and Hematology, University of Cologne, Cologne, Germany
| | - Barbara Hero
- Department of Pediatric Oncology and Hematology, University of Cologne, Cologne, Germany
| | - David T W Jones
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Pediatric Glioma Research Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Elke Pfaff
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, University Hospital, Heidelberg, Germany
| | - Olaf Witt
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, University Hospital, Heidelberg, Germany
- Clinical Cooperation Unit Pediatric Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Stefan M Pfister
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, University Hospital, Heidelberg, Germany
| | - Richard Volckmann
- Department of Oncogenomics Amsterdam University Medical Centers (AUMC), Amsterdam, the Netherlands
| | - Jan Koster
- Department of Oncogenomics Amsterdam University Medical Centers (AUMC), Amsterdam, the Netherlands
| | - Katharina Kiesel
- Chromatin Networks, German Cancer Research Center (DKFZ) and BioQuant, Heidelberg, Germany
| | - Karsten Rippe
- Chromatin Networks, German Cancer Research Center (DKFZ) and BioQuant, Heidelberg, Germany
| | | | - Peter Ambros
- CCRI, St Anna Children's Cancer Research Institute, Vienna, Austria
| | - Benedikt Brors
- Applied Bioinformatics, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Matthias Selbach
- Proteome Dynamics, Max Delbrück Center for Molecular Medicine, Berlin, Germany
- Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Lars Feuerbach
- Applied Bioinformatics, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Frank Westermann
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany.
- Neuroblastoma Genomics, German Cancer Research Center (DKFZ), Heidelberg, Germany.
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31
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Venkatachalapathy H, Azarin SM, Sarkar CA. Trajectory-based energy landscapes of gene regulatory networks. Biophys J 2021; 120:687-698. [PMID: 33453275 DOI: 10.1016/j.bpj.2020.11.2279] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 10/31/2020] [Accepted: 11/11/2020] [Indexed: 12/31/2022] Open
Abstract
Multistability and natural biological variability can result in significant heterogeneity within a cell population, leading to challenges in understanding and modulating cell behavior. Energy landscapes can offer qualitatively intuitive visualizations of cell phenotype and facilitate a more quantitative understanding of cellular dynamics, but current methods for landscape generation are mathematically involved and often require specific system properties (e.g., ergodicity or independent gene/protein probability distributions) that do not always hold. Here, we present a simple kinetic Monte Carlo-based method for landscape generation from a system of ordinary differential equations using only simulation trajectories initialized throughout the phase space of interest. The resulting landscape produces three quantitative features relevant to understanding cell behavior: stability (reflected by the depth or potential of landscape valleys), velocity (representing average directional movement on the landscape), and variance in velocity (indicative of landscape positions with heterogeneous movements). We applied this method to a genetic toggle switch, a core decision-making network in binary cellular responses, to elucidate effects of biologically relevant intrinsic and extrinsic cues. Intrinsic noise, such as stochasticity in transcription-translation and differences in cell cycle position, manifests through changes in valley width and position, reflecting increased population heterogeneity and more probabilistic cell fate transitions. The landscapes also capture the effect of an external inducer, revealing a quantitative correlation between the rate of cell fate transition and the energy barrier above a threshold inducer concentration determined by the permissivity of the valley. Further, in tracking dynamically changing landscapes under time-varying external cues, we unexpectedly found that an oscillatory inducer input can modulate cell fate heterogeneity and lead to periodic cell fate transitions entrained to the input frequency, depending on the intrinsic degradation rate of the switch. The landscape generation approach outlined herein is generalizable to other network topologies and may provide new quantitative insights into their dynamics.
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Affiliation(s)
- Harish Venkatachalapathy
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota
| | - Samira M Azarin
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, Minnesota
| | - Casim A Sarkar
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, Minnesota.
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32
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Gartlgruber M, Sharma AK, Quintero A, Dreidax D, Jansky S, Park YG, Kreth S, Meder J, Doncevic D, Saary P, Toprak UH, Ishaque N, Afanasyeva E, Wecht E, Koster J, Versteeg R, Grünewald TGP, Jones DTW, Pfister SM, Henrich KO, van Nes J, Herrmann C, Westermann F. Super enhancers define regulatory subtypes and cell identity in neuroblastoma. NATURE CANCER 2021; 2:114-128. [PMID: 35121888 DOI: 10.1038/s43018-020-00145-w] [Citation(s) in RCA: 77] [Impact Index Per Article: 25.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Accepted: 10/19/2020] [Indexed: 02/07/2023]
Abstract
Half of the children diagnosed with neuroblastoma (NB) have high-risk disease, disproportionately contributing to overall childhood cancer-related deaths. In addition to recurrent gene mutations, there is increasing evidence supporting the role of epigenetic deregulation in disease pathogenesis. Yet, comprehensive cis-regulatory network descriptions from NB are lacking. Here, using genome-wide H3K27ac profiles across 60 NBs, covering the different clinical and molecular subtypes, we identified four major super-enhancer-driven epigenetic subtypes and their underlying master regulatory networks. Three of these subtypes recapitulated known clinical groups; namely, MYCN-amplified, MYCN non-amplified high-risk and MYCN non-amplified low-risk NBs. The fourth subtype, exhibiting mesenchymal characteristics, shared cellular identity with multipotent Schwann cell precursors, was induced by RAS activation and was enriched in relapsed disease. Notably, CCND1, an essential gene in NB, was regulated by both mesenchymal and adrenergic regulatory networks converging on distinct super-enhancer modules. Overall, this study reveals subtype-specific super-enhancer regulation in NBs.
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Affiliation(s)
- Moritz Gartlgruber
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Ashwini Kumar Sharma
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
- Health Data Science Unit, Medical Faculty Heidelberg and BioQuant, Heidelberg, Germany
| | - Andrés Quintero
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
- Health Data Science Unit, Medical Faculty Heidelberg and BioQuant, Heidelberg, Germany
| | - Daniel Dreidax
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Selina Jansky
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Young-Gyu Park
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Sina Kreth
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Johanna Meder
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Daria Doncevic
- Health Data Science Unit, Medical Faculty Heidelberg and BioQuant, Heidelberg, Germany
| | - Paul Saary
- Health Data Science Unit, Medical Faculty Heidelberg and BioQuant, Heidelberg, Germany
| | - Umut H Toprak
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Naveed Ishaque
- Center for Digital Health, Berlin Institute of Health and Charité Universitätsmedizin Berlin, Berlin, Germany
| | - Elena Afanasyeva
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Elisa Wecht
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Jan Koster
- Department of Oncogenomics, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Rogier Versteeg
- Department of Oncogenomics, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Thomas G P Grünewald
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Translational Pediatric Sarcoma Research, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
| | - David T W Jones
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Pediatric Glioma Research Group, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Stefan M Pfister
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital and Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
| | - Kai-Oliver Henrich
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany
| | - Johan van Nes
- Department of Oncogenomics, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Carl Herrmann
- Health Data Science Unit, Medical Faculty Heidelberg and BioQuant, Heidelberg, Germany.
| | - Frank Westermann
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
- Division of Neuroblastoma Genomics, German Cancer Research Center, Heidelberg, Germany.
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33
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Karpov DS, Spirin PV, Zheltukhin AO, Tutyaeva VV, Zinovieva OL, Grineva EN, Matrosova VA, Krasnov GS, Snezhkina AV, Kudryavtseva AV, Prassolov VS, Mashkova TD, Lisitsyn NA. LINC00973 Induces Proliferation Arrest of Drug-Treated Cancer Cells by Preventing p21 Degradation. Int J Mol Sci 2020; 21:ijms21218322. [PMID: 33171937 PMCID: PMC7664178 DOI: 10.3390/ijms21218322] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 10/31/2020] [Accepted: 11/04/2020] [Indexed: 12/21/2022] Open
Abstract
Overcoming drug resistance of cancer cells is the major challenge in molecular oncology. Here, we demonstrate that long non-coding RNA LINC00973 is up-regulated in normal and cancer cells of different origins upon treatment with different chemotherapeutics. Bioinformatics analysis shows that this is a consequence of DNA damage response pathway activation or mitotic arrest. Knockdown of LINC0973 decreases p21 levels, activates cellular proliferation of cancer cells, and suppresses apoptosis of drug-treated cells. We have found that LINC00973 strongly increases p21 protein content, possibly by blocking its degradation. Besides, we have found that ectopic over-expression of LINC00973 inhibits formation of the pro-survival p53-Ser15-P isoform, which preserves chromosome integrity. These results might open a new approach to the development of more efficient anti-cancer drugs.
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Affiliation(s)
- Dmitry S. Karpov
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhard Institute of Molecular Biology, 111991 Moscow, Russia
| | - Pavel V. Spirin
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhard Institute of Molecular Biology, 111991 Moscow, Russia
| | - Andrey O. Zheltukhin
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhard Institute of Molecular Biology, 111991 Moscow, Russia
| | - Vera V. Tutyaeva
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhard Institute of Molecular Biology, 111991 Moscow, Russia
| | - Olga L. Zinovieva
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
| | - Evgenia N. Grineva
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
| | - Vera A. Matrosova
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
| | - George S. Krasnov
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhard Institute of Molecular Biology, 111991 Moscow, Russia
| | - Anastasiya V. Snezhkina
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhard Institute of Molecular Biology, 111991 Moscow, Russia
| | - Anna V. Kudryavtseva
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhard Institute of Molecular Biology, 111991 Moscow, Russia
| | - Vladimir S. Prassolov
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhard Institute of Molecular Biology, 111991 Moscow, Russia
| | - Tamara D. Mashkova
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
| | - Nikolai A. Lisitsyn
- Engelhard Institute of Molecular Biology, Russian Academy of Sciences, 111991 Moscow, Russia; (D.S.K.); (P.V.S.); (A.O.Z.); (V.V.T.); (O.L.Z.); (E.N.G.); (V.A.M.); (G.S.K.); (A.V.S.); (A.V.K.); (V.S.P.); (T.D.M.)
- Correspondence: ; Tel.: +7-916-531-2672
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A Computational Framework for Prediction and Analysis of Cancer Signaling Dynamics from RNA Sequencing Data-Application to the ErbB Receptor Signaling Pathway. Cancers (Basel) 2020; 12:cancers12102878. [PMID: 33036375 PMCID: PMC7650612 DOI: 10.3390/cancers12102878] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 09/24/2020] [Accepted: 09/24/2020] [Indexed: 02/06/2023] Open
Abstract
Simple Summary Temporal signaling dynamics are important for controlling the fate decisions of mammalian cells. In this study, we developed BioMASS, a computational platform for prediction and analysis of signaling dynamics using RNA-sequencing gene expression data. We first constructed a detailed mechanistic model of early transcriptional regulation mediated by ErbB receptor signaling pathway. After training the model parameters against phosphoprotein time-course datasets obtained from breast cancer cell lines, the model successfully predicted signaling activities of another untrained cell line. The result indicates that the parameters of molecular interactions in these different cell types are not particularly unique to the cell type, and the expression levels of the components of the signaling network are sufficient to explain the complex dynamics of the networks. Our method can be further expanded to predict signaling activity from clinical gene expression data for in silico drug screening for personalized medicine. Abstract A current challenge in systems biology is to predict dynamic properties of cell behaviors from public information such as gene expression data. The temporal dynamics of signaling molecules is critical for mammalian cell commitment. We hypothesized that gene expression levels are tightly linked with and quantitatively control the dynamics of signaling networks regardless of the cell type. Based on this idea, we developed a computational method to predict the signaling dynamics from RNA sequencing (RNA-seq) gene expression data. We first constructed an ordinary differential equation model of ErbB receptor → c-Fos induction using a newly developed modeling platform BioMASS. The model was trained with kinetic parameters against multiple breast cancer cell lines using autologous RNA-seq data obtained from the Cancer Cell Line Encyclopedia (CCLE) as the initial values of the model components. After parameter optimization, the model proceeded to prediction in another untrained breast cancer cell line. As a result, the model learned the parameters from other cells and was able to accurately predict the dynamics of the untrained cells using only the gene expression data. Our study suggests that gene expression levels of components within the ErbB network, rather than rate constants, can explain the cell-specific signaling dynamics, therefore playing an important role in regulating cell fate.
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35
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Abstract
Time-lapse imaging reveals a nuanced role for p21 in cancer cells challenged with chemotherapeutic drugs: cells with either high or low p21 are biased toward senescence, whereas intermediate p21 allows cells to re-enter the cell cycle after drug treatment.
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Affiliation(s)
- Humza M Ashraf
- Department of Biochemistry and BioFrontiers Institute, University of Colorado Boulder, Boulder, CO, USA
| | - Justin Moser
- Department of Biochemistry and BioFrontiers Institute, University of Colorado Boulder, Boulder, CO, USA
| | - Sabrina L Spencer
- Department of Biochemistry and BioFrontiers Institute, University of Colorado Boulder, Boulder, CO, USA.
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36
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Rohrberg J, Van de Mark D, Amouzgar M, Lee JV, Taileb M, Corella A, Kilinc S, Williams J, Jokisch ML, Camarda R, Balakrishnan S, Shankar R, Zhou A, Chang AN, Chen B, Rugo HS, Dumont S, Goga A. MYC Dysregulates Mitosis, Revealing Cancer Vulnerabilities. Cell Rep 2020; 30:3368-3382.e7. [PMID: 32160543 PMCID: PMC7085414 DOI: 10.1016/j.celrep.2020.02.041] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 11/18/2019] [Accepted: 02/06/2020] [Indexed: 12/13/2022] Open
Abstract
Tumors that overexpress the MYC oncogene are frequently aneuploid, a state associated with highly aggressive cancers and tumor evolution. However, how MYC causes aneuploidy is not well understood. Here, we show that MYC overexpression induces mitotic spindle assembly defects and chromosomal instability (CIN) through effects on microtubule nucleation and organization. Attenuating MYC expression reverses mitotic defects, even in established tumor cell lines, indicating an ongoing role for MYC in CIN. MYC reprograms mitotic gene expression, and we identify TPX2 to be permissive for spindle assembly in MYC-high cells. TPX2 depletion blocks mitotic progression, induces cell death, and prevents tumor growth. Further elevating TPX2 expression reduces mitotic defects in MYC-high cells. MYC and TPX2 expression may be useful biomarkers to stratify patients for anti-mitotic therapies. Our studies implicate MYC as a regulator of mitosis and suggest that blocking MYC activity can attenuate the emergence of CIN and tumor evolution.
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Affiliation(s)
- Julia Rohrberg
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA.
| | - Daniel Van de Mark
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Meelad Amouzgar
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Joyce V Lee
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Moufida Taileb
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Alexandra Corella
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Seda Kilinc
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Jeremy Williams
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA; Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Marie-Lena Jokisch
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Roman Camarda
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA; Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Sanjeev Balakrishnan
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Rama Shankar
- Department of Pediatrics and Human Development and Department of Pharmacology and Toxicology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA
| | - Alicia Zhou
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | | | - Bin Chen
- Department of Pediatrics and Human Development and Department of Pharmacology and Toxicology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA
| | - Hope S Rugo
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Sophie Dumont
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Andrei Goga
- Department of Cell & Tissue Biology, University of California, San Francisco, San Francisco, CA, USA; Department of Medicine, University of California, San Francisco, San Francisco, CA, USA.
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37
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Granada AE, Jiménez A, Stewart-Ornstein J, Blüthgen N, Reber S, Jambhekar A, Lahav G. The effects of proliferation status and cell cycle phase on the responses of single cells to chemotherapy. Mol Biol Cell 2020; 31:845-857. [PMID: 32049575 PMCID: PMC7185964 DOI: 10.1091/mbc.e19-09-0515] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Abstract
DNA-damaging chemotherapeutics are widely used in cancer treatments, but for solid tumors they often leave a residual tumor-cell population. Here we investigated how cellular states might affect the response of individual cells in a clonal population to cisplatin, a DNA-damaging chemotherapeutic agent. Using a live-cell reporter of cell cycle phase and long-term imaging, we monitored single-cell proliferation before, at the time of, and after treatment. We found that in response to cisplatin, cells either arrested or died, and the ratio of these outcomes depended on the dose. While we found that the cell cycle phase at the time of cisplatin addition was not predictive of outcome, the proliferative history of the cell was: highly proliferative cells were more likely to arrest than to die, whereas slowly proliferating cells showed a higher probability of death. Information theory analysis revealed that the dose of cisplatin had the greatest influence on the cells’ decisions to arrest or die, and that the proliferation status interacted with the cisplatin dose to further guide this decision. These results show an unexpected effect of proliferation status in regulating responses to cisplatin and suggest that slowly proliferating cells within tumors may be acutely vulnerable to chemotherapy.
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Affiliation(s)
- Adrián E Granada
- IRI Life Sciences, Humboldt University Berlin, 10115 Berlin, Germany.,Department of Systems Biology, Harvard Medical School, Boston, MA 02115
| | - Alba Jiménez
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115
| | - Jacob Stewart-Ornstein
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115.,Department of Computational and Systems Biology, University of Pittsburgh Medical School, Pittsburgh, PA 15260
| | - Nils Blüthgen
- IRI Life Sciences, Humboldt University Berlin, 10115 Berlin, Germany.,Institute of Pathology, Charité Universitätsmedizin Berlin, 10117 Berlin, Germany.,German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), 69120 -Heidelberg, Germany.,Berlin Institute of Health (BIH), 10178 Berlin, Germany
| | - Simone Reber
- IRI Life Sciences, Humboldt University Berlin, 10115 Berlin, Germany.,University of Applied Sciences Berlin, 13353 Berlin, Germany
| | - Ashwini Jambhekar
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115
| | - Galit Lahav
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115
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38
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Kuchen EE, Becker NB, Claudino N, Höfer T. Hidden long-range memories of growth and cycle speed correlate cell cycles in lineage trees. eLife 2020; 9:e51002. [PMID: 31971512 PMCID: PMC7018508 DOI: 10.7554/elife.51002] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Accepted: 01/22/2020] [Indexed: 12/22/2022] Open
Abstract
Cell heterogeneity may be caused by stochastic or deterministic effects. The inheritance of regulators through cell division is a key deterministic force, but identifying inheritance effects in a systematic manner has been challenging. Here, we measure and analyze cell cycles in deep lineage trees of human cancer cells and mouse embryonic stem cells and develop a statistical framework to infer underlying rules of inheritance. The observed long-range intra-generational correlations in cell-cycle duration, up to second cousins, seem paradoxical because ancestral correlations decay rapidly. However, this correlation pattern is naturally explained by the inheritance of both cell size and cell-cycle speed over several generations, provided that cell growth and division are coupled through a minimum-size checkpoint. This model correctly predicts the effects of inhibiting cell growth or cycle progression. In sum, we show how fluctuations of cell cycles across lineage trees help in understanding the coordination of cell growth and division.
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Affiliation(s)
- Erika E Kuchen
- Theoretical Systems BiologyGerman Cancer Research Center (DKFZ)HeidelbergGermany
- Bioquant CenterUniversity of HeidelbergHeidelbergGermany
| | - Nils B Becker
- Theoretical Systems BiologyGerman Cancer Research Center (DKFZ)HeidelbergGermany
- Bioquant CenterUniversity of HeidelbergHeidelbergGermany
| | - Nina Claudino
- Theoretical Systems BiologyGerman Cancer Research Center (DKFZ)HeidelbergGermany
- Bioquant CenterUniversity of HeidelbergHeidelbergGermany
| | - Thomas Höfer
- Theoretical Systems BiologyGerman Cancer Research Center (DKFZ)HeidelbergGermany
- Bioquant CenterUniversity of HeidelbergHeidelbergGermany
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39
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Yanishevski D, McCarville MB, Doubrovin M, Spiegl HR, Zhao X, Lu Z, Federico SM, Furman WL, Murphy AJ, Davidoff AM. Impact of MYCN status on response of high-risk neuroblastoma to neoadjuvant chemotherapy. J Pediatr Surg 2020; 55:130-134. [PMID: 31685267 DOI: 10.1016/j.jpedsurg.2019.09.067] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2019] [Accepted: 09/29/2019] [Indexed: 10/25/2022]
Abstract
BACKGROUND/PURPOSE MYCN-amplification in neuroblastoma is associated with an aggressive clinical phenotype. We evaluated the association of MYCN amplification with tumor response to neoadjuvant chemotherapy. METHODS Primary tumor response, assessed by percentage volume change on CT scan and degree of tumor resection, assessed by the operating surgeon, were retrospectively compared in 84 high-risk neuroblastoma patients. There were thirty-four (40%) with MYCN-amplified tumors and fifty (60%) with non-amplified tumors treated at our institution from 1999 to 2016. Metastatic disease response was assessed on MIBG scan by change in Curie score. RESULTS MYCN-amplification was associated with a greater mean percentage reduction in primary tumor volume after neoadjuvant chemotherapy (72.27% versus 46.83% [non-amplified tumors], p = 0.001). The percentage of patients with a Curie score > 2 at diagnosis who then had a score ≤ 2 after neoadjuvant chemotherapy was not significantly different (8 [61.5%] and 8 [34.8%], respectively, p = 0.37). Twenty-eight (85.7%) patients with MYCN-amplification had ≥90% surgical resection compared to 45 (91.84%) patients with non-amplified tumors (p = 0.303). CONCLUSIONS MYCN-amplification in high-risk neuroblastoma was associated with a better response of the primary tumor to neoadjuvant chemotherapy, but not metastatic sites, than in patients with non-amplified tumors. This did not significantly impact the ability to resect ≥90% of the primary tumor/locoregional disease. TYPE OF STUDY Treatment Study LEVEL OF EVIDENCE: Level III.
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Affiliation(s)
- David Yanishevski
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN; College of Medicine, University of Tennessee Health Science Center, Memphis, TN
| | - M Beth McCarville
- Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis,TN
| | - Mikhail Doubrovin
- Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis,TN
| | - Hannah R Spiegl
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN; College of Medicine, University of Tennessee Health Science Center, Memphis, TN
| | - Xiwen Zhao
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN
| | - Zhaohua Lu
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN
| | - Sara M Federico
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN
| | - Wayne L Furman
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN
| | - Andrew J Murphy
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN; Division of Pediatric Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, TN
| | - Andrew M Davidoff
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN; Division of Pediatric Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, TN.
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40
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Zhang J, Zhu W, Wang Q, Gu J, Huang LF, Sun X. Differential regulatory network-based quantification and prioritization of key genes underlying cancer drug resistance based on time-course RNA-seq data. PLoS Comput Biol 2019; 15:e1007435. [PMID: 31682596 PMCID: PMC6827891 DOI: 10.1371/journal.pcbi.1007435] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Accepted: 09/24/2019] [Indexed: 12/22/2022] Open
Abstract
Drug resistance is a major cause for the failure of cancer chemotherapy or targeted therapy. However, the molecular regulatory mechanisms controlling the dynamic evolvement of drug resistance remain poorly understood. Thus, it is important to develop methods for identifying key gene regulatory mechanisms of the resistance to specific drugs. In this study, we developed a data-driven computational framework, DryNetMC, using a differential regulatory network-based modeling and characterization strategy to quantify and prioritize key genes underlying cancer drug resistance. The DryNetMC does not only infer gene regulatory networks (GRNs) via an integrated approach, but also characterizes and quantifies dynamical network properties for measuring node importance. We used time-course RNA-seq data from glioma cells treated with dbcAMP (a cAMP activator) as a realistic case to reconstruct the GRNs for sensitive and resistant cells. Based on a novel node importance index that comprehensively quantifies network topology, network entropy and expression dynamics, the top ranked genes were verified to be predictive of the drug sensitivities of different glioma cell lines, in comparison with other existing methods. The proposed method provides a quantitative approach to gain insights into the dynamic adaptation and regulatory mechanisms of cancer drug resistance and sheds light on the design of novel biomarkers or targets for predicting or overcoming drug resistance.
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Affiliation(s)
- Jiajun Zhang
- School of Mathematics, Sun Yat-Sen University, Guangzhou, China
| | - Wenbo Zhu
- Department of Pharmacology, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China
| | - Qianliang Wang
- School of Mathematics, Sun Yat-Sen University, Guangzhou, China
| | - Jiayu Gu
- Department of Pharmacology, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China
| | - L. Frank Huang
- Brain Tumor Center, Division of Experimental Hematology and Cancer Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, United States of America
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States of America
| | - Xiaoqiang Sun
- Department of Medical Informatics, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China; Key Laboratory of Tropical Disease Control (Sun Yat-Sen University), Chinese Ministry of Education, Guangzhou, Guangdong, China
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41
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Krenning L, van den Berg J, Medema RH. Life or Death after a Break: What Determines the Choice? Mol Cell 2019; 76:346-358. [PMID: 31561953 DOI: 10.1016/j.molcel.2019.08.023] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Revised: 08/19/2019] [Accepted: 08/26/2019] [Indexed: 01/22/2023]
Abstract
DNA double-strand breaks (DSBs) pose a constant threat to genomic integrity. Such DSBs need to be repaired to preserve homeostasis at both the cellular and organismal levels. Hence, the DNA damage response (DDR) has evolved to repair these lesions and limit their toxicity. The initiation of DNA repair depends on the activation of the DDR, and we know that the strength of DDR signaling may differentially affect cellular viability. However, we do not fully understand what determines the cytotoxicity of a DSB. Recent work has identified genomic location, (in)correct DNA repair pathway usage, and cell-cycle position as contributors to DSB-induced cytotoxicity. In this review, we discuss how these determinants affect cytotoxicity, highlight recent discoveries, and identify open questions that could help to improve our understanding about cell fate decisions after a DNA DSB.
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Affiliation(s)
- Lenno Krenning
- Division of Cell Biology, Oncode Institute, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Jeroen van den Berg
- Division of Cell Biology, Oncode Institute, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - René H Medema
- Division of Cell Biology, Oncode Institute, Netherlands Cancer Institute, Amsterdam, the Netherlands.
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42
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Harding K, White K. Decoupling developmental apoptosis and neuroblast proliferation in Drosophila. Dev Biol 2019; 456:17-24. [PMID: 31390535 DOI: 10.1016/j.ydbio.2019.08.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2019] [Revised: 08/01/2019] [Accepted: 08/03/2019] [Indexed: 11/25/2022]
Abstract
Cell proliferation and cell death are opposing but fundamental aspects of development that must be tightly controlled to ensure proper tissue organization and organismal health. Developmental apoptosis of abdominal neuroblasts in the Drosophila ventral nerve cord is controlled by multiple upstream spatial and temporal signals, which have also been implicated in control of cell proliferation. It has therefore remained unclear whether developmental apoptosis is linked to active cell proliferation. Previous investigations into this topic have focused on the effect of cell cycle arrests on exogenous induction of apoptosis, and thus have not addressed whether potential effects of the cell cycle lie with the sensing of damage signals or the execution of apoptosis itself. In this report, we show that developmental apoptosis is not inhibited by cell cycle arrest, and that endogenous cell death occurs independently of cell cycle phase. We also find that ectopic neuroblasts rescued from cell death retain the competency to respond to quiescence cues at the end of embryogenesis. In addition, we observe multiple quiescence types in neuroblasts, and we show that cell death mutant embryos display a specific loss of presumptive G2 quiescent abdominal neuroblasts at the end of embryogenesis. This study demonstrates that upstream control of neuroblast proliferation and apoptosis represent independent mechanisms of regulating stem cell fate, and that execution of apoptosis occurs in a cell cycle-independent manner. Our findings also indicate that a subset of G2Q-fated abdominal neuroblasts are eliminated from the embryo through a non-apoptotic mechanism.
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Affiliation(s)
- Katherine Harding
- Massachusetts General Hospital, Cutaneous Biology Research Center, Harvard Medical School, Boston, MA, 02129, USA
| | - Kristin White
- Massachusetts General Hospital, Cutaneous Biology Research Center, Harvard Medical School, Boston, MA, 02129, USA.
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43
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Hsu CH, Altschuler SJ, Wu LF. Patterns of Early p21 Dynamics Determine Proliferation-Senescence Cell Fate after Chemotherapy. Cell 2019; 178:361-373.e12. [PMID: 31204100 DOI: 10.1016/j.cell.2019.05.041] [Citation(s) in RCA: 104] [Impact Index Per Article: 20.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2018] [Revised: 12/27/2018] [Accepted: 05/21/2019] [Indexed: 12/15/2022]
Abstract
Chemotherapy is designed to induce cell death. However, at non-lethal doses, cancer cells can choose to remain proliferative or become senescent. The slow development of senescence makes studying this decision challenging. Here, by analyzing single-cell p21 dynamics before, during, and days after drug treatment, we link three distinct patterns of early p21 dynamics to final cell fate. Surprisingly, while high p21 expression is classically associated with senescence, we find the opposite at early times during drug treatment: most senescence-fated cells express much lower p21 levels than proliferation-fated cells. We demonstrate that these dynamics lead to a p21 "Goldilocks zone" for proliferation, in which modest increases of p21 expression can lead to an undesirable increase of cancer cell proliferation. Our study identifies a counter-intuitive role for early p21 dynamics in the cell-fate decision and pinpoints a source of proliferative cancer cells that can emerge after exposure to non-lethal doses of chemotherapy.
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Affiliation(s)
- Chien-Hsiang Hsu
- Simmons Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Steven J Altschuler
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA.
| | - Lani F Wu
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA.
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44
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Imoto H, Okada M. Signal-dependent regulation of early-response genes and cell cycle: a quantitative view. ACTA ACUST UNITED AC 2019. [DOI: 10.1016/j.coisb.2019.04.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
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45
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Abstract
A quantitative approach that tunes DNA damage strength and observes cell-cycle kinetics in single, unperturbed cells yields a new framework for thinking about cell-cycle checkpoints.
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46
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Abstract
Live-cell imaging demonstrates that a subset of neuroblastoma cells evades chemotherapy-induced death if they are in early G1 phase of the cell cycle at the time of drug treatment and have sufficiently high levels of MYCN.
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Affiliation(s)
- Mansi Arora
- Department of Chemistry and Biochemistry, University of Colorado-Boulder, Boulder, CO 80309, USA
| | - Sabrina L Spencer
- Department of Chemistry and Biochemistry, University of Colorado-Boulder, Boulder, CO 80309, USA.
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47
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Knudsen ES, Pruitt SC, Hershberger PA, Witkiewicz AK, Goodrich DW. Cell Cycle and Beyond: Exploiting New RB1 Controlled Mechanisms for Cancer Therapy. Trends Cancer 2019; 5:308-324. [PMID: 31174843 DOI: 10.1016/j.trecan.2019.03.005] [Citation(s) in RCA: 102] [Impact Index Per Article: 20.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Revised: 03/25/2019] [Accepted: 03/28/2019] [Indexed: 12/14/2022]
Abstract
Recent studies highlight the importance of the RB1 tumor suppressor as a target for cancer therapy. Canonically, RB1 regulates cell cycle progression and represents the downstream target for cyclin-dependent kinase (CDK) 4/6 inhibitors that are in clinical use. However, newly discovered features of the RB1 pathway suggest new therapeutic strategies to counter resistance and improve precision medicine. These therapeutic strategies include deepening cell cycle exit with CDK4/6 inhibitor combinations, selectively targeting tumors that have lost RB1, and expanding therapeutic index by mitigating therapy-associated adverse effects. In addition, RB1 impacts immunological features of tumors and the microenvironment that can enhance sensitivity to immunotherapy. Lastly, RB1 specifies epigenetically determined cell lineage states that are disrupted during therapy resistance and could be re-installed through the direct use of epigenetic therapies. Thus, new opportunities are emerging to improve cancer therapy by exploiting the RB1 pathway.
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Affiliation(s)
- Erik S Knudsen
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; Center for Personalized Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14203, USA.
| | - Steven C Pruitt
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA
| | - Pamela A Hershberger
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; Department of Pharmacology and Therapeutics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14203, USA; Department of Oral Oncology, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14203, USA
| | - Agnieszka K Witkiewicz
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; Center for Personalized Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14203, USA; Department of Pathology, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14203, USA
| | - David W Goodrich
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA; Department of Pharmacology and Therapeutics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14203, USA
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48
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Chao HX, Fakhreddin RI, Shimerov HK, Kedziora KM, Kumar RJ, Perez J, Limas JC, Grant GD, Cook JG, Gupta GP, Purvis JE. Evidence that the human cell cycle is a series of uncoupled, memoryless phases. Mol Syst Biol 2019; 15:e8604. [PMID: 30886052 PMCID: PMC6423720 DOI: 10.15252/msb.20188604] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2018] [Revised: 02/07/2019] [Accepted: 02/08/2019] [Indexed: 01/03/2023] Open
Abstract
The cell cycle is canonically described as a series of four consecutive phases: G1, S, G2, and M. In single cells, the duration of each phase varies, but the quantitative laws that govern phase durations are not well understood. Using time-lapse microscopy, we found that each phase duration follows an Erlang distribution and is statistically independent from other phases. We challenged this observation by perturbing phase durations through oncogene activation, inhibition of DNA synthesis, reduced temperature, and DNA damage. Despite large changes in durations in cell populations, phase durations remained uncoupled in individual cells. These results suggested that the independence of phase durations may arise from a large number of molecular factors that each exerts a minor influence on the rate of cell cycle progression. We tested this model by experimentally forcing phase coupling through inhibition of cyclin-dependent kinase 2 (CDK2) or overexpression of cyclin D. Our work provides an explanation for the historical observation that phase durations are both inherited and independent and suggests how cell cycle progression may be altered in disease states.
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Affiliation(s)
- Hui Xiao Chao
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Curriculum for Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Randy I Fakhreddin
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Hristo K Shimerov
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Katarzyna M Kedziora
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Rashmi J Kumar
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Curriculum in Genetics and Molecular Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Joanna Perez
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Juanita C Limas
- Department of Pharmacology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Gavin D Grant
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jeanette Gowen Cook
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Gaorav P Gupta
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jeremy E Purvis
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Curriculum for Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Curriculum in Genetics and Molecular Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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49
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Min M, Spencer SL. Spontaneously slow-cycling subpopulations of human cells originate from activation of stress-response pathways. PLoS Biol 2019; 17:e3000178. [PMID: 30865623 PMCID: PMC6433297 DOI: 10.1371/journal.pbio.3000178] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Revised: 03/25/2019] [Accepted: 02/20/2019] [Indexed: 01/16/2023] Open
Abstract
Slow-cycling subpopulations exist in bacteria, yeast, and mammalian systems. In the case of cancer, slow-cycling subpopulations have been proposed to give rise to drug resistance. However, the origin of slow-cycling human cells is poorly studied, in large part due to lack of markers to identify these rare cells. Slow-cycling cells pass through a noncycling period marked by low CDK2 activity and high p21 levels. Here, we use this knowledge to isolate these naturally slow-cycling cells from a heterogeneous population and perform RNA sequencing to delineate the transcriptome underlying the slow-cycling state. We show that cellular stress responses—the p53 transcriptional response and the integrated stress response (ISR)—are the most salient causes of spontaneous entry into the slow-cycling state. Finally, we show that cells’ ability to enter the slow-cycling state enhances their survival in stressful conditions. Thus, the slow-cycling state is hardwired to stress responses to promote cellular survival in unpredictable environments. Single-cell time-lapse imaging and transcriptomic analysis reveal why some human cells proliferate more slowly than the majority of the population, with cellular stress responses triggering entry into a slow-cycling state to promote cellular survival in unpredictable environments. Even within a genetically identical population, some cells proliferate more slowly than others. Slow-cycling cells have been implicated in resistance to antibiotics, antifungals, and cancer therapies, yet the origin of the slow-cycling state remains poorly understood. Here, we isolate a naturally slow-cycling subpopulation of human cells and find that the slow-cycling state is induced by moderate activation of stress responses. We further show that the ability to enter this slow-cycling state protects cells from further stress, consistent with its association with drug resistance. We propose that the existence of the slow-cycling state thereby promotes long-term survival of populations that occasionally experience mildly stressful environments.
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Affiliation(s)
- Mingwei Min
- Department of Biochemistry and BioFrontiers Institute, University of Colorado-Boulder, Boulder, Colorado, United States of America
| | - Sabrina L. Spencer
- Department of Biochemistry and BioFrontiers Institute, University of Colorado-Boulder, Boulder, Colorado, United States of America
- * E-mail:
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50
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Panja S, Hayati S, Epsi NJ, Parrott JS, Mitrofanova A. Integrative (epi) Genomic Analysis to Predict Response to Androgen-Deprivation Therapy in Prostate Cancer. EBioMedicine 2018; 31:110-121. [PMID: 29685789 PMCID: PMC6013754 DOI: 10.1016/j.ebiom.2018.04.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2018] [Revised: 03/24/2018] [Accepted: 04/05/2018] [Indexed: 12/31/2022] Open
Abstract
Therapeutic resistance is a central problem in clinical oncology. We have developed a systematic genome-wide computational methodology to allow prioritization of patients with favorable and poor therapeutic response. Our method, which integrates DNA methylation and mRNA expression data, uncovered a panel of 5 differentially methylated sites, which explain expression changes in their site-harboring genes, and demonstrated their ability to predict primary resistance to androgen-deprivation therapy (ADT) in the TCGA prostate cancer patient cohort (hazard ratio = 4.37). Furthermore, this panel was able to accurately predict response to ADT across independent prostate cancer cohorts and demonstrated that it was not affected by Gleason, age, or therapy subtypes. We propose that this panel could be utilized to prioritize patients who would benefit from ADT and patients at risk of resistance that should be offered an alternative regimen. Such approach holds a long-term objective to build an adaptable accurate platform for precision therapeutics. Integrative DNA methylation and mRNA expression analysis discovers a panel of markers of treatment resistance. This panel can predict patients with predisposition to resistance and those who would benefit from the therapy. Our approach is applicable to a wide range of therapeutic regimens.
Therapeutic resistance is an emerging clinical problem, with detrimental implications in oncology. Here, we propose a computational approach that integrates genomic and epigenomic data to prioritize patients at risk of treatment resistance. We have integrated DNA methylation and mRNA expression patient profiles, which defined a comprehensive panel of markers of therapeutic response. We have demonstrated that this panel predicts patients with predisposition to resistance and those who would benefit from the therapy. Even though driven by a critical need to investigate resistance to androgen-deprivation therapy in prostate cancer, our approch is applicable to a wide range of therapeutic regimens.
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Affiliation(s)
- Sukanya Panja
- Department of Health Informatics, Rutgers School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ 07107, USA
| | - Sheida Hayati
- Department of Health Informatics, Rutgers School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ 07107, USA
| | - Nusrat J Epsi
- Department of Health Informatics, Rutgers School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ 07107, USA
| | - James Scott Parrott
- Department of Interdisciplinary Studies, Rutgers School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ 07107, USA
| | - Antonina Mitrofanova
- Department of Health Informatics, Rutgers School of Health Professions, Rutgers Biomedical and Health Sciences, Newark, NJ 07107, USA; Rutgers Cancer Institute of New Jersey, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, USA.
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