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Sahoo S, Ramu S, Nair MG, Pillai M, San Juan BP, Milioli HZ, Mandal S, Naidu CM, Mavatkar AD, Subramaniam H, Neogi AG, Chaffer CL, Prabhu JS, Somarelli JA, Jolly MK. Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer. iScience 2024; 27:110116. [PMID: 38974967 PMCID: PMC11225361 DOI: 10.1016/j.isci.2024.110116] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Revised: 04/04/2024] [Accepted: 05/23/2024] [Indexed: 07/09/2024] Open
Abstract
Intra-tumoral phenotypic heterogeneity promotes tumor relapse and therapeutic resistance and remains an unsolved clinical challenge. Decoding the interconnections among different biological axes of plasticity is crucial to understand the molecular origins of phenotypic heterogeneity. Here, we use multi-modal transcriptomic data-bulk, single-cell, and spatial transcriptomics-from breast cancer cell lines and primary tumor samples, to identify associations between epithelial-mesenchymal transition (EMT) and luminal-basal plasticity-two key processes that enable heterogeneity. We show that luminal breast cancer strongly associates with an epithelial cell state, but basal breast cancer is associated with hybrid epithelial/mesenchymal phenotype(s) and higher phenotypic heterogeneity. Mathematical modeling of core underlying gene regulatory networks representative of the crosstalk between the luminal-basal and epithelial-mesenchymal axes elucidate mechanistic underpinnings of the observed associations from transcriptomic data. Our systems-based approach integrating multi-modal data analysis with mechanism-based modeling offers a predictive framework to characterize intra-tumor heterogeneity and identify interventions to restrict it.
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Affiliation(s)
- Sarthak Sahoo
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India
| | - Soundharya Ramu
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India
| | - Madhumathy G. Nair
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560012, India
| | - Maalavika Pillai
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India
| | | | | | - Susmita Mandal
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India
| | - Chandrakala M. Naidu
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560012, India
| | - Apoorva D. Mavatkar
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560012, India
| | - Harini Subramaniam
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India
| | - Arpita G. Neogi
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India
| | - Christine L. Chaffer
- Garvan Institute of Medical Research, Darlinghurst, NSW 2010, Australia
- University of New South Wales, UNSW Medicine, Sydney, NSW 2010, Australia
| | - Jyothi S. Prabhu
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore 560012, India
| | | | - Mohit Kumar Jolly
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India
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Xu M, Xu S, Jiang B, Man Z. Establishment and characterization of the gemcitabine-resistant human gallbladder cancer cell line NOZ GemR. Ann Med Surg (Lond) 2024; 86:1396-1400. [PMID: 38463071 PMCID: PMC10923318 DOI: 10.1097/ms9.0000000000001665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 12/19/2023] [Indexed: 03/12/2024] Open
Abstract
BACKGROUND Patients with gallbladder cancer (GBC) generally receive gemcitabine as the standard treatment; however, its efficacy is often limited owing to the development of resistance. METHODS To identify the mechanisms underlying gemcitabine resistance in GBC, a gemcitabine-resistant GBC cell line (NOZ GemR) was established by exposing the parental NOZ cell line to increasing concentrations of gemcitabine. Morphological changes, growth rates, and migratory and invasive capabilities were evaluated. Protein expression was detected using western blotting. RESULTS The results demonstrated that the IC50 of NOZ and NOZ GemR was 0.011 and 4.464 μM, respectively, and that the resistance index ratio was 405.8. In comparison, NOZ GemR cells grew slower and had significantly lower migration and invasion abilities than NOZ cells. There were altered levels of epithelial-mesenchymal transformation markers in NOZ GemR cells, as well as increased levels of the Akt/mTOR pathway protein. CONCLUSION The NOZ GemR cell line could be used as an effective in vitro model to improve our understanding of gemcitabine resistance in GBC.
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Affiliation(s)
- Ming Xu
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Bengbu Medical University, Bengbu, Anhui
| | - Song Xu
- Department of Hepatobiliary Surgery, Shangyu People’s Hospital of Shaoxing City, Shaoxing, People’s Republic of China
| | - Bowen Jiang
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Bengbu Medical University, Bengbu, Anhui
| | - Zhongran Man
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Bengbu Medical University, Bengbu, Anhui
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Sahoo S, Ramu S, Nair MG, Pillai M, San Juan BP, Milioli HZ, Mandal S, Naidu CM, Mavatkar AD, Subramaniam H, Neogi AG, Chaffer CL, Prabhu JS, Somarelli JA, Jolly MK. Multi-modal transcriptomic analysis unravels enrichment of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.09.30.558960. [PMID: 37873432 PMCID: PMC10592858 DOI: 10.1101/2023.09.30.558960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2023]
Abstract
Intra-tumoral phenotypic heterogeneity promotes tumor relapse and therapeutic resistance and remains an unsolved clinical challenge. It manifests along multiple phenotypic axes and decoding the interconnections among these different axes is crucial to understand its molecular origins and to develop novel therapeutic strategies to control it. Here, we use multi-modal transcriptomic data analysis - bulk, single-cell and spatial transcriptomics - from breast cancer cell lines and primary tumor samples, to identify associations between epithelial-mesenchymal transition (EMT) and luminal-basal plasticity - two key processes that enable heterogeneity. We show that luminal breast cancer strongly associates with an epithelial cell state, but basal breast cancer is associated with hybrid epithelial/mesenchymal phenotype(s) and higher phenotypic heterogeneity. These patterns were inherent in methylation profiles, suggesting an epigenetic crosstalk between EMT and lineage plasticity in breast cancer. Mathematical modelling of core underlying gene regulatory networks representative of the crosstalk between the luminal-basal and epithelial-mesenchymal axes recapitulate and thus elucidate mechanistic underpinnings of the observed associations from transcriptomic data. Our systems-based approach integrating multi-modal data analysis with mechanism-based modeling offers a predictive framework to characterize intra-tumor heterogeneity and to identify possible interventions to restrict it.
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Affiliation(s)
- Sarthak Sahoo
- Department of Bioengineering, Indian Institute of Science, Bangalore, 560012, India
| | - Soundharya Ramu
- Department of Bioengineering, Indian Institute of Science, Bangalore, 560012, India
| | - Madhumathy G Nair
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore, 560012, India
| | - Maalavika Pillai
- Department of Bioengineering, Indian Institute of Science, Bangalore, 560012, India
- Current affiliation: Feinberg School of Medicine, Northwestern University, Chicago, 60611, USA
| | - Beatriz P San Juan
- Garvan Institute of Medical Research, Darlinghurst, NSW, 2010, Australia
| | | | - Susmita Mandal
- Department of Bioengineering, Indian Institute of Science, Bangalore, 560012, India
| | - Chandrakala M Naidu
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore, 560012, India
| | - Apoorva D Mavatkar
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore, 560012, India
| | - Harini Subramaniam
- Department of Bioengineering, Indian Institute of Science, Bangalore, 560012, India
| | - Arpita G Neogi
- Department of Bioengineering, Indian Institute of Science, Bangalore, 560012, India
| | - Christine L Chaffer
- Garvan Institute of Medical Research, Darlinghurst, NSW, 2010, Australia
- University of New South Wales, UNSW Medicine, UNSW Sydney, NSW, 2052, Australia
| | - Jyothi S Prabhu
- Division of Molecular Medicine, St. John’s Research Institute, St. John’s Medical College, Bangalore, 560012, India
| | | | - Mohit Kumar Jolly
- Department of Bioengineering, Indian Institute of Science, Bangalore, 560012, India
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Ware KE, Thomas BC, Olawuni PD, Sheth MU, Hawkey N, Yeshwanth M, Miller BC, Vietor KJ, Jolly MK, Kim SY, Armstrong AJ, Somarelli JA. A synthetic lethal screen for Snail-induced enzalutamide resistance identifies JAK/STAT signaling as a therapeutic vulnerability in prostate cancer. Front Mol Biosci 2023; 10:1104505. [PMID: 37228586 PMCID: PMC10203420 DOI: 10.3389/fmolb.2023.1104505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Accepted: 04/25/2023] [Indexed: 05/27/2023] Open
Abstract
Despite substantial improvements in the treatment landscape of prostate cancer, the evolution of hormone therapy-resistant and metastatic prostate cancer remains a major cause of cancer-related death globally. The mainstay of treatment for advanced prostate cancer is targeting of androgen receptor signaling, including androgen deprivation therapy plus second-generation androgen receptor blockade (e.g., enzalutamide, apalutamide, darolutamide), and/or androgen synthesis inhibition (abiraterone). While these agents have significantly prolonged the lives of patients with advanced prostate cancer, is nearly universal. This therapy resistance is mediated by diverse mechanisms, including both androgen receptor-dependent mechanisms, such as androgen receptor mutations, amplifications, alternative splicing, and amplification, as well as non-androgen receptor-mediated mechanisms, such as lineage plasticity toward neuroendocrine-like or epithelial-mesenchymal transition (EMT)-like lineages. Our prior work identified the EMT transcriptional regulator Snail as critical to hormonal therapy resistance and is commonly detected in human metastatic prostate cancer. In the current study, we sought to interrogate the actionable landscape of EMT-mediated hormone therapy resistant prostate cancer to identify synthetic lethality and collateral sensitivity approaches to treating this aggressive, therapy-resistant disease state. Using a combination of high-throughput drug screens and multi-parameter phenotyping by confluence imaging, ATP production, and phenotypic plasticity reporters of EMT, we identified candidate synthetic lethalities to Snail-mediated EMT in prostate cancer. These analyses identified multiple actionable targets, such as XPO1, PI3K/mTOR, aurora kinases, c-MET, polo-like kinases, and JAK/STAT as synthetic lethalities in Snail+ prostate cancer. We validated these targets in a subsequent validation screen in an LNCaP-derived model of resistance to sequential androgen deprivation and enzalutamide. This follow-up screen provided validation of inhibitors of JAK/STAT and PI3K/mTOR as therapeutic vulnerabilities for both Snail+ and enzalutamide-resistant prostate cancer.
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Affiliation(s)
- Kathryn E. Ware
- Department of Medicine, Division of Medical Oncology, Duke University Medical Center, Durham, NC, United States
- Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University Medical Center, Durham, NC, United States
| | - Beatrice C. Thomas
- Dr. Kiran C Patel College of Allopathic Medicine, Nova Southeastern University, Fort Lauderdale, FL, United States
| | - Pelumi D. Olawuni
- Department of Medicine, Division of Medical Oncology, Duke University Medical Center, Durham, NC, United States
- Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University Medical Center, Durham, NC, United States
| | - Maya U. Sheth
- Department of Medicine, Division of Medical Oncology, Duke University Medical Center, Durham, NC, United States
- Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University Medical Center, Durham, NC, United States
| | - Nathan Hawkey
- Department of Medicine, Division of Medical Oncology, Duke University Medical Center, Durham, NC, United States
- Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University Medical Center, Durham, NC, United States
| | - M. Yeshwanth
- Centre for BioSystems Science and Engineering, Indian Institute of Science, Bangalore, India
| | - Brian C. Miller
- Division of Oncology, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Katherine J. Vietor
- Division of Oncology, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Mohit Kumar Jolly
- Centre for BioSystems Science and Engineering, Indian Institute of Science, Bangalore, India
| | - So Young Kim
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, NC, United States
| | - Andrew J. Armstrong
- Department of Medicine, Division of Medical Oncology, Duke University Medical Center, Durham, NC, United States
- Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University Medical Center, Durham, NC, United States
- Department of Pharmacology and Cancer Biology, Duke University, Durham, NC, United States
| | - Jason A. Somarelli
- Department of Medicine, Division of Medical Oncology, Duke University Medical Center, Durham, NC, United States
- Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University Medical Center, Durham, NC, United States
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