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Ramírez-Sánchez A, Jociles-Ortega M, García-Martinez JM, Torrens-Martínez I, Martínez-Useros J, Fernández-Aceñero MJ, Blas TOD, Louphrasitthiphol P, Goding CR, García-Jiménez C, Chocarro-Calvo A. Metabolic buffering suppresses phenotype switching in cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.04.07.647576. [PMID: 40291724 PMCID: PMC12026899 DOI: 10.1101/2025.04.07.647576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/30/2025]
Abstract
The impact of the microenvironment on epigenetically plastic cancer cells underpins phenotypic heterogeneity, a major cause of metastatic dissemination and therapy resistance that together represent the primary cause of cancer-related death. Nutrient limitation is a key microenvironmental stress that can cause a phenotypic transition from proliferation to invasion via activation of the integrated stress response. However, whether and how the capacity to store and mobilize nutrients impacts phenotype-switching through metabolic buffering remains unknown. Here, using melanoma as a model, we reveal that the ability to accumulate and mobilize glycogen, that buffers glucose availability, plays a key role in phenotypic transitions in melanoma. While proliferative phenotype cells exhibit high levels of glycogen, invasion is marked by low glycogen levels. Significantly, an inability to store and metabolize glycogen leads to phenotype instability and a switch to invasion. Accordingly, glycogen levels inversely correlate with Clark levels in primary melanomas, with low expression of the glycogen phosphorylases PYGB/L and phosphoglucomutase 1 (PGM1) being associated with worse overall survival. The importance of metabolic buffering in suppressing phenotypic transitions likely extrapolates to other cancer types. Highlights Melanoma phenotypes are distinguished by their ability to store and mobilize glycogen. Proliferative MITF High melanoma cells store glycogen to improve survival under stressful conditions. Inhibition of glycogen degradation impairs proliferation in MITF High melanoma cells. Lack of PGM1 drives invasion and metastatic dissemination.
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2
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Huang K, Kim MO. Therapeutic Strategies for Drug-resistant Melanoma and Their Clinical Implications. J Cancer Prev 2025; 30:7-11. [PMID: 40201029 PMCID: PMC11973462 DOI: 10.15430/jcp.24.028] [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: 12/02/2024] [Revised: 12/16/2024] [Accepted: 12/17/2024] [Indexed: 04/10/2025] Open
Abstract
Melanoma is a malignant tumor originating from melanocytes, characterized by its high invasiveness and metastasis, leading to poor prognosis and high mortality. Early-stage melanoma is primarily treated with surgery; however, due to its metastatic nature, surgery becomes challenging in advanced stages. Treatment strategies for advanced or metastatic melanoma include chemotherapy, radiation therapy, and targeted therapy. However, melanoma's propensity for rapid drug resistance remains a significant clinical challenge. This review summarizes the developments in the treatment of drug-resistant melanoma over the past decade and discusses the advantages and disadvantages of various therapeutic approaches and their clinical significance implications.
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Affiliation(s)
- Ke Huang
- Department of Animal Science and Biotechnology, Research Institute for Innovative Animal Sciences, Kyungpook National University, Sangju, Korea
| | - Myoung Ok Kim
- Department of Animal Science and Biotechnology, Research Institute for Innovative Animal Sciences, Kyungpook National University, Sangju, Korea
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3
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Wannakul T, Miyazaki H, Maekawa M, Kagawa Y, Yamamoto Y, Owada Y. Loss of fatty acid-binding protein 7 promotes B16F10 melanoma metastasis. Sci Rep 2025; 15:10495. [PMID: 40140427 PMCID: PMC11947267 DOI: 10.1038/s41598-024-80874-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 11/22/2024] [Indexed: 03/28/2025] Open
Abstract
Melanoma possesses the characteristic phenotypic plasticity, enhancing its metastatic formation and drug resistance. Lipid and fatty acid metabolism are usually altered to support melanoma progression and can be targeted for therapeutic development. Fatty acid binding protein 7 (FABP7) is highly expressed in melanomas and is shown to support its proliferation, migration, and invasion, but the mechanisms remain unclear. Our study aimed to link FABP7 to lipid metabolism and phenotypic shift in melanomas. We established the Fabp7-knockout (KO) B16F10 melanoma cells, which showed an enhanced invasion through matrix-coated membrane, without significant change in proliferation. Similar outcomes were obtained when using RNA interference targeting FABP7. Fabp7-KO cells injected into mice exhibited slower primary tumor growth, but formed higher metastatic foci count in the lungs. We also discovered a higher saturation in overall lipids, phosphatidylcholines, and triacylglycerols. We observed transcriptional shifts toward the invasive MITFLow/AXLHigh phenotype, with upregulation of transforming growth factor-beta (TGF-β) receptor mRNAs. In conclusion, FABP7 may help balancing lipid saturation and maintain the proliferative state of melanomas, mitigating invasiveness and metastatic formation.
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Affiliation(s)
- Tunyanat Wannakul
- Department of Organ Anatomy, Graduate School of Medicine, Tohoku University, 9F Building #5, 2-1 Seiryo-Machi, Aoba-ku, Sendai, 980-8575, Japan
- Faculty of Medicine, Khon Kaen University, 123 Nai Muang, Muang, 40002, Khon Kaen, Thailand
| | - Hirofumi Miyazaki
- Department of Organ Anatomy, Graduate School of Medicine, Tohoku University, 9F Building #5, 2-1 Seiryo-Machi, Aoba-ku, Sendai, 980-8575, Japan.
| | - Motoko Maekawa
- Department of Organ Anatomy, Graduate School of Medicine, Tohoku University, 9F Building #5, 2-1 Seiryo-Machi, Aoba-ku, Sendai, 980-8575, Japan
| | - Yoshiteru Kagawa
- Department of Organ Anatomy, Graduate School of Medicine, Tohoku University, 9F Building #5, 2-1 Seiryo-Machi, Aoba-ku, Sendai, 980-8575, Japan
| | - Yui Yamamoto
- Department of Organ Anatomy, Graduate School of Medicine, Tohoku University, 9F Building #5, 2-1 Seiryo-Machi, Aoba-ku, Sendai, 980-8575, Japan
- Department of Anatomy, Tohoku Medical and Pharmaceutical University, 4-4-1 Komatsushima, Aobaku, Sendai, Miyagi, 981-8558, Japan
| | - Yuji Owada
- Department of Organ Anatomy, Graduate School of Medicine, Tohoku University, 9F Building #5, 2-1 Seiryo-Machi, Aoba-ku, Sendai, 980-8575, Japan
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4
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Gracia F, Sanchez-Laorden B, Gomez-Sanchez JA. Schwann cells in regeneration and cancer: an epithelial-mesenchymal transition perspective. Open Biol 2025; 15:240337. [PMID: 40037534 DOI: 10.1098/rsob.240337] [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: 11/06/2024] [Revised: 01/13/2025] [Accepted: 02/09/2025] [Indexed: 03/06/2025] Open
Abstract
In the peripheral nervous system, glial cells, known as Schwann cells (SCs), are responsible for supporting and maintaining nerves. One of the most important characteristics of SCs is their remarkable plasticity. In various injury contexts, SCs undergo a reprogramming process that generates specialized cells to promote tissue regeneration and repair. However, in pathological conditions, this same plasticity and regenerative potential can be hijacked. Different studies highlight the activation of the epithelial-mesenchymal transition (EMT) as a driver of SC phenotypic plasticity. Although SCs are not epithelial, their neural crest origin makes EMT activation crucial for their ability to adopt repair phenotypes, mirroring the plasticity observed during development. These adaptive processes are essential for regeneration. However, EMT activation in SCs-derived tumours enhances cancer progression and aggressiveness. Furthermore, in the tumour microenvironment (TME), SCs also acquire activated phenotypes that contribute to tumour migration and invasion by activating EMT in cancer cells. In this review, we will discuss how EMT impacts SC plasticity and function from development and tissue regeneration to pathological conditions, such as cancer.
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Affiliation(s)
- Francisco Gracia
- Instituto de Neurociencias CSIC-UMH, San Juan de Alicante, 03550, Spain
| | | | - Jose A Gomez-Sanchez
- Instituto de Neurociencias CSIC-UMH, San Juan de Alicante, 03550, Spain
- Instituto de Investigacion Sanitaria y Biomedica de Alicante (ISABIAL), Alicante 03010, Spain
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5
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Katopodi V, Marino A, Pateraki N, Verheyden Y, Cinque S, Jimenez EL, Adnane S, Demesmaeker E, Scomparin A, Derua R, Groaz E, Leucci E. The long non-coding RNA ROSALIND protects the mitochondrial translational machinery from oxidative damage. Cell Death Differ 2025; 32:397-415. [PMID: 39294440 PMCID: PMC11894192 DOI: 10.1038/s41418-024-01377-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 09/07/2024] [Accepted: 09/12/2024] [Indexed: 09/20/2024] Open
Abstract
Upregulation of mitochondrial respiration coupled with high ROS-scavenging capacity is a characteristic shared by drug-tolerant cells in several cancers. As translational fidelity is essential for cell fitness, protection of the mitochondrial and cytosolic ribosomes from oxidative damage is pivotal. While mechanisms for recognising and repairing such damage exist in the cytoplasm, the corresponding process in the mitochondria remains unclear.By performing Ascorbate PEroXidase (APEX)-proximity ligation assay directed to the mitochondrial matrix followed by isolation and sequencing of RNA associated to mitochondrial proteins, we identified the nuclear-encoded lncRNA ROSALIND as an interacting partner of ribosomes. ROSALIND is upregulated in recurrent tumours and its expression can discriminate between responders and non-responders to immune checkpoint blockade in a melanoma cohort of patients. Featuring an unusually high G content, ROSALIND serves as a substrate for oxidation. Consequently, inhibiting ROSALIND leads to an increase in ROS and protein oxidation, resulting in severe mitochondrial respiration defects. This, in turn, impairs melanoma cell viability and increases immunogenicity both in vitro and ex vivo in preclinical humanised cancer models. These findings underscore the role of ROSALIND as a novel ROS buffering system, safeguarding mitochondrial translation from oxidative stress, and shed light on potential therapeutic strategies for overcoming cancer therapy resistance.
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Affiliation(s)
- Vicky Katopodi
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Alessandro Marino
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Nikoleta Pateraki
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Yvessa Verheyden
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Sonia Cinque
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Elena Lara Jimenez
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Sara Adnane
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Ewout Demesmaeker
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Alice Scomparin
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Rita Derua
- Laboratory for Protein Phosphorylation and Proteomics, Leuven, Belgium
| | - Elisabetta Groaz
- Rega Institute for Medical Research, Medicinal Chemistry, KU Leuven, Leuven, Belgium
| | - Eleonora Leucci
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium.
- Trace, Leuven Cancer Institute, KU Leuven, Leuven, Belgium.
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6
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Balderson B, Fane M, Harvey TJ, Piper M, Smith A, Bodén M. Systematic analysis of the transcriptional landscape of melanoma reveals drug-target expression plasticity. Brief Funct Genomics 2025; 24:elad055. [PMID: 38183207 PMCID: PMC11979751 DOI: 10.1093/bfgp/elad055] [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: 02/24/2023] [Revised: 10/25/2023] [Accepted: 12/04/2023] [Indexed: 01/07/2024] Open
Abstract
Metastatic melanoma originates from melanocytes of the skin. Melanoma metastasis results in poor treatment prognosis for patients and is associated with epigenetic and transcriptional changes that reflect the developmental program of melanocyte differentiation from neural crest stem cells. Several studies have explored melanoma transcriptional heterogeneity using microarray, bulk and single-cell RNA-sequencing technologies to derive data-driven models of the transcriptional-state change which occurs during melanoma progression. No study has systematically examined how different models of melanoma progression derived from different data types, technologies and biological conditions compare. Here, we perform a cross-sectional study to identify averaging effects of bulk-based studies that mask and distort apparent melanoma transcriptional heterogeneity; we describe new transcriptionally distinct melanoma cell states, identify differential co-expression of genes between studies and examine the effects of predicted drug susceptibilities of different cell states between studies. Importantly, we observe considerable variability in drug-target gene expression between studies, indicating potential transcriptional plasticity of melanoma to down-regulate these drug targets and thereby circumvent treatment. Overall, observed differences in gene co-expression and predicted drug susceptibility between studies suggest bulk-based transcriptional measurements do not reliably gauge heterogeneity and that melanoma transcriptional plasticity is greater than described when studies are considered in isolation.
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Affiliation(s)
- Brad Balderson
- School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, 4072 Queensland, Australia
| | - Mitchell Fane
- Fox Chase Cancer Centre, Philadelphia, 19019 Pennsylvania, United States of America
| | - Tracey J Harvey
- School of Biomedical Sciences, University of Queensland, Brisbane, 4072 Queensland, Australia
| | - Michael Piper
- School of Biomedical Sciences, University of Queensland, Brisbane, 4072 Queensland, Australia
| | - Aaron Smith
- School of Biomedical Sciences, Queensland University of Technology, Brisbane, 4072 Queensland, Australia
| | - Mikael Bodén
- School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, 4072 Queensland, Australia
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7
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Duan J, Li H, Zhang J, Xu H, Gao J, Cai M, Pan Y, Shi Y, Wang H. PIEZO1 Affects Cell Growth and Migration via Microfilament-Mediated YAP trans-Latitudinal Regulation. Anal Chem 2025; 97:147-156. [PMID: 39729436 DOI: 10.1021/acs.analchem.4c03420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2024]
Abstract
Environmental mechanical forces, such as cell membrane stress, cell extrusion, and stretch, have been proven to affect cell growth and migration. Piezo1, a mechanosensitive channel protein, responds directly to endogenous or exogenous mechanical stimuli. Here, we explored the Piezo1 distribution and microfilament morphological changes induced by mechanical forces in the tumor and normal cells. In addition, Piezo1 activation in tumor cells resulted in the nuclear accumulation of YAP, whereas nuclear export of YAP and microfilament depolymerization occurred with the prolonged activation, while a removal stimulation restored the YAP distribution and microfilament polymerization. Combining the morphological changes of the microfilament under Piezo1 activation and the function of YAP in regulating cell growth and development, we suggest that Piezo1 senses changes in environmental mechanical forces and regulates YAP distribution through the microfilament cytoskeleton network, which in turn affects the growth and migration more obviously in tumor cells rather than normal cells. Our results are essential for understanding the trans-latitudinal transmission of mechanical forces and exploring the role of environmental mechanical forces in tumor therapy.
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Affiliation(s)
- Jiawei Duan
- University of Science and Technology of China, Hefei, Anhui 230026, China
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
| | - Hongru Li
- University of Science and Technology of China, Hefei, Anhui 230026, China
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
| | - Jinrui Zhang
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
| | - Haijiao Xu
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
| | - Jing Gao
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
| | - Mingjun Cai
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
| | - Yangang Pan
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
| | - Yan Shi
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
| | - Hongda Wang
- University of Science and Technology of China, Hefei, Anhui 230026, China
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, Jilin 130022, China
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8
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Cigrang M, Obid J, Nogaret M, Seno L, Ye T, Davidson G, Catez P, Berico P, Capelli C, Marechal C, Zachayus A, Elly C, Guillen Navarro MJ, Martinez Diez M, Santamaria Nunez G, Li TK, Compe E, Avilés P, Davidson I, Egly JM, Cuevas C, Coin F. Pan-inhibition of super-enhancer-driven oncogenic transcription by next-generation synthetic ecteinascidins yields potent anti-cancer activity. Nat Commun 2025; 16:512. [PMID: 39779693 PMCID: PMC11711318 DOI: 10.1038/s41467-024-55667-z] [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: 04/25/2024] [Accepted: 12/19/2024] [Indexed: 01/11/2025] Open
Abstract
The plasticity of cancer cells facilitates their ability to adopt heterogeneous differentiation states, posing a significant challenge to therapeutic interventions. Specific gene expression programs, driven in part by super-enhancers (SEs), underlie cancer cell states. Here we successfully inhibit SE-driven transcription in phenotypically distinct metastatic melanoma cells using next-generation synthetic ecteinascidins. Through functional genomic methodologies, we demonstrate that these compounds inhibit the expression of genes encoding lineage-specific or ubiquitous transcription factors/coactivators by selectively targeting the CpG-rich sequences within their promoters and/or enhancers. This prevents the formation of transcription factor/coactivator condensates necessary for SE-dependent gene expression. Consequently, these compounds exhibit cytotoxic activity across distinct subpopulations of metastatic melanoma cells and inhibit tumor proliferation, including those resistant to current therapies. These findings extend to other cancers, like small cell lung cancer, recently approved for ecteinascidin-based treatment. Overall, our study provides preclinical proof that pan-inhibition of SE-dependent genes with synthetic ecteinascidins is a promising therapeutic approach for tumors with heterogeneous transcriptional landscapes.
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Affiliation(s)
- Max Cigrang
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Julian Obid
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Maguelone Nogaret
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Léane Seno
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Tao Ye
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Guillaume Davidson
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Philippe Catez
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Pietro Berico
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
- Department of Pathology, New York University Grossman School of Medicine, New York, USA
- Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, USA
| | - Clara Capelli
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Clara Marechal
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Amélie Zachayus
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Clémence Elly
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | | | - Marta Martinez Diez
- Cell Biology Department, Research and Development, PharmaMar SA, Colmenar Vejo, Spain
| | - Gema Santamaria Nunez
- Cell Biology Department, Research and Development, PharmaMar SA, Colmenar Vejo, Spain
| | - Tsai-Kun Li
- Graduate Institute of Microbiology, College of Medicine, National Taiwan University, Taipei, Taiwan
- College of Medicine, National Taiwan University, Taipei city, Taiwan
| | - Emmanuel Compe
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Pablo Avilés
- Cell Biology Department, Research and Development, PharmaMar SA, Colmenar Vejo, Spain
| | - Irwin Davidson
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
| | - Jean-Marc Egly
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France
- UMR7104, Illkirch, France
- U1258, Illkirch, France
- Université de Strasbourg, Illkirch, France
- College of Medicine, National Taiwan University, Taipei city, Taiwan
| | - Carmen Cuevas
- Cell Biology Department, Research and Development, PharmaMar SA, Colmenar Vejo, Spain
| | - Frédéric Coin
- IGBMC, Institut de Génétique et de Biologie Moléculaire et Cellulaire Illkirch Cedex, C.U. Equipe Labélisée Ligue contre le Cancer, Strasbourg, France.
- UMR7104, Illkirch, France.
- U1258, Illkirch, France.
- Université de Strasbourg, Illkirch, France.
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9
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Loos B, Salas-Bastos A, Nordin A, Debbache J, Stierli S, Cheng PF, Rufli S, Wyss C, Levesque MP, Dummer R, Wong WWL, Pascolo S, Cantù C, Sommer L. TGFβ signaling sensitizes MEKi-resistant human melanoma to targeted therapy-induced apoptosis. Cell Death Dis 2024; 15:925. [PMID: 39709491 DOI: 10.1038/s41419-024-07305-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Revised: 11/29/2024] [Accepted: 12/11/2024] [Indexed: 12/23/2024]
Abstract
The TGFβ signaling pathway is known for its pleiotropic functions in a plethora of biological processes. In melanoma, TGFβ signaling promotes invasiveness and metastasis formation. However, its involvement in the response to therapy is controversial. While several studies have linked TGFβ signaling to elevated resistance to targeted therapy in melanoma, separate findings have indicated a favorable treatment response through TGFβ-mediated increase of cell death. We now found that the outcome of TGFβ signaling in the context of targeted therapy is dose dependent. Unlike low doses, high levels of TGFβ signal activation induce apoptosis upon simultaneous MAPK pathway inhibition, even in targeted therapy resistant melanoma cell lines. Using transcriptomic analyses, combined with genomic target identification of the critical TGFβ signaling effector SMAD4, we demonstrate that parallel activation of TGFβ signaling and MAPK pathway inhibition causes a complete switch of TGFβ target genes from promoting pro-invasive processes to fueling pro-apoptotic pathways. Investigations of underlying mechanisms identified a novel apoptosis-inducing gene signature. Functional validation of signature members highlighted a central role of the pro-apoptotic BCL2 family member BCL2L11 (BIM) in mediating apoptosis in this condition. Using a modified, synthetic version of the TGFB1 mRNA for intra-tumoral injections, we additionally showcase a potential therapeutic application of this treatment combination.
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Affiliation(s)
- Benjamin Loos
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Adrian Salas-Bastos
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Anna Nordin
- Wallenberg Centre for Molecular Medicine, Linköping University, 58185, Linköping, Sweden
- Department of Biomedical and Clinical Sciences, Division of Molecular Medicine and Virology; Faculty of Medicine and Health Sciences, Linköping University, 58185, Linköping, Sweden
| | - Julien Debbache
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Salome Stierli
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Phil F Cheng
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
| | - Stefanie Rufli
- University of Zurich, Institute of Experimental Immunology, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Conrad Wyss
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
| | - Mitchell P Levesque
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
| | - Reinhard Dummer
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
| | - Wendy Wei-Lynn Wong
- University of Zurich, Institute of Experimental Immunology, Winterthurerstrasse 190, 8057, Zürich, Switzerland
- Department of Molecular Life Sciences, University of Zürich, Zürich, Switzerland
| | - Steve Pascolo
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
- Faculty of Medicine, University of Zürich, Zürich, Switzerland
| | - Claudio Cantù
- Wallenberg Centre for Molecular Medicine, Linköping University, 58185, Linköping, Sweden
- Department of Biomedical and Clinical Sciences, Division of Molecular Medicine and Virology; Faculty of Medicine and Health Sciences, Linköping University, 58185, Linköping, Sweden
| | - Lukas Sommer
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland.
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10
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Zhou B, Arthur JG, Guo H, Kim T, Huang Y, Pattni R, Wang T, Kundu S, Luo JXJ, Lee H, Nachun DC, Purmann C, Monte EM, Weimer AK, Qu PP, Shi M, Jiang L, Yang X, Fullard JF, Bendl J, Girdhar K, Kim M, Chen X, Greenleaf WJ, Duncan L, Ji HP, Zhu X, Song G, Montgomery SB, Palejev D, Zu Dohna H, Roussos P, Kundaje A, Hallmayer JF, Snyder MP, Wong WH, Urban AE. Detection and analysis of complex structural variation in human genomes across populations and in brains of donors with psychiatric disorders. Cell 2024; 187:6687-6706.e25. [PMID: 39353437 DOI: 10.1016/j.cell.2024.09.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 07/01/2024] [Accepted: 09/10/2024] [Indexed: 10/04/2024]
Abstract
Complex structural variations (cxSVs) are often overlooked in genome analyses due to detection challenges. We developed ARC-SV, a probabilistic and machine-learning-based method that enables accurate detection and reconstruction of cxSVs from standard datasets. By applying ARC-SV across 4,262 genomes representing all continental populations, we identified cxSVs as a significant source of natural human genetic variation. Rare cxSVs have a propensity to occur in neural genes and loci that underwent rapid human-specific evolution, including those regulating corticogenesis. By performing single-nucleus multiomics in postmortem brains, we discovered cxSVs associated with differential gene expression and chromatin accessibility across various brain regions and cell types. Additionally, cxSVs detected in brains of psychiatric cases are enriched for linkage with psychiatric GWAS risk alleles detected in the same brains. Furthermore, our analysis revealed significantly decreased brain-region- and cell-type-specific expression of cxSV genes, specifically for psychiatric cases, implicating cxSVs in the molecular etiology of major neuropsychiatric disorders.
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Affiliation(s)
- Bo Zhou
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA; Department of Genetics, Stanford University, Stanford, CA 94305, USA; Maternal and Child Health Research Institute, Stanford University School of Medicine, Stanford, CA 94305, USA.
| | - Joseph G Arthur
- Department of Statistics, Stanford University, Stanford, CA 94305, USA
| | - Hanmin Guo
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA; Department of Genetics, Stanford University, Stanford, CA 94305, USA; Maternal and Child Health Research Institute, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Statistics, Stanford University, Stanford, CA 94305, USA; Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA
| | - Taeyoung Kim
- School of Computer Science and Engineering, Pusan National University, Busan 46241, South Korea
| | - Yiling Huang
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA; Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Reenal Pattni
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA; Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Tao Wang
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Soumya Kundu
- Department of Genetics, Stanford University, Stanford, CA 94305, USA; Department of Computer Science, Stanford University, Stanford, CA 94305, USA
| | - Jay X J Luo
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - HoJoon Lee
- Division of Oncology, Department of Medicine, Stanford University, Stanford, CA 94305, USA
| | - Daniel C Nachun
- Department of Pathology, Stanford University, Stanford, CA 94305, USA
| | - Carolin Purmann
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA; Department of Genetics, Stanford University, Stanford, CA 94305, USA; Maternal and Child Health Research Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Emma M Monte
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Annika K Weimer
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Ping-Ping Qu
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA; Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Minyi Shi
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Lixia Jiang
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Xinqiong Yang
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - John F Fullard
- Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Jaroslav Bendl
- Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Kiran Girdhar
- Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Minsu Kim
- School of Computer Science and Engineering, Pusan National University, Busan 46241, South Korea
| | - Xi Chen
- Department of Statistics, Stanford University, Stanford, CA 94305, USA; Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA
| | | | - Laramie Duncan
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA
| | - Hanlee P Ji
- Division of Oncology, Department of Medicine, Stanford University, Stanford, CA 94305, USA
| | - Xiang Zhu
- Department of Statistics, Stanford University, Stanford, CA 94305, USA; Department of Statistics, Pennsylvania State University, University Park, PA 16802, USA; Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA 16802, USA
| | - Giltae Song
- School of Computer Science and Engineering, Pusan National University, Busan 46241, South Korea; Center for Artificial Intelligence Research, Pusan National University, Busan 46241, South Korea
| | - Stephen B Montgomery
- Department of Genetics, Stanford University, Stanford, CA 94305, USA; Maternal and Child Health Research Institute, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA; Department of Pathology, Stanford University, Stanford, CA 94305, USA
| | - Dean Palejev
- Institute of Mathematics and Informatics, Bulgarian Academy of Sciences, Sofia 1113, Bulgaria
| | - Heinrich Zu Dohna
- Department of Biology, American University of Beirut, Beirut 11-0236, Lebanon
| | - Panos Roussos
- Center for Disease Neurogenomics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomics Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Center for Precision Medicine and Translational Therapeutics, James J. Peters VA Medical Center, Bronx, NY 10468, USA; Mental Illness Research Education and Clinical Center (VISN 2 South), James J. Peters VA Medical Center, Bronx, NY 10468, USA
| | - Anshul Kundaje
- Department of Genetics, Stanford University, Stanford, CA 94305, USA; Department of Computer Science, Stanford University, Stanford, CA 94305, USA
| | - Joachim F Hallmayer
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA
| | - Michael P Snyder
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Wing H Wong
- Department of Statistics, Stanford University, Stanford, CA 94305, USA; Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA.
| | - Alexander E Urban
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA 94305, USA; Department of Genetics, Stanford University, Stanford, CA 94305, USA; Maternal and Child Health Research Institute, Stanford University School of Medicine, Stanford, CA 94305, USA.
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11
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Hu M, Coleman S, Judson-Torres RL, Tan AC. The classification of melanocytic gene signatures. Pigment Cell Melanoma Res 2024; 37:854-863. [PMID: 39072997 PMCID: PMC11518649 DOI: 10.1111/pcmr.13189] [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: 02/20/2024] [Revised: 06/11/2024] [Accepted: 07/06/2024] [Indexed: 07/30/2024]
Abstract
Gene expression profiling technologies have revolutionized cell biology, enabling researchers to identify gene signatures linked to various biological attributes of melanomas, such as pigmentation status, differentiation state, proliferative versus invasive capacity, and disease progression. Although the discovery of gene signatures has significantly enhanced our understanding of melanocytic phenotypes, reconciling the numerous signatures reported across independent studies and different profiling platforms remains a challenge. Current methods for classifying melanocytic gene signatures depend on exact gene overlap and comparison with unstandardized baseline transcriptomes. In this study, we aimed to categorize published gene signatures into clusters based on their similar patterns of expression across clinical cutaneous melanoma specimens. We analyzed nearly 800 melanoma samples from six gene expression repositories and developed a classification framework for gene signatures that is resilient against biases in gene identification across profiling platforms and inconsistencies in baseline standards. Using 39 frequently cited published gene signatures, our analysis revealed seven principal classes of gene signatures that correlate with previously identified phenotypes: Differentiated, Mitotic/MYC, AXL, Amelanotic, Neuro, Hypometabolic, and Invasive. Each class is consistent with the phenotypes that the constituent gene signatures represent, and our classification method does not rely on overlapping genes between signatures. To facilitate broader application, we created WIMMS (what is my melanocytic signature, available at https://wimms.tanlab.org/), a user-friendly web application. WIMMS allows users to categorize any gene signature, determining its relationship to predominantly cited signatures and its representation within the seven principal classes.
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Affiliation(s)
- Min Hu
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
| | - Samuel Coleman
- Department of Biomedical Informatics, University of Utah, Salt Lake City, UT, USA
| | - Robert L Judson-Torres
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
- Huntsman Cancer Institute, University of Utah Health Sciences Center, Salt Lake City, Utah
- Department of Dermatology, University of Utah Health Sciences Center, Salt Lake City, Utah
| | - Aik Choon Tan
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA
- Department of Biomedical Informatics, University of Utah, Salt Lake City, UT, USA
- Huntsman Cancer Institute, University of Utah Health Sciences Center, Salt Lake City, Utah
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12
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Pudjihartono M, Pudjihartono N, O'Sullivan JM, Schierding W. Melanoma-specific mutation hotspots in distal, non-coding, promoter-interacting regions implicate novel candidate driver genes. Br J Cancer 2024; 131:1644-1655. [PMID: 39367275 PMCID: PMC11555344 DOI: 10.1038/s41416-024-02870-w] [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: 05/21/2024] [Revised: 09/23/2024] [Accepted: 09/26/2024] [Indexed: 10/06/2024] Open
Abstract
BACKGROUND To develop targeted treatments, it is crucial to identify the full spectrum of genetic drivers in melanoma, including those in non-coding regions. However, recent efforts to explore non-coding regions have primarily focused on gene-adjacent elements such as promoters and non-coding RNAs, leaving intergenic distal regulatory elements largely unexplored. METHODS We used Hi-C chromatin contact data from melanoma cells to map distal, non-coding, promoter-interacting regulatory elements genome-wide in melanoma. Using this "promoter-interaction network", alongside whole-genome sequence and gene expression data from the Pan Cancer Analysis of Whole Genomes, we developed multivariate linear regression models to identify distal somatic mutation hotspots that affect promoter activity. RESULTS We identified eight recurrently mutated hotspots that are novel, melanoma-specific, located in promoter-interacting distal regulatory elements, alter transcription factor binding motifs, and affect the expression of genes (e.g., HSPB7, CLDN1, ADCY9 and FDXR) previously implicated as tumour suppressors/oncogenes in various cancers. CONCLUSIONS Our study suggests additional non-coding drivers beyond the well-characterised TERT promoter in melanoma, offering new insights into the disruption of complex regulatory networks by non-coding mutations that may contribute to melanoma development. Furthermore, our study provides a framework for integrating multiple levels of biological data to uncover cancer-specific non-coding drivers.
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Affiliation(s)
- Michael Pudjihartono
- Liggins Institute, The University of Auckland, Auckland, New Zealand
- The Maurice Wilkins Centre, The University of Auckland, Auckland, New Zealand
| | | | - Justin M O'Sullivan
- Liggins Institute, The University of Auckland, Auckland, New Zealand.
- The Maurice Wilkins Centre, The University of Auckland, Auckland, New Zealand.
- Australian Parkinson's Mission, Garvan Institute of Medical Research, Sydney, NSW, Australia.
- MRC Lifecourse Epidemiology Unit, University of Southampton, Southampton, UK.
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
| | - William Schierding
- Liggins Institute, The University of Auckland, Auckland, New Zealand.
- The Maurice Wilkins Centre, The University of Auckland, Auckland, New Zealand.
- Department of Ophthalmology, University of Auckland, Auckland, New Zealand.
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13
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Parab S, Sarlo V, Capellero S, Palmiotto L, Bartolini A, Cantarella D, Turi M, Gullà A, Grassi E, Lazzari C, Rubatto M, Gregorc V, Carnevale-Schianca F, Olivero M, Bussolino F, Comunanza V. Single-Nuclei Transcriptome Profiling Reveals Intra-Tumoral Heterogeneity and Characterizes Tumor Microenvironment Architecture in a Murine Melanoma Model. Int J Mol Sci 2024; 25:11228. [PMID: 39457009 PMCID: PMC11508838 DOI: 10.3390/ijms252011228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2024] [Revised: 10/08/2024] [Accepted: 10/12/2024] [Indexed: 10/28/2024] Open
Abstract
Malignant melanoma is an aggressive cancer, with a high risk of metastasis and mortality rates, characterized by cancer cell heterogeneity and complex tumor microenvironment (TME). Single cell biology is an ideal and powerful tool to address these features at a molecular level. However, this approach requires enzymatic cell dissociation that can influence cellular coverage. By contrast, single nucleus RNA sequencing (snRNA-seq) has substantial advantages including compatibility with frozen samples and the elimination of a dissociation-induced, transcriptional stress response. To better profile and understand the functional diversity of different cellular components in melanoma progression, we performed snRNA-seq of 16,839 nuclei obtained from tumor samples along the growth of murine syngeneic melanoma model carrying a BRAFV600E mutation and collected 9 days or 23 days after subcutaneous cell injection. We defined 11 different subtypes of functional cell clusters among malignant cells and 5 different subsets of myeloid cells that display distinct global transcriptional program and different enrichment in early or advanced stage of tumor growth, confirming that this approach was useful to accurately identify intratumor heterogeneity and dynamics during tumor evolution. The current study offers a deep insight into the biology of melanoma highlighting TME reprogramming through tumor initiation and progression, underlying further discovery of new TME biomarkers which may be potentially druggable.
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Affiliation(s)
- Sushant Parab
- Department of Oncology, University of Torino, 10060 Candiolo, Italy; (S.P.); (F.B.)
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | - Valery Sarlo
- Department of Oncology, University of Torino, 10060 Candiolo, Italy; (S.P.); (F.B.)
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | - Sonia Capellero
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
- Department of Veterinary Science, University of Torino, 10095 Grugliasco, Italy
| | - Luca Palmiotto
- Department of Oncology, University of Torino, 10060 Candiolo, Italy; (S.P.); (F.B.)
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | | | | | - Marcello Turi
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | | | - Elena Grassi
- Department of Oncology, University of Torino, 10060 Candiolo, Italy; (S.P.); (F.B.)
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | - Chiara Lazzari
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | - Marco Rubatto
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | - Vanesa Gregorc
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | | | - Martina Olivero
- Department of Oncology, University of Torino, 10060 Candiolo, Italy; (S.P.); (F.B.)
| | - Federico Bussolino
- Department of Oncology, University of Torino, 10060 Candiolo, Italy; (S.P.); (F.B.)
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
| | - Valentina Comunanza
- Department of Oncology, University of Torino, 10060 Candiolo, Italy; (S.P.); (F.B.)
- Candiolo Cancer Institute, FPO—IRCCS, 10060 Candiolo, Italy
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14
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Taglialatela I, Indini A, Santanelli G, Di Liberti G, Di Guardo L, De Braud F, Del Vecchio M. Melanoma and sex hormones: Pathogenesis, progressive disease and response to treatments. TUMORI JOURNAL 2024; 110:309-318. [PMID: 38372040 DOI: 10.1177/03008916241231687] [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] [Indexed: 02/20/2024]
Abstract
Cutaneous melanoma represents the fifth tumor in terms of incidence in young adults, with a major involvement of males than females. Despite the significant changes in available effective treatments for cutaneous melanoma, there is still a proportion of patients that do not benefit long-term disease control with immune checkpoint inhibitors and/or BRAF/MEK inhibitors, and eventually develop progressive disease. In addition to the emerging biomarkers under investigation to understand resistance to treatments, recent studies resumed the role of sex hormones (estrogens, progesterone and androgens) in melanoma patients. In the last decades, the impact of sex hormones has been considered controversial in melanoma patients, but actual growing preclinical and clinical evidence underline the potential influence on melanoma cells' growth, tumor microenvironment, the immune system and consequently on the course of disease.This review will provide available insights on the role of sex hormones in melanoma pathogenesis, disease progression and response/resistance to systemic treatments. We will also offer an overview on the recent studies on the theme, describing the hormonal contribution to disease response and the interaction with targeted therapies and immune-checkpoint inhibitors in cutaneous melanoma patients, illustrating an insight into future research in this field.
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Affiliation(s)
- Ida Taglialatela
- Melanoma Medical Oncology Unit, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
| | - Alice Indini
- Melanoma Medical Oncology Unit, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
| | - Giulia Santanelli
- Melanoma Medical Oncology Unit, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
| | - Giorgia Di Liberti
- Melanoma Medical Oncology Unit, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
| | - Lorenza Di Guardo
- Melanoma Medical Oncology Unit, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
| | - Filippo De Braud
- Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
- Università degli studi di Milano, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
| | - Michele Del Vecchio
- Melanoma Medical Oncology Unit, Department of Medical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
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15
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Ferreres JR, Vinyals A, Campos‐Martin R, Espín R, Podlipnik S, Ramos R, Bertran E, Carrera C, Marcoval J, Malvehy J, Fabregat I, Puig S, Fabra À. PRRX1 silencing is required for metastatic outgrowth in melanoma and is an independent prognostic of reduced survival in patients. Mol Oncol 2024; 18:2471-2494. [PMID: 38978350 PMCID: PMC11459042 DOI: 10.1002/1878-0261.13688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 04/25/2024] [Accepted: 06/05/2024] [Indexed: 07/10/2024] Open
Abstract
Paired related homeobox 1 (PRRX1) is an inducer of epithelial-to-mesenchymal transition (EMT) in different types of cancer cells. We detected low PRRX1 expression in nevus but increased levels in primary human melanoma and cell lines carrying the BRAFV600E mutation. High expression of PRRX1 correlates with invasiveness and enrichment of genes belonging to the EMT programme. Conversely, we found that loss of PRRX1 in metastatic samples is an independent prognostic predictor of poor survival for melanoma patients. Here, we show that stable depletion of PRRX1 improves the growth of melanoma xenografts and increases the number of distant spontaneous metastases, compared to controls. We provide evidence that loss of PRRX1 counteracts the EMT phenotype, impairing the expression of other EMT-related transcription factors, causing dysregulation of the ERK and signal transducer and activator of transcription 3 (STAT3) signaling pathways, and abrogating the invasive and migratory properties of melanoma cells while triggering the up-regulation of proliferative/melanocytic genes and the expression of the neural-crest-like markers nerve growth factor receptor (NGFR; also known as neurotrophin receptor p75NTR) and neural cell adhesion molecule L1 (L1CAM). Overall, our results indicate that loss of PRRX1 triggers a switch in the invasive programme, and cells de-differentiate towards a neural crest stem cell (NCSC)-like phenotype that accounts for the metastatic aggressiveness.
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Affiliation(s)
- Josep R. Ferreres
- TGF‐β and Cancer Group, Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL)Hospital Duran i ReynalsBarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD)ISCIIIInstituto de Salud Carlos IIIMadridSpain
- Dermatology Service, IDIBELLHospital Universitari de BellvitgeBarcelonaSpain
| | - Antònia Vinyals
- TGF‐β and Cancer Group, Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL)Hospital Duran i ReynalsBarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD)ISCIIIInstituto de Salud Carlos IIIMadridSpain
| | - Rafael Campos‐Martin
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and PsychotherapyUniversity of CologneGermany
| | - Roderic Espín
- Program Against Cancer Therapeutic Resistance (ProCURE)Catalan Institute of Oncology (ICO), Oncobell Program (IDIBELL)BarcelonaSpain
| | - Sebastian Podlipnik
- Dermatology Department, Melanoma Unit, Hospital ClínicIDIBAPS & University of BarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Raras (CIBERER)ISCIIIInstituto de Salud Carlos IIIMadridSpain
| | - Raquel Ramos
- TGF‐β and Cancer Group, Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL)Hospital Duran i ReynalsBarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD)ISCIIIInstituto de Salud Carlos IIIMadridSpain
| | - Esther Bertran
- TGF‐β and Cancer Group, Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL)Hospital Duran i ReynalsBarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD)ISCIIIInstituto de Salud Carlos IIIMadridSpain
| | - Cristina Carrera
- Dermatology Department, Melanoma Unit, Hospital ClínicIDIBAPS & University of BarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Raras (CIBERER)ISCIIIInstituto de Salud Carlos IIIMadridSpain
| | - Joaquim Marcoval
- Dermatology Service, IDIBELLHospital Universitari de BellvitgeBarcelonaSpain
| | - Josep Malvehy
- Dermatology Department, Melanoma Unit, Hospital ClínicIDIBAPS & University of BarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Raras (CIBERER)ISCIIIInstituto de Salud Carlos IIIMadridSpain
| | - Isabel Fabregat
- TGF‐β and Cancer Group, Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL)Hospital Duran i ReynalsBarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD)ISCIIIInstituto de Salud Carlos IIIMadridSpain
| | - Susana Puig
- Dermatology Department, Melanoma Unit, Hospital ClínicIDIBAPS & University of BarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Raras (CIBERER)ISCIIIInstituto de Salud Carlos IIIMadridSpain
| | - Àngels Fabra
- TGF‐β and Cancer Group, Oncobell Program, Bellvitge Biomedical Research Institute (IDIBELL)Hospital Duran i ReynalsBarcelonaSpain
- Centro de Investigaciones Biomédicas en Red de Enfermedades Hepáticas y Digestivas (CIBEREHD)ISCIIIInstituto de Salud Carlos IIIMadridSpain
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16
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Silkwood K, Dollinger E, Gervin J, Atwood S, Nie Q, Lander AD. Leveraging gene correlations in single cell transcriptomic data. BMC Bioinformatics 2024; 25:305. [PMID: 39294560 PMCID: PMC11411778 DOI: 10.1186/s12859-024-05926-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 09/09/2024] [Indexed: 09/20/2024] Open
Abstract
BACKGROUND Many approaches have been developed to overcome technical noise in single cell RNA-sequencing (scRNAseq). As researchers dig deeper into data-looking for rare cell types, subtleties of cell states, and details of gene regulatory networks-there is a growing need for algorithms with controllable accuracy and fewer ad hoc parameters and thresholds. Impeding this goal is the fact that an appropriate null distribution for scRNAseq cannot simply be extracted from data in which ground truth about biological variation is unknown (i.e., usually). RESULTS We approach this problem analytically, assuming that scRNAseq data reflect only cell heterogeneity (what we seek to characterize), transcriptional noise (temporal fluctuations randomly distributed across cells), and sampling error (i.e., Poisson noise). We analyze scRNAseq data without normalization-a step that skews distributions, particularly for sparse data-and calculate p values associated with key statistics. We develop an improved method for selecting features for cell clustering and identifying gene-gene correlations, both positive and negative. Using simulated data, we show that this method, which we call BigSur (Basic Informatics and Gene Statistics from Unnormalized Reads), captures even weak yet significant correlation structures in scRNAseq data. Applying BigSur to data from a clonal human melanoma cell line, we identify thousands of correlations that, when clustered without supervision into gene communities, align with known cellular components and biological processes, and highlight potentially novel cell biological relationships. CONCLUSIONS New insights into functionally relevant gene regulatory networks can be obtained using a statistically grounded approach to the identification of gene-gene correlations.
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Affiliation(s)
- Kai Silkwood
- Center for Complex Biological Systems, University of California, Irvine, Irvine, CA, USA
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA
| | - Emmanuel Dollinger
- Center for Complex Biological Systems, University of California, Irvine, Irvine, CA, USA
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA
- Department of Mathematics, University of California, Irvine, Irvine, CA, USA
| | - Joshua Gervin
- Center for Complex Biological Systems, University of California, Irvine, Irvine, CA, USA
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA
| | - Scott Atwood
- Center for Complex Biological Systems, University of California, Irvine, Irvine, CA, USA
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA
| | - Qing Nie
- Center for Complex Biological Systems, University of California, Irvine, Irvine, CA, USA
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA
- Department of Mathematics, University of California, Irvine, Irvine, CA, USA
| | - Arthur D Lander
- Center for Complex Biological Systems, University of California, Irvine, Irvine, CA, USA.
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA.
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17
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Mitchell KA, Vissers JHA, Pojer JM, Brooks E, Hilmi AJS, Papenfuss AT, Schröder J, Harvey KF. The JNK and Hippo pathways control epithelial integrity and prevent tumor initiation by regulating an overlapping transcriptome. Curr Biol 2024; 34:3966-3982.e7. [PMID: 39146938 DOI: 10.1016/j.cub.2024.07.060] [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: 06/29/2023] [Revised: 06/07/2024] [Accepted: 07/16/2024] [Indexed: 08/17/2024]
Abstract
Epithelial organs maintain their integrity and prevent tumor initiation by actively removing defective cells, such as those that have lost apicobasal polarity. Here, we identify how transcription factors of two key signaling pathways-Jun-N-terminal kinase (JNK) and Hippo-regulate epithelial integrity by controlling transcription of an overlapping set of target genes. Targeted DamID experiments reveal that, in proliferating cells of the Drosophila melanogaster eye, the AP-1 transcription factor Jun and the Hippo pathway transcription regulators Yorkie and Scalloped bind to a common suite of target genes that promote organ growth. In defective neoplastic cells, AP-1 transcription factors repress transcription of growth genes together with the C-terminal binding protein (CtBP) co-repressor. If gene repression by AP-1/CtBP fails, neoplastic tumor growth ensues, driven by Yorkie/Scalloped. Thus, AP-1/CtBP eliminates defective cells and prevents tumor initiation by acting in parallel to Yorkie/Scalloped to repress expression of a shared transcriptome. These findings shed new light on the maintenance of epithelial integrity and tumor suppression.
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Affiliation(s)
- Katrina A Mitchell
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC 3000, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, VIC 3010, Australia
| | - Joseph H A Vissers
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC 3000, Australia
| | - Jonathan M Pojer
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC 3000, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, VIC 3010, Australia
| | - Elliot Brooks
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC 3000, Australia; Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC 3800, Australia
| | - Abdul Jabbar Saiful Hilmi
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC 3000, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, VIC 3010, Australia
| | - Anthony T Papenfuss
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC 3000, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, VIC 3010, Australia; Walter and Eliza Hall Institute, Parkville, VIC 3010, Australia; Department of Medical Biology, The University of Melbourne, Parkville, VIC 3010, Australia
| | - Jan Schröder
- Walter and Eliza Hall Institute, Parkville, VIC 3010, Australia; Department of Medical Biology, The University of Melbourne, Parkville, VIC 3010, Australia
| | - Kieran F Harvey
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC 3000, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, VIC 3010, Australia; Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC 3800, Australia.
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18
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Phillipps J, Nassief G, Morecroft R, Adeyelu T, Elliott A, Abdulla F, Vanderwalde A, Park S, Butt O, Zhou A, Ansstas G. Efficacy of PARP inhibitor therapy after targeted BRAF/MEK failure in advanced melanoma. NPJ Precis Oncol 2024; 8:187. [PMID: 39232122 PMCID: PMC11374802 DOI: 10.1038/s41698-024-00684-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Accepted: 08/28/2024] [Indexed: 09/06/2024] Open
Abstract
Modern advancements in targeted therapy and immunotherapy have significantly improved survival outcomes for advanced melanoma; however, there remains a need for novel approaches to overcome disease progression and treatment resistance. In recent years, PARPi therapy has shown great promise both as a single regimen and in combination with other therapeutics in melanoma. Here, we describe three unique cases of advanced BRAF V600 mutated melanoma that progressed on targeted BRAF/MEK agents that subsequently exhibited partial to near-complete responses to combinatory PARPi and BRAF/MEK inhibitors. This highlights both a potential synergy underlying this combinatory approach and its efficacy as a treatment option for patients with advanced melanoma refractory to targeted and/or immunotherapies. Prospective clinical trials are needed to explore this synergic effect in larger melanoma cohorts to investigate this combination for treating refractory advanced melanoma.
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Affiliation(s)
- Jordan Phillipps
- Division of Medical Oncology, Department of Medicine, Washington University in Saint Louis, Saint Louis, MO 63130, USA
| | - George Nassief
- Division of Medical Oncology, Department of Medicine, Washington University in Saint Louis, Saint Louis, MO 63130, USA
| | - Renee Morecroft
- Division of Medical Oncology, Department of Medicine, Washington University in Saint Louis, Saint Louis, MO 63130, USA
| | | | | | | | | | - Soo Park
- University of California San Diego, San Diego, CA, USA
| | - Omar Butt
- Division of Medical Oncology, Department of Medicine, Washington University in Saint Louis, Saint Louis, MO 63130, USA
| | - Alice Zhou
- Division of Medical Oncology, Department of Medicine, Washington University in Saint Louis, Saint Louis, MO 63130, USA
| | - George Ansstas
- Division of Medical Oncology, Department of Medicine, Washington University in Saint Louis, Saint Louis, MO 63130, USA.
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19
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Pearson JD, Huang K, Dela Pena LG, Ducarouge B, Mehlen P, Bremner R. Netrin-1 and UNC5B Cooperate with Integrins to Mediate YAP-Driven Cytostasis. CANCER RESEARCH COMMUNICATIONS 2024; 4:2374-2383. [PMID: 39172021 PMCID: PMC11384508 DOI: 10.1158/2767-9764.crc-24-0101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Revised: 07/24/2024] [Accepted: 08/19/2024] [Indexed: 08/23/2024]
Abstract
Opposite expression and pro- or anti-cancer function of YAP and its paralog TAZ/WWTR1 stratify cancers into binary YAPon and YAPoff classes. These transcriptional coactivators are oncogenic in YAPon cancers. In contrast, YAP/TAZ are silenced epigenetically along with their integrin and extracellular matrix adhesion target genes in neural and neuroendocrine YAPoff cancers (e.g., small cell lung cancer, retinoblastoma). Forced YAP/TAZ expression induces these targets, causing cytostasis in part through Integrin-αV/β5, independent of the integrin-binding RGD ligand. Other effectors of this anticancer YAP function are unknown. Here, using clustered regularly interspaced short palindromic repeats (CRISPR) screens, we link the Netrin receptor UNC5B to YAP-induced cytostasis in YAPoff cancers. Forced YAP expression induces UNC5B through TEAD DNA-binding partners, as either TEAD1/4-loss or a YAP mutation that disrupts TEAD-binding (S94A) blocks, whereas a TEAD-activator fusion (TEAD(DBD)-VP64) promotes UNC5B induction. Ectopic YAP expression also upregulates UNC5B relatives and their netrin ligands in YAPoff cancers. Netrins are considered protumorigenic, but knockout and peptide/decoy receptor blocking assays reveal that in YAPoff cancers, UNC5B and Netrin-1 can cooperate with integrin-αV/β5 to mediate YAP-induced cytostasis. These data pinpoint an unsuspected Netrin-1/UNC5B/integrin-αV/β5 axis as a critical effector of YAP tumor suppressor activity. SIGNIFICANCE Netrins are widely perceived as procancer proteins; however, we uncover an anticancer function for Netrin-1 and its receptor UNC5B.
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Affiliation(s)
- Joel D. Pearson
- Lunenfeld Tanenbaum Research Institute, Mt Sinai Hospital, Sinai Health System, Toronto, Canada.
- Department of Ophthalmology and Vision Science, University of Toronto, Toronto, Canada.
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada.
- Paul Albrechtsen Research Institute CancerCare Manitoba & Department of Pharmacology and Therapeutics, University of Manitoba, Winnipeg, Canada.
| | - Katherine Huang
- Lunenfeld Tanenbaum Research Institute, Mt Sinai Hospital, Sinai Health System, Toronto, Canada.
| | - Louis G. Dela Pena
- Paul Albrechtsen Research Institute CancerCare Manitoba & Department of Pharmacology and Therapeutics, University of Manitoba, Winnipeg, Canada.
| | | | - Patrick Mehlen
- Netris Pharma, Centre Léon Bérard 28 Rue Laennec, Lyon, France.
- Apoptosis, Cancer and Development Laboratory-Equipe labellisée ‘La Ligue’, LabEX DEVweCAN, Centre de Recherche en Cancérologie de Lyon, Lyon, France.
| | - Rod Bremner
- Lunenfeld Tanenbaum Research Institute, Mt Sinai Hospital, Sinai Health System, Toronto, Canada.
- Department of Ophthalmology and Vision Science, University of Toronto, Toronto, Canada.
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada.
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20
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Vasilevska J, Cheng PF, Lehmann J, Ramelyte E, Gómez JM, Dimitriou F, Sella F, Ferretti D, Salas-Bastos A, Jordaan WS, Levesque MP, Dummer R, Sommer L. Monitoring melanoma patients on treatment reveals a distinct macrophage population driving targeted therapy resistance. Cell Rep Med 2024; 5:101611. [PMID: 38942020 PMCID: PMC11293307 DOI: 10.1016/j.xcrm.2024.101611] [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: 08/30/2023] [Revised: 04/09/2024] [Accepted: 05/20/2024] [Indexed: 06/30/2024]
Abstract
Resistance to targeted therapy remains a major clinical challenge in melanoma. To uncover resistance mechanisms, we perform single-cell RNA sequencing on fine-needle aspirates from resistant and responding tumors of patients undergoing BRAFi/MEKi treatment. Among the genes most prominently expressed in resistant tumors is POSTN, predicted to signal to a macrophage population associated with targeted therapy resistance (TTR). Accordingly, tumors from patients with fast disease progression after therapy exhibit high POSTN expression levels and high numbers of TTR macrophages. POSTN polarizes human macrophages toward a TTR phenotype and promotes resistance to targeted therapy in a melanoma mouse model, which is associated with a phenotype change in intratumoral macrophages. Finally, polarized TTR macrophages directly protect human melanoma cells from MEKi-induced killing via CD44 receptor expression on melanoma cells. Thus, interfering with the protective activity of TTR macrophages may offer a strategy to overcome resistance to targeted therapy in melanoma.
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Affiliation(s)
- Jelena Vasilevska
- Institute of Anatomy, University of Zurich, 8057 Zurich, Switzerland
| | - Phil Fang Cheng
- Department of Dermatology, University of Zurich Hospital and Faculty of Medicine, University of Zurich, Zurich, Switzerland
| | - Julia Lehmann
- Institute of Anatomy, University of Zurich, 8057 Zurich, Switzerland
| | - Egle Ramelyte
- Department of Dermatology, University of Zurich Hospital and Faculty of Medicine, University of Zurich, Zurich, Switzerland
| | - Julia Martínez Gómez
- Department of Dermatology, University of Zurich Hospital and Faculty of Medicine, University of Zurich, Zurich, Switzerland
| | - Florentia Dimitriou
- Department of Dermatology, University of Zurich Hospital and Faculty of Medicine, University of Zurich, Zurich, Switzerland
| | - Federica Sella
- Department of Dermatology, University of Zurich Hospital and Faculty of Medicine, University of Zurich, Zurich, Switzerland
| | - Daria Ferretti
- Institute of Anatomy, University of Zurich, 8057 Zurich, Switzerland
| | | | | | - Mitchell Paul Levesque
- Department of Dermatology, University of Zurich Hospital and Faculty of Medicine, University of Zurich, Zurich, Switzerland
| | - Reinhard Dummer
- Department of Dermatology, University of Zurich Hospital and Faculty of Medicine, University of Zurich, Zurich, Switzerland
| | - Lukas Sommer
- Institute of Anatomy, University of Zurich, 8057 Zurich, Switzerland.
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21
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Hara N, Sugino H, Saito-Sasaki N, Okada E, Sawada Y. Malignant Melanoma With Neural Marker-Positive Distant Organ Cancers. Cureus 2024; 16:e65594. [PMID: 39192931 PMCID: PMC11349388 DOI: 10.7759/cureus.65594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/26/2024] [Indexed: 08/29/2024] Open
Abstract
Malignant melanoma is a melanocyte-derived tumor known for its aggressive clinical behavior. Melanocytes originate from the neural crest, which also gives rise to neural tissues. Malignant melanoma can occasionally exhibit neural differentiation. We report a case of a 70-year-old male with malignant melanoma exhibiting neural marker positivity in the absence of typical melanoma markers. The patient initially presented with a dark nodule on his left heel, which was confirmed as malignant melanoma through cytology. Surgical resection and lymph node dissection were performed, revealing atypical melanocytes. Despite postoperative nivolumab treatment, metastases in the brain and lungs were observed. Histological examination of the brain tumor showed neural differentiation markers (thyroid transcription factor 1 (TTF-1), cytokeratin 7 (CK7), AE1/AE3, and epidermal growth factor receptor (EGFR)) with negative melanoma markers. The patient eventually succumbed to the disease despite multiple treatments. An autopsy revealed multiple organ tumors (brain, duodenum, stomach, liver, and bile duct) negative for melanoma markers but positive for neuroendocrine markers (CD56, synaptophysin, and chromogranin A). This case suggests two possibilities: the coexistence of malignant melanoma with neuroendocrine tumors or a transformation of melanoma into a neuroendocrine phenotype. This case highlights the need for clinicians to consider the potential for melanoma to lose typical markers and transform into neuroendocrine cancer.
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Affiliation(s)
- Natsumi Hara
- Dermatology, University of Occupational and Environmental Health, Kitakyushu, JPN
| | - Hitomi Sugino
- Dermatology, University of Occupational and Environmental Health, Kitakyushu, JPN
| | - Natsuko Saito-Sasaki
- Dermatology, University of Occupational and Environmental Health, Kitakyushu, JPN
| | - Etsuko Okada
- Dermatology, University of Occupational and Environmental Health, Kitakyushu, JPN
| | - Yu Sawada
- Dermatology, University of Occupational and Environmental Health, Kitakyushu, JPN
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22
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Kim G, Bhattarai PY, Lim SC, Lee KY, Choi HS. Sirtuin 5-mediated deacetylation of TAZ at K54 promotes melanoma development. Cell Oncol (Dordr) 2024; 47:967-985. [PMID: 38112979 DOI: 10.1007/s13402-023-00910-w] [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] [Accepted: 12/04/2023] [Indexed: 12/21/2023] Open
Abstract
PURPOSE Nuclear accumulation of YAP/TAZ promotes tumorigenesis in several cancers, including melanoma. Although the mechanisms underlying the nuclear retention of YAP are known, those underlying the retention of TAZ remain unclear. Our study investigates a novel acetylation/deacetylation switch in TAZ, governing its subcellular localization in melanoma tumorigenesis. METHODS Immunoprecipitation/Western blot assessed TAZ protein interactions and acetylation. SIRT5 activity was quantified with enzyme-linked immunosorbent assay. Immunofluorescence indicated TAZ nuclear localization. TEAD transcriptional activity was measured through luciferase reporter assays. ChIP detected TAZ binding to the CTGF promoter. Transwell and wound healing assays quantified melanoma cell invasiveness and migration. Metastasis was evaluated using a mouse model via tail vein injections. Clinical relevance was explored via immunohistochemical staining of patient tumors. RESULTS CBP facilitated TAZ acetylation at K54 in response to epidermal growth factor stimulation, while SIRT5 mediated deacetylation. Acetylation correlated with phosphorylation, regulating TAZ's binding with LATS2 or TEAD. TAZ K54 acetylation enhanced its S89 phosphorylation, promoting cytosolic retention via LATS2 interaction. SIRT5-mediated deacetylation enhanced TAZ-TEAD interaction and nuclear retention. Chromatin IP showed SIRT5-deacetylated TAZ recruited to CTGF promoter, boosting transcriptional activity. In a mouse model, SIRT5 overexpression induced melanoma metastasis to lung tissue following the injection of B16F10 melanocytes via the tail vein, and this effect was prevented by verteporfin treatment. CONCLUSIONS Our study revealed a novel mechanism of TAZ nuclear retention regulated by SIRT5-mediated K54 deacetylation and demonstrated the significance of TAZ deacetylation in CTGF expression. This study highlights the potential implications of the SIRT5/TAZ axis for treating metastatic melanoma.
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Affiliation(s)
- Garam Kim
- College of Pharmacy, Chosun University, 309 Pilmun-daero, Dong-gu, Gwangju, 501-759, Republic of Korea
| | - Poshan Yugal Bhattarai
- College of Pharmacy, Chosun University, 309 Pilmun-daero, Dong-gu, Gwangju, 501-759, Republic of Korea
| | - Sung-Chul Lim
- Department of Pathology, School of Medicine, Chosun University, Gwangju, 61452, Republic of Korea
| | - Kwang Youl Lee
- College of Pharmacy, Chonnam National University, Gwangju, 61186, Republic of Korea
| | - Hong Seok Choi
- College of Pharmacy, Chosun University, 309 Pilmun-daero, Dong-gu, Gwangju, 501-759, Republic of Korea.
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23
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Thatikonda V, Supper V, Wachter J, Kaya O, Kombara A, Bilgilier C, Ravichandran MC, Lipp JJ, Sharma R, Badertscher L, Boghossian AS, Rees MG, Ronan MM, Roth JA, Grosche S, Neumüller RA, Mair B, Mauri F, Popa A. Genetic dependencies associated with transcription factor activities in human cancer cell lines. Cell Rep 2024; 43:114175. [PMID: 38691456 DOI: 10.1016/j.celrep.2024.114175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 02/02/2024] [Accepted: 04/16/2024] [Indexed: 05/03/2024] Open
Abstract
Transcription factors (TFs) are important mediators of aberrant transcriptional programs in cancer cells. In this study, we focus on TF activity (TFa) as a biomarker for cell-line-selective anti-proliferative effects, in that high TFa predicts sensitivity to loss of function of a given gene (i.e., genetic dependencies [GDs]). Our linear-regression-based framework identifies 3,047 pan-cancer and 3,952 cancer-type-specific candidate TFa-GD associations from cell line data, which are then cross-examined for impact on survival in patient cohorts. One of the most prominent biomarkers is TEAD1 activity, whose associations with its predicted GDs are validated through experimental evidence as proof of concept. Overall, these TFa-GD associations represent an attractive resource for identifying innovative, biomarker-driven hypotheses for drug discovery programs in oncology.
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Affiliation(s)
- Venu Thatikonda
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria.
| | - Verena Supper
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Johannes Wachter
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Onur Kaya
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Anju Kombara
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Ceren Bilgilier
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | | | - Jesse J Lipp
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Rahul Sharma
- Myllia Biotechnology GmbH, Am Kanal 27, Vienna 1110, Austria
| | | | | | - Matthew G Rees
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Melissa M Ronan
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jennifer A Roth
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Sarah Grosche
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Ralph A Neumüller
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Barbara Mair
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Federico Mauri
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria
| | - Alexandra Popa
- Boehringer Ingelheim RCV GmbH & Co KG, Doktor-Boehringer-Gasse 5-11, Vienna 1120, Austria.
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24
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Ryu HJ, Kim C, Jang H, Kim SI, Shin SJ, Chung KY, Torres-Cabala C, Kim SK. Nuclear Localization of Yes-Associated Protein Is Associated With Tumor Progression in Cutaneous Melanoma. J Transl Med 2024; 104:102048. [PMID: 38490470 DOI: 10.1016/j.labinv.2024.102048] [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: 10/17/2023] [Revised: 02/26/2024] [Accepted: 03/07/2024] [Indexed: 03/17/2024] Open
Abstract
Yes-associated protein (YAP), an effector molecule of the Hippo signaling pathway, is expressed at high levels in cutaneous melanoma. However, the role of YAP in melanoma progression according to cellular localization is poorly understood. Tissues from 140 patients with invasive melanoma were evaluated by immunohistochemistry. Flow cytometry, western blotting, viability assays, wound healing assays, verteporfin treatment, and xenograft assays were conducted using melanoma cell lines B16F1 and B16F10 subjected to YapS127A transfection and siYap knockdown. Nuclear YAP localization was identified in 63 tumors (45.0%) and was more frequent than cytoplasmic YAP in acral lentiginous and nodular subtypes (P = .007). Compared with cytoplasmic YAP melanomas, melanomas with nuclear YAP had higher mitotic activity (P = .016), deeper invasion (P < .001), and more frequently metastasized to lymph nodes (P < .001) and distant organs (P < .001). Patients with nuclear YAP melanomas had poorer disease-free survival (P < .001) and overall survival (P < .001). Nuclear YAP was an independent risk factor for distant metastasis (hazard ratio: 3.206; 95% CI, 1.032-9.961; P = .044). Proliferative ability was decreased in siYapB16F1 (P < .001) and siYapB16F10 (P = .001) cells and increased in YapS127AB16F1 (P = .003) and YapS127AB16F10 (P = .002) cells. Cell cycle analysis demonstrated relative G1 retention in siYapB16F1 (P < .001) and siYapB16F10 (P < .001) cells and S retention in YapS127AB16F1 cells (P = .008). Wound healing assays showed that Yap knockdown inhibited cell invasion (siYapB16F1, P = .001; siYapB16F10, P < .001), whereas nuclear YAP promoted it (YapS127AB16F, P < .001; YapS127AB16F1, P = .017). Verteporfin, a direct YAP inhibitor, reduced cellular proliferation in B16F1 (P = .003) and B16F10 (P < .001) cells. Proliferative effects of nuclear YAP were confirmed in xenograft mice (P < .001). In conclusion, nuclear YAP in human melanomas showed subtype specificity and correlated with proliferative activity and proinvasiveness. It is expected that YAP becomes a useful prognostic marker, and its inhibition may be a potential therapy for melanoma patients.
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Affiliation(s)
- Hyang Joo Ryu
- Department of Pathology, Yonsei University College of Medicine, Seoul, South Korea
| | - Chayeon Kim
- Department of Pathology, Yonsei University College of Medicine, Seoul, South Korea
| | - Hyenguk Jang
- Department of Pathology, Yonsei University College of Medicine, Seoul, South Korea
| | - Sun Il Kim
- Department of Pathology, Yonsei University College of Medicine, Seoul, South Korea
| | - Sang Joon Shin
- Department of Oncology, Yonsei University College of Medicine, Seoul, South Korea
| | - Kee Yang Chung
- Department of Dermatology, Yonsei University College of Medicine, Seoul, South Korea
| | - Carlos Torres-Cabala
- Department of Pathology, The University of Texas, MD Anderson Cancer Center, Houston, Texas.
| | - Sang Kyum Kim
- Department of Pathology, Yonsei University College of Medicine, Seoul, South Korea.
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25
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Durand S, Tang Y, Pommier RM, Benboubker V, Grimont M, Boivin F, Barbollat-Boutrand L, Cumunel E, Dupeuble F, Eberhardt A, Plaschka M, Dalle S, Caramel J. ZEB1 controls a lineage-specific transcriptional program essential for melanoma cell state transitions. Oncogene 2024; 43:1489-1505. [PMID: 38519642 PMCID: PMC11090790 DOI: 10.1038/s41388-024-03010-7] [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: 11/01/2023] [Accepted: 03/06/2024] [Indexed: 03/25/2024]
Abstract
Cell plasticity sustains intra-tumor heterogeneity and treatment resistance in melanoma. Deciphering the transcriptional mechanisms governing reversible phenotypic transitions between proliferative/differentiated and invasive/stem-like states is required. Expression of the ZEB1 transcription factor is frequently activated in melanoma, where it fosters adaptive resistance to targeted therapies. Here, we performed a genome-wide characterization of ZEB1 transcriptional targets, by combining ChIP-sequencing and RNA-sequencing, upon phenotype switching in melanoma models. We identified and validated ZEB1 binding peaks in the promoter of key lineage-specific genes crucial for melanoma cell identity. Mechanistically, ZEB1 negatively regulates SOX10-MITF dependent proliferative/melanocytic programs and positively regulates AP-1 driven invasive and stem-like programs. Comparative analyses with breast carcinoma cells revealed lineage-specific ZEB1 binding, leading to the design of a more reliable melanoma-specific ZEB1 regulon. We then developed single-cell spatial multiplexed analyses to characterize melanoma cell states intra-tumoral heterogeneity in human melanoma samples. Combined with scRNA-Seq analyses, our findings confirmed increased ZEB1 expression in Neural-Crest-like cells and mesenchymal cells, underscoring its significance in vivo in both populations. Overall, our results define ZEB1 as a major transcriptional regulator of cell states transitions and provide a better understanding of lineage-specific transcriptional programs sustaining intra-tumor heterogeneity in melanoma.
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Affiliation(s)
- Simon Durand
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Yaqi Tang
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Roxane M Pommier
- Fondation Synergie Lyon Cancer, Plateforme de bio-informatique Gilles Thomas, Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, INSERM U1052-CNRS UMR5286, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Valentin Benboubker
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Maxime Grimont
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Felix Boivin
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Laetitia Barbollat-Boutrand
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Eric Cumunel
- Fondation Synergie Lyon Cancer, Plateforme de bio-informatique Gilles Thomas, Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, INSERM U1052-CNRS UMR5286, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Florian Dupeuble
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Anaïs Eberhardt
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
- Dermatology Unit, Hospices Civils de Lyon, CH Lyon Sud, 165 chemin du Grand Revoyet, 69495, Pierre Bénite, Cedex, France
| | - Maud Plaschka
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
| | - Stéphane Dalle
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France
- Dermatology Unit, Hospices Civils de Lyon, CH Lyon Sud, 165 chemin du Grand Revoyet, 69495, Pierre Bénite, Cedex, France
| | - Julie Caramel
- "Cancer cell Plasticity in Melanoma" lab, Centre de Recherche en Cancérologie de Lyon, INSERM U1052-CNRS UMR5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon1, 69008, Lyon, France.
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26
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Pudjihartono M, Golovina E, Fadason T, O'Sullivan JM, Schierding W. Links between melanoma germline risk loci, driver genes and comorbidities: insight from a tissue-specific multi-omic analysis. Mol Oncol 2024; 18:1031-1048. [PMID: 38308491 PMCID: PMC10994230 DOI: 10.1002/1878-0261.13599] [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: 05/26/2023] [Revised: 11/15/2023] [Accepted: 01/22/2024] [Indexed: 02/04/2024] Open
Abstract
Genome-wide association studies (GWAS) have associated 76 loci with the risk of developing melanoma. However, understanding the molecular basis of such associations has remained a challenge because most of these loci are in non-coding regions of the genome. Here, we integrated data on epigenomic markers, three-dimensional (3D) genome organization, and expression quantitative trait loci (eQTL) from melanoma-relevant tissues and cell types to gain novel insights into the mechanisms underlying melanoma risk. This integrative approach revealed a total of 151 target genes, both near and far away from the risk loci in linear sequence, with known and novel roles in the etiology of melanoma. Using protein-protein interaction networks, we identified proteins that interact-directly or indirectly-with the products of the target genes. The interacting proteins were enriched for known melanoma driver genes. Further integration of these target genes into tissue-specific gene regulatory networks revealed patterns of gene regulation that connect melanoma to its comorbidities. Our study provides novel insights into the biological implications of genetic variants associated with melanoma risk.
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Affiliation(s)
| | | | | | - Justin M. O'Sullivan
- Liggins InstituteThe University of AucklandNew Zealand
- The Maurice Wilkins CentreThe University of AucklandNew Zealand
- Australian Parkinson's MissionGarvan Institute of Medical ResearchSydneyAustralia
- MRC Lifecourse Epidemiology UnitUniversity of SouthamptonUK
- Singapore Institute for Clinical SciencesAgency for Science, Technology and Research (A*STAR)Singapore CitySingapore
| | - William Schierding
- Liggins InstituteThe University of AucklandNew Zealand
- The Maurice Wilkins CentreThe University of AucklandNew Zealand
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27
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Kanai R, Norton E, Stern P, Hynes RO, Lamar JM. Identification of a Gene Signature That Predicts Dependence upon YAP/TAZ-TEAD. Cancers (Basel) 2024; 16:852. [PMID: 38473214 PMCID: PMC10930532 DOI: 10.3390/cancers16050852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Revised: 02/05/2024] [Accepted: 02/12/2024] [Indexed: 03/14/2024] Open
Abstract
Targeted therapies are effective cancer treatments when accompanied by accurate diagnostic tests that can help identify patients that will respond to those therapies. The YAP/TAZ-TEAD axis is activated and plays a causal role in several cancer types, and TEAD inhibitors are currently in early-phase clinical trials in cancer patients. However, a lack of a reliable way to identify tumors with YAP/TAZ-TEAD activation for most cancer types makes it difficult to determine which tumors will be susceptible to TEAD inhibitors. Here, we used a combination of RNA-seq and bioinformatic analysis of metastatic melanoma cells to develop a YAP/TAZ gene signature. We found that the genes in this signature are TEAD-dependent in several melanoma cell lines, and that their expression strongly correlates with YAP/TAZ activation in human melanomas. Using DepMap dependency data, we found that this YAP/TAZ signature was predictive of melanoma cell dependence upon YAP/TAZ or TEADs. Importantly, this was not limited to melanoma because this signature was also predictive when tested on a panel of over 1000 cancer cell lines representing numerous distinct cancer types. Our results suggest that YAP/TAZ gene signatures like ours may be effective tools to predict tumor cell dependence upon YAP/TAZ-TEAD, and thus potentially provide a means to identify patients likely to benefit from TEAD inhibitors.
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Affiliation(s)
- Ryan Kanai
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY 12208, USA; (R.K.); (E.N.)
| | - Emily Norton
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY 12208, USA; (R.K.); (E.N.)
| | - Patrick Stern
- Koch Institute for Integrative Cancer Research, at Massachusetts Institute of Technology, Cambridge, MA 02139, USA;
| | - Richard O. Hynes
- Department of Biology, Koch Institute for Integrative Cancer Research, and Howard Hughes Medical Institute, at Massachusetts Institute of Technology, Cambridge, MA 02139, USA;
| | - John M. Lamar
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY 12208, USA; (R.K.); (E.N.)
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28
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Binet R, Lambert JP, Tomkova M, Tischfield S, Baggiolini A, Picaud S, Sarkar S, Louphrasitthiphol P, Dias D, Carreira S, Humphrey TC, Fillipakopoulos P, White R, Goding CR. DNA damage remodels the MITF interactome to increase melanoma genomic instability. Genes Dev 2024; 38:70-94. [PMID: 38316520 PMCID: PMC10903946 DOI: 10.1101/gad.350740.123] [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: 04/21/2023] [Accepted: 01/08/2024] [Indexed: 02/07/2024]
Abstract
Since genome instability can drive cancer initiation and progression, cells have evolved highly effective and ubiquitous DNA damage response (DDR) programs. However, some cells (for example, in skin) are normally exposed to high levels of DNA-damaging agents. Whether such high-risk cells possess lineage-specific mechanisms that tailor DNA repair to the tissue remains largely unknown. Using melanoma as a model, we show here that the microphthalmia-associated transcription factor MITF, a lineage addition oncogene that coordinates many aspects of melanocyte and melanoma biology, plays a nontranscriptional role in shaping the DDR. On exposure to DNA-damaging agents, MITF is phosphorylated at S325, and its interactome is dramatically remodeled; most transcription cofactors dissociate, and instead MITF interacts with the MRE11-RAD50-NBS1 (MRN) complex. Consequently, cells with high MITF levels accumulate stalled replication forks and display defects in homologous recombination-mediated repair associated with impaired MRN recruitment to DNA damage. In agreement with this, high MITF levels are associated with increased single-nucleotide and copy number variant burdens in melanoma. Significantly, the SUMOylation-defective MITF-E318K melanoma predisposition mutation recapitulates the effects of DNA-PKcs-phosphorylated MITF. Our data suggest that a nontranscriptional function of a lineage-restricted transcription factor contributes to a tissue-specialized modulation of the DDR that can impact cancer initiation.
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Affiliation(s)
- Romuald Binet
- Ludwig Institute for Cancer Research, Nuffield Department of Clinical Medicine, University of Oxford, Headington, Oxford OX3 7DQ, United Kingdom
| | - Jean-Philippe Lambert
- Department of Molecular Medicine, Cancer Research Center, Université Laval, Québec City, Québec G1V 4G2, Canada
- Endocrinology-Nephrology Axis, CHU de Québec-Université Laval Research Center, Québec City, Québec G1V 4G2, Canada
| | - Marketa Tomkova
- Ludwig Institute for Cancer Research, Nuffield Department of Clinical Medicine, University of Oxford, Headington, Oxford OX3 7DQ, United Kingdom
- Department of Biochemistry and Molecular Medicine, University of California, Davis, Davis, California 95616, USA
| | - Samuel Tischfield
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
| | - Arianna Baggiolini
- Center for Stem Cell Biology and Developmental Biology Program, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
| | - Sarah Picaud
- Structural Genomics Consortium, Nuffield Department of Clinical Medicine, University of Oxford, Oxford OX3 7DQ, United Kingdom
| | - Sovan Sarkar
- Cancer Research UK, Medical Research Council Oxford Institute for Radiation Oncology, Department of Oncology, University of Oxford, Oxford OX3 7DQ, United Kingdom
| | - Pakavarin Louphrasitthiphol
- Ludwig Institute for Cancer Research, Nuffield Department of Clinical Medicine, University of Oxford, Headington, Oxford OX3 7DQ, United Kingdom
| | - Diogo Dias
- Ludwig Institute for Cancer Research, Nuffield Department of Clinical Medicine, University of Oxford, Headington, Oxford OX3 7DQ, United Kingdom
| | - Suzanne Carreira
- Ludwig Institute for Cancer Research, Nuffield Department of Clinical Medicine, University of Oxford, Headington, Oxford OX3 7DQ, United Kingdom
| | - Timothy C Humphrey
- Cancer Research UK, Medical Research Council Oxford Institute for Radiation Oncology, Department of Oncology, University of Oxford, Oxford OX3 7DQ, United Kingdom
| | - Panagis Fillipakopoulos
- Ludwig Institute for Cancer Research, Nuffield Department of Clinical Medicine, University of Oxford, Headington, Oxford OX3 7DQ, United Kingdom
- Structural Genomics Consortium, Nuffield Department of Clinical Medicine, University of Oxford, Oxford OX3 7DQ, United Kingdom
| | - Richard White
- Ludwig Institute for Cancer Research, Nuffield Department of Clinical Medicine, University of Oxford, Headington, Oxford OX3 7DQ, United Kingdom
- Department of Cancer Biology and Genetics, Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
| | - Colin R Goding
- Ludwig Institute for Cancer Research, Nuffield Department of Clinical Medicine, University of Oxford, Headington, Oxford OX3 7DQ, United Kingdom;
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29
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Mendelson K, Martin TC, Nguyen CB, Hsu M, Xu J, Lang C, Dummer R, Saenger Y, Messina JL, Sondak VK, Desman G, Hasson D, Bernstein E, Parsons RE, Celebi JT. Differential histone acetylation and super-enhancer regulation underlie melanoma cell dedifferentiation. JCI Insight 2024; 9:e166611. [PMID: 38319712 PMCID: PMC11063936 DOI: 10.1172/jci.insight.166611] [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: 10/31/2022] [Accepted: 02/02/2024] [Indexed: 02/07/2024] Open
Abstract
Dedifferentiation or phenotype switching refers to the transition from a proliferative to an invasive cellular state. We previously identified a 122-gene epigenetic gene signature that classifies primary melanomas as low versus high risk (denoted as Epgn1 or Epgn3). We found that the transcriptomes of the Epgn1 low-risk and Epgn3 high-risk cells are similar to the proliferative and invasive cellular states, respectively. These signatures were further validated in melanoma tumor samples. Examination of the chromatin landscape revealed differential H3K27 acetylation in the Epgn1 low-risk versus Epgn3 high-risk cell lines that corroborated with a differential super-enhancer and enhancer landscape. Melanocytic lineage genes (MITF, its targets and regulators) were associated with super-enhancers in the Epgn1 low-risk state, whereas invasiveness genes were linked with Epgn3 high-risk status. We identified the ITGA3 gene as marked by a super-enhancer element in the Epgn3 invasive cells. Silencing of ITGA3 enhanced invasiveness in both in vitro and in vivo systems, suggesting it as a negative regulator of invasion. In conclusion, we define chromatin landscape changes associated with Epgn1/Epgn3 and phenotype switching during early steps of melanoma progression that regulate transcriptional reprogramming. This super-enhancer and enhancer-driven epigenetic regulatory mechanism resulting in major changes in the transcriptome could be important in future therapeutic targeting efforts.
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Affiliation(s)
- Karen Mendelson
- Department of Dermatology, NYU Grossman School of Medicine, New York, New York, USA
| | - Tiphaine C. Martin
- Department of Oncological Sciences and
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Christie B. Nguyen
- Department of Oncological Sciences and
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Graduate School of Biological Sciences, Icahn School of Medicine, New York, New York, USA
| | - Min Hsu
- Department of Dermatology, NYU Grossman School of Medicine, New York, New York, USA
| | - Jia Xu
- Department of Oncological Sciences and
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Claudia Lang
- Department of Dermatology, University Hospital of Zurich, Zurich, Switzerland
| | - Reinhard Dummer
- Department of Dermatology, University Hospital of Zurich, Zurich, Switzerland
| | - Yvonne Saenger
- Department of Medicine, Columbia University Medical Center, New York, New York, USA
| | - Jane L. Messina
- Department of Pathology and Cell Biology, USF Morsani College of Medicine, Tampa, Florida, USA
- Moffitt Cancer Center, Tampa, Florida, USA
| | - Vernon K. Sondak
- Department of Pathology and Cell Biology, USF Morsani College of Medicine, Tampa, Florida, USA
- Moffitt Cancer Center, Tampa, Florida, USA
| | - Garrett Desman
- Department of Pathology, Molecular and Cell Based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Dan Hasson
- Department of Oncological Sciences and
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Graduate School of Biological Sciences, Icahn School of Medicine, New York, New York, USA
| | - Emily Bernstein
- Department of Oncological Sciences and
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Graduate School of Biological Sciences, Icahn School of Medicine, New York, New York, USA
| | - Ramon E. Parsons
- Department of Oncological Sciences and
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Julide Tok Celebi
- Department of Dermatology, NYU Grossman School of Medicine, New York, New York, USA
- Department of Pathology, NYU Grossman School of Medicine, New York, New York, USA
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30
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Wu M, Hanly A, Gibson F, Fisher R, Rogers S, Park K, Zuger A, Kuang K, Kalin JH, Nocco S, Cole M, Xiao A, Agus F, Labadorf A, Beck S, Collard M, Cole PA, Alani RM. The CoREST repressor complex mediates phenotype switching and therapy resistance in melanoma. J Clin Invest 2024; 134:e171063. [PMID: 38300709 PMCID: PMC10940100 DOI: 10.1172/jci171063] [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: 04/03/2023] [Accepted: 01/22/2024] [Indexed: 02/03/2024] Open
Abstract
Virtually all patients with BRAF-mutant melanoma develop resistance to MAPK inhibitors largely through nonmutational events. Although the epigenetic landscape is shown to be altered in therapy-resistant melanomas and other cancers, a specific targetable epigenetic mechanism has not been validated. Here, we evaluated the corepressor for element 1-silencing transcription factor (CoREST) epigenetic repressor complex and the recently developed bivalent inhibitor corin within the context of melanoma phenotype plasticity and therapeutic resistance. We found that CoREST was a critical mediator of the major distinct melanoma phenotypes and that corin treatment of melanoma cells led to phenotype reprogramming. Global assessment of transcript and chromatin changes conferred by corin revealed specific effects on histone marks connected to epithelial-mesenchymal transition-associated (EMT-associated) transcription factors and the dual-specificity phosphatases (DUSPs). Remarkably, treatment of BRAF inhibitor-resistant (BRAFi-R) melanomas with corin promoted resensitization to BRAFi therapy. DUSP1 was consistently downregulated in BRAFi-R melanomas, which was reversed by corin treatment and associated with inhibition of p38 MAPK activity and resensitization to BRAFi therapies. Moreover, this activity was recapitulated by the p38 MAPK inhibitor BIRB 796. These findings identify the CoREST repressor complex as a central mediator of melanoma phenotype plasticity and resistance to targeted therapy and suggest that CoREST inhibitors may prove beneficial for patients with BRAFi-resistant melanoma.
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Affiliation(s)
- Muzhou Wu
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Ailish Hanly
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Frederick Gibson
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Robert Fisher
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Samantha Rogers
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Kihyun Park
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Angelina Zuger
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Kevin Kuang
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Jay H. Kalin
- Division of Genetics, Departments of Medicine and Biological Chemistry and Molecular Pharmacology, Harvard Medical School and Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | - Sarah Nocco
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Matthew Cole
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Amy Xiao
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Filisia Agus
- Bioinformatics Program, Boston University, Boston, Massachusetts, USA
| | - Adam Labadorf
- Bioinformatics Program, Boston University, Boston, Massachusetts, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Samuel Beck
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Marianne Collard
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Philip A. Cole
- Division of Genetics, Departments of Medicine and Biological Chemistry and Molecular Pharmacology, Harvard Medical School and Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | - Rhoda M. Alani
- Department of Dermatology, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
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31
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Taskiran II, Spanier KI, Dickmänken H, Kempynck N, Pančíková A, Ekşi EC, Hulselmans G, Ismail JN, Theunis K, Vandepoel R, Christiaens V, Mauduit D, Aerts S. Cell-type-directed design of synthetic enhancers. Nature 2024; 626:212-220. [PMID: 38086419 PMCID: PMC10830415 DOI: 10.1038/s41586-023-06936-2] [Citation(s) in RCA: 38] [Impact Index Per Article: 38.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Accepted: 12/05/2023] [Indexed: 01/19/2024]
Abstract
Transcriptional enhancers act as docking stations for combinations of transcription factors and thereby regulate spatiotemporal activation of their target genes1. It has been a long-standing goal in the field to decode the regulatory logic of an enhancer and to understand the details of how spatiotemporal gene expression is encoded in an enhancer sequence. Here we show that deep learning models2-6, can be used to efficiently design synthetic, cell-type-specific enhancers, starting from random sequences, and that this optimization process allows detailed tracing of enhancer features at single-nucleotide resolution. We evaluate the function of fully synthetic enhancers to specifically target Kenyon cells or glial cells in the fruit fly brain using transgenic animals. We further exploit enhancer design to create 'dual-code' enhancers that target two cell types and minimal enhancers smaller than 50 base pairs that are fully functional. By examining the state space searches towards local optima, we characterize enhancer codes through the strength, combination and arrangement of transcription factor activator and transcription factor repressor motifs. Finally, we apply the same strategies to successfully design human enhancers, which adhere to enhancer rules similar to those of Drosophila enhancers. Enhancer design guided by deep learning leads to better understanding of how enhancers work and shows that their code can be exploited to manipulate cell states.
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Affiliation(s)
- Ibrahim I Taskiran
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Katina I Spanier
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Hannah Dickmänken
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Niklas Kempynck
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Alexandra Pančíková
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
- VIB-KULeuven Center for Cancer Biology, Leuven, Belgium
| | - Eren Can Ekşi
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Gert Hulselmans
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Joy N Ismail
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
- UK Dementia Research Institute at Imperial College London, London, UK
| | - Koen Theunis
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Roel Vandepoel
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Valerie Christiaens
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - David Mauduit
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Stein Aerts
- Laboratory of Computational Biology, VIB Center for AI & Computational Biology (VIB.AI), Leuven, Belgium.
- VIB-KULeuven Center for Brain & Disease Research, Leuven, Belgium.
- Department of Human Genetics, KU Leuven, Leuven, Belgium.
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Soumoy L, Genbauffe A, Mouchart L, Sperone A, Trelcat A, Mukeba-Harchies L, Wells M, Blankert B, Najem A, Ghanem G, Saussez S, Journe F. ATP1A1 is a promising new target for melanoma treatment and can be inhibited by its physiological ligand bufalin to restore targeted therapy efficacy. Cancer Cell Int 2024; 24:8. [PMID: 38178183 PMCID: PMC10765859 DOI: 10.1186/s12935-023-03196-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Accepted: 12/26/2023] [Indexed: 01/06/2024] Open
Abstract
Despite advancements in treating metastatic melanoma, many patients exhibit resistance to targeted therapies. Our study focuses on ATP1A1, a sodium pump subunit associated with cancer development. We aimed to assess ATP1A1 prognostic value in melanoma patients and examine the impact of its ligand, bufalin, on melanoma cell lines in vitro and in vivo. High ATP1A1 expression (IHC) correlated with reduced overall survival in melanoma patients. Resistance to BRAF inhibitor was linked to elevated ATP1A1 levels in patient biopsies (IHC, qPCR) and cell lines (Western blot, qPCR). Additionally, high ATP1A1 mRNA expression positively correlated with differentiation/pigmentation markers based on data from The Cancer Genome Atlas (TCGA) databases and Verfaillie proliferative gene signature analysis. Bufalin specifically targeted ATP1A1 in caveolae, (proximity ligation assay) and influenced Src phosphorylation (Western blot), thereby disrupting multiple signaling pathways (phosphokinase array). In vitro, bufalin induced apoptosis in melanoma cell lines by acting on ATP1A1 (siRNA experiments) and, in vivo, significantly impeded melanoma growth using a nude mouse xenograft model with continuous bufalin delivery via an osmotic pump. In conclusion, our study demonstrates that ATP1A1 could serve as a prognostic marker for patient survival and a predictive marker for response to BRAF inhibitor therapy. By targeting ATP1A1, bufalin inhibited cell proliferation, induced apoptosis in vitro, and effectively suppressed tumor development in mice. Thus, our findings strongly support ATP1A1 as a promising therapeutic target, with bufalin as a potential agent to disrupt its tumor-promoting activity.
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Affiliation(s)
- Laura Soumoy
- Laboratory of Human Anatomy and Experimental Oncology, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium.
- Institut National de la Santé et de la Recherche Médicale (INSERM) U981, Gustave Roussy Cancer Campus, Villejuif, France.
| | - Aline Genbauffe
- Laboratory of Human Anatomy and Experimental Oncology, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium
| | - Lena Mouchart
- Laboratory of Human Anatomy and Experimental Oncology, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium
| | - Alexandra Sperone
- Laboratory of Human Anatomy and Experimental Oncology, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium
| | - Anne Trelcat
- Laboratory of Human Anatomy and Experimental Oncology, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium
| | - Léa Mukeba-Harchies
- Laboratory of Human Anatomy and Experimental Oncology, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium
| | - Mathilde Wells
- Laboratory of Pharmaceutical Analysis, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium
| | - Bertrand Blankert
- Laboratory of Pharmaceutical Analysis, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium
| | - Ahmad Najem
- Laboratory of Clinical and Experimental Oncology, Institut Jules Bordet, Université Libre de Bruxelles (ULB), 1000, Brussels, Belgium
| | - Ghanem Ghanem
- Laboratory of Clinical and Experimental Oncology, Institut Jules Bordet, Université Libre de Bruxelles (ULB), 1000, Brussels, Belgium
| | - Sven Saussez
- Laboratory of Human Anatomy and Experimental Oncology, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium
- Department of Otolaryngology and Head and Neck Surgery, CHU Saint-Pierre, 1000, Brussels, Belgium
| | - Fabrice Journe
- Laboratory of Human Anatomy and Experimental Oncology, Faculty of Medicine and Pharmacy, University of Mons (UMONS), 7000, Mons, Belgium.
- Laboratory of Clinical and Experimental Oncology, Institut Jules Bordet, Université Libre de Bruxelles (ULB), 1000, Brussels, Belgium.
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Pozniak J, Pedri D, Landeloos E, Van Herck Y, Antoranz A, Vanwynsberghe L, Nowosad A, Roda N, Makhzami S, Bervoets G, Maciel LF, Pulido-Vicuña CA, Pollaris L, Seurinck R, Zhao F, Flem-Karlsen K, Damsky W, Chen L, Karagianni D, Cinque S, Kint S, Vandereyken K, Rombaut B, Voet T, Vernaillen F, Annaert W, Lambrechts D, Boecxstaens V, Saeys Y, van den Oord J, Bosisio F, Karras P, Shain AH, Bosenberg M, Leucci E, Paschen A, Rambow F, Bechter O, Marine JC. A TCF4-dependent gene regulatory network confers resistance to immunotherapy in melanoma. Cell 2024; 187:166-183.e25. [PMID: 38181739 DOI: 10.1016/j.cell.2023.11.037] [Citation(s) in RCA: 54] [Impact Index Per Article: 54.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 08/23/2023] [Accepted: 11/29/2023] [Indexed: 01/07/2024]
Abstract
To better understand intrinsic resistance to immune checkpoint blockade (ICB), we established a comprehensive view of the cellular architecture of the treatment-naive melanoma ecosystem and studied its evolution under ICB. Using single-cell, spatial multi-omics, we showed that the tumor microenvironment promotes the emergence of a complex melanoma transcriptomic landscape. Melanoma cells harboring a mesenchymal-like (MES) state, a population known to confer resistance to targeted therapy, were significantly enriched in early on-treatment biopsies from non-responders to ICB. TCF4 serves as the hub of this landscape by being a master regulator of the MES signature and a suppressor of the melanocytic and antigen presentation transcriptional programs. Targeting TCF4 genetically or pharmacologically, using a bromodomain inhibitor, increased immunogenicity and sensitivity of MES cells to ICB and targeted therapy. We thereby uncovered a TCF4-dependent regulatory network that orchestrates multiple transcriptional programs and contributes to resistance to both targeted therapy and ICB in melanoma.
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Affiliation(s)
- Joanna Pozniak
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium.
| | - Dennis Pedri
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium; Laboratory for Membrane Trafficking, Center for Brain and Disease Research, VIB, Leuven, Belgium
| | - Ewout Landeloos
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium; Department of General Medical Oncology, UZ Leuven, Leuven, Belgium
| | | | - Asier Antoranz
- Laboratory of Translational Cell and Tissue Research, Department of Imaging and Pathology, KU Leuven and UZ Leuven, Leuven, Belgium
| | - Lukas Vanwynsberghe
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Ada Nowosad
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Niccolò Roda
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Samira Makhzami
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Greet Bervoets
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Lucas Ferreira Maciel
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Carlos Ariel Pulido-Vicuña
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Lotte Pollaris
- Data Mining and Modeling for Biomedicine Group, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Ruth Seurinck
- Data Mining and Modeling for Biomedicine Group, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Fang Zhao
- Laboratory of Molecular Tumor Immunology, Department of Dermatology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany; German Cancer Consortium (DKTK), Partner Site Essen, Essen, Germany
| | - Karine Flem-Karlsen
- Department of Dermatology, Yale University, 15 York Street, New Haven, CT 05610, USA
| | - William Damsky
- Departments of Dermatology and Pathology, Yale University, 15 York Street, New Haven, CT 05610, USA
| | - Limin Chen
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA; Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
| | - Despoina Karagianni
- Immune Regulation and Tumor Immunotherapy Group, Cancer Immunology Unit, Research Department of Haematology, UCL Cancer Institute, London WC1E 6DD, UK
| | - Sonia Cinque
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Sam Kint
- Laboratory of Reproductive Genomics, Department of Human Genetics, KU Leuven, Leuven, Belgium; KU Leuven Institute for Single Cell Omics (LISCO), KU Leuven, Leuven, Belgium
| | - Katy Vandereyken
- Laboratory of Reproductive Genomics, Department of Human Genetics, KU Leuven, Leuven, Belgium; KU Leuven Institute for Single Cell Omics (LISCO), KU Leuven, Leuven, Belgium
| | - Benjamin Rombaut
- Data Mining and Modeling for Biomedicine Group, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Thierry Voet
- Laboratory of Reproductive Genomics, Department of Human Genetics, KU Leuven, Leuven, Belgium; KU Leuven Institute for Single Cell Omics (LISCO), KU Leuven, Leuven, Belgium
| | | | - Wim Annaert
- Laboratory for Membrane Trafficking, Center for Brain and Disease Research, VIB, Leuven, Belgium
| | - Diether Lambrechts
- Laboratory of Translational Genetics, Center for Cancer Biology, VIB, Leuven, Belgium; Center for Human Genetics, KU Leuven, Leuven, Belgium
| | | | - Yvan Saeys
- Data Mining and Modeling for Biomedicine Group, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Joost van den Oord
- Laboratory of Translational Cell and Tissue Research, Department of Pathology, UZ Leuven, Leuven, Belgium
| | - Francesca Bosisio
- Laboratory of Translational Cell and Tissue Research, Department of Pathology, UZ Leuven, Leuven, Belgium
| | - Panagiotis Karras
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - A Hunter Shain
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA; Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
| | - Marcus Bosenberg
- Departments of Dermatology, Pathology and Immunobiology, Yale University, New Haven, CT 05610, USA
| | - Eleonora Leucci
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Annette Paschen
- Laboratory of Molecular Tumor Immunology, Department of Dermatology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany; German Cancer Consortium (DKTK), Partner Site Essen, Essen, Germany
| | - Florian Rambow
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium; Department of Applied Computational Cancer Research, Institute for AI in Medicine (IKIM), University Hospital Essen, Essen, Germany; University Duisburg-Essen, Essen, Germany.
| | - Oliver Bechter
- Department of General Medical Oncology, UZ Leuven, Leuven, Belgium.
| | - Jean-Christophe Marine
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium.
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Koroknai V, Szász I, Jámbor K, Balázs M. Expression pattern of osteopontin isoforms in malignant melanoma cell lines. Clin Transl Sci 2024; 17:e13694. [PMID: 38058256 PMCID: PMC10772848 DOI: 10.1111/cts.13694] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 11/16/2023] [Accepted: 11/21/2023] [Indexed: 12/08/2023] Open
Abstract
Osteopontin (OPN) is a secreted integrin-binding protein that plays a role in inflammation, cellular viability, cell adhesion and migration, cancer development, and diabetes through different mechanisms. The splice variants of OPN can play essential roles in cancer development, progression, and metastasis formation; however, limited data are available about the role of OPN isoforms in human malignant melanoma. Our goal was to define the gene expression patterns of five OPN variants (OPN4, OPN5, OPNa, OPNb, and OPNc), integrin, and CD44 receptor genes in primary and metastatic melanoma-originated cell lines (n = 19), and to explore the association of the expression patterns with clinicopathological parameters. We evaluated the invasive property of the cell lines and investigated the potential association between the invasion and gene expression of OPN isoforms. We found a significant rise in the expression of OPNc in the invasive cell lines compared to the noninvasive cells and detected significantly higher expression of the OPN splice variants in melanoma cell lines originating from more advanced stages tumors than cell lines originating from early-stage melanomas. The correlation analysis revealed that all five OPN variants positively correlated with ITGB3 and ITGA9, whereas OPN5 positively correlated with ITGB1, ITGAV, ITGA6, and CD44. OPN can activate extracellular signal-regulated kinase signaling through binding to α9β1 integrin, promoting melanoma tumor cell migration. It is possible that such associations between OPN splice variants and integrin receptors may play a role in melanoma progression. In conclusion, our findings suggest that high expression of OPNc correlates with the invasive behavior of melanoma cells.
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Affiliation(s)
- Viktoria Koroknai
- Department of Public Health and Epidemiology, Faculty of MedicineUniversity of DebrecenDebrecenHungary
- HUN‐REN‐DE Public Health Research GroupUniversity of DebrecenDebrecenHungary
| | - István Szász
- Department of Public Health and Epidemiology, Faculty of MedicineUniversity of DebrecenDebrecenHungary
- HUN‐REN‐DE Public Health Research GroupUniversity of DebrecenDebrecenHungary
| | - Krisztina Jámbor
- Department of Public Health and Epidemiology, Faculty of MedicineUniversity of DebrecenDebrecenHungary
| | - Margit Balázs
- Department of Public Health and Epidemiology, Faculty of MedicineUniversity of DebrecenDebrecenHungary
- HUN‐REN‐DE Public Health Research GroupUniversity of DebrecenDebrecenHungary
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Abou-Hamad J, Hodgins JJ, Yakubovich E, Vanderhyden BC, Ardolino M, Sabourin LA. Sox10-Deficient Drug-Resistant Melanoma Cells Are Refractory to Oncolytic RNA Viruses. Cells 2023; 13:73. [PMID: 38201278 PMCID: PMC10777920 DOI: 10.3390/cells13010073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 12/21/2023] [Accepted: 12/25/2023] [Indexed: 01/12/2024] Open
Abstract
Targeted therapy resistance frequently develops in melanoma due to intratumor heterogeneity and epigenetic reprogramming. This also typically induces cross-resistance to immunotherapies. Whether this includes additional modes of therapy has not been fully assessed. We show that co-treatments of MAPKi with VSV-based oncolytics do not function in a synergistic fashion; rather, the MAPKis block infection. Melanoma resistance to vemurafenib further perturbs the cells' ability to be infected by oncolytic viruses. Resistance to vemurafenib can be induced by the loss of SOX10, a common proliferative marker in melanoma. The loss of SOX10 promotes a cross-resistant state by further inhibiting viral infection and replication. Analysis of RNA-seq datasets revealed an upregulation of interferon-stimulated genes (ISGs) in SOX10 knockout populations and targeted therapy-resistant cells. Interestingly, the induction of ISGs appears to be independent of type I IFN production. Overall, our data suggest that the pathway mediating oncolytic resistance is due to the loss of SOX10 during acquired drug resistance in melanoma.
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Affiliation(s)
- John Abou-Hamad
- Centre for Cancer Therapeutics, Ottawa Hospital Research Institute, 501 Smyth Road, Ottawa, ON K1H 8L6, Canada; (J.A.-H.); (E.Y.); (B.C.V.); (M.A.)
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON K1H 8L6, Canada
| | - Jonathan J. Hodgins
- Centre for Cancer Therapeutics, Ottawa Hospital Research Institute, 501 Smyth Road, Ottawa, ON K1H 8L6, Canada; (J.A.-H.); (E.Y.); (B.C.V.); (M.A.)
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON K1H 8L6, Canada
| | - Edward Yakubovich
- Centre for Cancer Therapeutics, Ottawa Hospital Research Institute, 501 Smyth Road, Ottawa, ON K1H 8L6, Canada; (J.A.-H.); (E.Y.); (B.C.V.); (M.A.)
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON K1H 8L6, Canada
| | - Barbara C. Vanderhyden
- Centre for Cancer Therapeutics, Ottawa Hospital Research Institute, 501 Smyth Road, Ottawa, ON K1H 8L6, Canada; (J.A.-H.); (E.Y.); (B.C.V.); (M.A.)
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON K1H 8L6, Canada
| | - Michele Ardolino
- Centre for Cancer Therapeutics, Ottawa Hospital Research Institute, 501 Smyth Road, Ottawa, ON K1H 8L6, Canada; (J.A.-H.); (E.Y.); (B.C.V.); (M.A.)
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON K1H 8L6, Canada
| | - Luc A. Sabourin
- Centre for Cancer Therapeutics, Ottawa Hospital Research Institute, 501 Smyth Road, Ottawa, ON K1H 8L6, Canada; (J.A.-H.); (E.Y.); (B.C.V.); (M.A.)
- Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON K1H 8L6, Canada
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Bahmad HF, Thiravialingam A, Sriganeshan K, Gonzalez J, Alvarez V, Ocejo S, Abreu AR, Avellan R, Arzola AH, Hachem S, Poppiti R. Clinical Significance of SOX10 Expression in Human Pathology. Curr Issues Mol Biol 2023; 45:10131-10158. [PMID: 38132479 PMCID: PMC10742133 DOI: 10.3390/cimb45120633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 12/10/2023] [Accepted: 12/12/2023] [Indexed: 12/23/2023] Open
Abstract
The embryonic development of neural crest cells and subsequent tissue differentiation are intricately regulated by specific transcription factors. Among these, SOX10, a member of the SOX gene family, stands out. Located on chromosome 22q13, the SOX10 gene encodes a transcription factor crucial for the differentiation, migration, and maintenance of tissues derived from neural crest cells. It plays a pivotal role in developing various tissues, including the central and peripheral nervous systems, melanocytes, chondrocytes, and odontoblasts. Mutations in SOX10 have been associated with congenital disorders such as Waardenburg-Shah Syndrome, PCWH syndrome, and Kallman syndrome, underscoring its clinical significance. Furthermore, SOX10 is implicated in neural and neuroectodermal tumors, such as melanoma, malignant peripheral nerve sheath tumors (MPNSTs), and schwannomas, influencing processes like proliferation, migration, and differentiation. In mesenchymal tumors, SOX10 expression serves as a valuable marker for distinguishing between different tumor types. Additionally, SOX10 has been identified in various epithelial neoplasms, including breast, ovarian, salivary gland, nasopharyngeal, and bladder cancers, presenting itself as a potential diagnostic and prognostic marker. However, despite these associations, further research is imperative to elucidate its precise role in these malignancies.
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Affiliation(s)
- Hisham F. Bahmad
- The Arkadi M. Rywlin M.D. Department of Pathology and Laboratory Medicine, Mount Sinai Medical Center, Miami Beach, FL 33140, USA;
| | - Aran Thiravialingam
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA; (A.T.); (K.S.); (J.G.); (S.O.); (A.R.A.); (R.A.); (A.H.A.)
| | - Karthik Sriganeshan
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA; (A.T.); (K.S.); (J.G.); (S.O.); (A.R.A.); (R.A.); (A.H.A.)
| | - Jeffrey Gonzalez
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA; (A.T.); (K.S.); (J.G.); (S.O.); (A.R.A.); (R.A.); (A.H.A.)
| | - Veronica Alvarez
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA; (A.T.); (K.S.); (J.G.); (S.O.); (A.R.A.); (R.A.); (A.H.A.)
| | - Stephanie Ocejo
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA; (A.T.); (K.S.); (J.G.); (S.O.); (A.R.A.); (R.A.); (A.H.A.)
| | - Alvaro R. Abreu
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA; (A.T.); (K.S.); (J.G.); (S.O.); (A.R.A.); (R.A.); (A.H.A.)
| | - Rima Avellan
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA; (A.T.); (K.S.); (J.G.); (S.O.); (A.R.A.); (R.A.); (A.H.A.)
| | - Alejandro H. Arzola
- Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA; (A.T.); (K.S.); (J.G.); (S.O.); (A.R.A.); (R.A.); (A.H.A.)
| | - Sana Hachem
- Department of Anatomy, Cell Biology, and Physiological Sciences, Faculty of Medicine, American University of Beirut, Beirut 1107, Lebanon;
| | - Robert Poppiti
- The Arkadi M. Rywlin M.D. Department of Pathology and Laboratory Medicine, Mount Sinai Medical Center, Miami Beach, FL 33140, USA;
- Department of Pathology, Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA
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Rubatto M, Borriello S, Sciamarrelli N, Pala V, Tonella L, Ribero S, Quaglino P. Exploring the role of epigenetic alterations and non-coding RNAs in melanoma pathogenesis and therapeutic strategies. Melanoma Res 2023; 33:462-474. [PMID: 37788101 DOI: 10.1097/cmr.0000000000000926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/05/2023]
Abstract
Melanoma is a rare but highly lethal type of skin cancer whose incidence is increasing globally. Melanoma is characterized by high resistance to therapy and relapse. Despite significant advances in the treatment of metastatic melanoma, many patients experience progression due to resistance mechanisms. Epigenetic changes, including alterations in chromatin remodeling, DNA methylation, histone modifications, and non-coding RNA rearrangements, contribute to neoplastic transformation, metastasis, and drug resistance in melanoma. This review summarizes current research on epigenetic mechanisms in melanoma and their therapeutic potential. Specifically, we discuss the role of histone acetylation and methylation in gene expression regulation and melanoma pathobiology, as well as the promising results of HDAC inhibitors and DNMT inhibitors in clinical trials. We also examine the dysregulation of non-coding RNA, particularly miRNAs, and their potential as targets for melanoma therapy. Finally, we highlight the challenges of epigenetic therapies, such as the complexity of epigenetic mechanisms combined with immunotherapies and the need for combination therapies to overcome drug resistance. In conclusion, epigenetic changes may be reversible, and the use of combination therapy between traditional therapies and epigenetically targeted drugs could be a viable solution to reverse the increasing number of patients who develop treatment resistance or even prevent it. While several clinical trials are underway, the complexity of these mechanisms presents a significant challenge to the development of effective therapies. Further research is needed to fully understand the role of epigenetic mechanisms in melanoma and to develop more effective and targeted therapies.
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Affiliation(s)
- Marco Rubatto
- Department of Medical Sciences, Dermatologic Clinic, University of Turin Medical School, Turin, Italy
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Ferretti LP, Böhi F, Leslie Pedrioli DM, Cheng PF, Ferrari E, Baumgaertner P, Alvarado-Diaz A, Sella F, Cereghetti A, Turko P, Wright RH, De Bock K, Speiser DE, Ferrari R, Levesque MP, Hottiger MO. Combinatorial Treatment with PARP and MAPK Inhibitors Overcomes Phenotype Switch-Driven Drug Resistance in Advanced Melanoma. Cancer Res 2023; 83:3974-3988. [PMID: 37729428 DOI: 10.1158/0008-5472.can-23-0485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 07/07/2023] [Accepted: 09/15/2023] [Indexed: 09/22/2023]
Abstract
Metastatic melanoma is either intrinsically resistant or rapidly acquires resistance to targeted therapy treatments, such as MAPK inhibitors (MAPKi). A leading cause of resistance to targeted therapy is a dynamic transition of melanoma cells from a proliferative to a highly invasive state, a phenomenon called phenotype switching. Mechanisms regulating phenotype switching represent potential targets for improving treatment of patients with melanoma. Using a drug screen targeting chromatin regulators in patient-derived three-dimensional MAPKi-resistant melanoma cell cultures, we discovered that PARP inhibitors (PARPi) restore sensitivity to MAPKis, independent of DNA damage repair pathways. Integrated transcriptomic, proteomic, and epigenomic analyses demonstrated that PARPis induce lysosomal autophagic cell death, accompanied by enhanced mitochondrial lipid metabolism that ultimately increases antigen presentation and sensitivity to T-cell cytotoxicity. Moreover, transcriptomic and epigenetic rearrangements induced by PARP inhibition reversed epithelial-mesenchymal transition-like phenotype switching, which redirected melanoma cells toward a proliferative and MAPKi-sensitive state. The combination of PARP and MAPKis synergistically induced cancer cell death both in vitro and in vivo in patient-derived xenograft models. Therefore, this study provides a scientific rationale for treating patients with melanoma with PARPis in combination with MAPKis to abrogate acquired therapy resistance. SIGNIFICANCE PARP inhibitors can overcome resistance to MAPK inhibitors by activating autophagic cell death and reversing phenotype switching, suggesting that this synergistic combination could help improve the prognosis of patients with melanoma.
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Affiliation(s)
- Lorenza P Ferretti
- Department of Molecular Mechanisms of Disease, University of Zurich, Zurich, Switzerland
| | - Flurina Böhi
- Department of Molecular Mechanisms of Disease, University of Zurich, Zurich, Switzerland
| | | | - Phil F Cheng
- Department of Dermatology, University of Zurich, University Hospital Zurich, Schlieren, Switzerland
| | - Elena Ferrari
- Department of Molecular Mechanisms of Disease, University of Zurich, Zurich, Switzerland
| | - Petra Baumgaertner
- Department of Oncology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Abdiel Alvarado-Diaz
- Department of Health Sciences and Technology, ETH Zürich, Schwerzenbach, Switzerland
| | - Federica Sella
- Department of Dermatology, University of Zurich, University Hospital Zurich, Schlieren, Switzerland
| | - Alessandra Cereghetti
- Department of Dermatology, University of Zurich, University Hospital Zurich, Schlieren, Switzerland
| | - Patrick Turko
- Department of Dermatology, University of Zurich, University Hospital Zurich, Schlieren, Switzerland
| | - Roni H Wright
- Department of Basic Sciences, Faculty of Medicine and Health Sciences, Universitat Internacional de Catalunya, Sant Cugat del Vallès, Barcelona
| | - Katrien De Bock
- Department of Health Sciences and Technology, ETH Zürich, Schwerzenbach, Switzerland
| | - Daniel E Speiser
- Department of Oncology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Roberto Ferrari
- Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma, Italy
| | - Mitchell P Levesque
- Department of Dermatology, University of Zurich, University Hospital Zurich, Schlieren, Switzerland
| | - Michael O Hottiger
- Department of Molecular Mechanisms of Disease, University of Zurich, Zurich, Switzerland
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39
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Godoy PM, Oyedeji A, Mudd JL, Morikis VA, Zarov AP, Longmore GD, Fields RC, Kaufman CK. Functional analysis of recurrent CDC20 promoter variants in human melanoma. Commun Biol 2023; 6:1216. [PMID: 38030698 PMCID: PMC10686982 DOI: 10.1038/s42003-023-05526-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 10/30/2023] [Indexed: 12/01/2023] Open
Abstract
Small nucleotide variants in non-coding regions of the genome can alter transcriptional regulation, leading to changes in gene expression which can activate oncogenic gene regulatory networks. Melanoma is heavily burdened by non-coding variants, representing over 99% of total genetic variation, including the well-characterized TERT promoter mutation. However, the compendium of regulatory non-coding variants is likely still functionally under-characterized. We developed a pipeline to identify hotspots, i.e. recurrently mutated regions, in melanoma containing putatively functional non-coding somatic variants that are located within predicted melanoma-specific regulatory regions. We identified hundreds of statistically significant hotspots, including the hotspot containing the TERT promoter variants, and focused on a hotspot in the promoter of CDC20. We found that variants in the promoter of CDC20, which putatively disrupt an ETS motif, lead to lower transcriptional activity in reporter assays. Using CRISPR/Cas9, we generated an indel in the CDC20 promoter in human A375 melanoma cell lines and observed decreased expression of CDC20, changes in migration capabilities, increased growth of xenografts, and an altered transcriptional state previously associated with a more proliferative and less migratory state. Overall, our analysis prioritized several recurrent functional non-coding variants that, through downregulation of CDC20, led to perturbation of key melanoma phenotypes.
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Affiliation(s)
- Paula M Godoy
- Division of Medical Oncology, Department of Medicine and Department of Developmental Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Abimbola Oyedeji
- Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in Saint Louis, St. Louis, MO, USA
| | - Jacqueline L Mudd
- Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in Saint Louis, St. Louis, MO, USA
| | - Vasilios A Morikis
- Departments of Medicine (Oncology) and Cell Biology and Physiology and the ICCE Institute, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Anna P Zarov
- Division of Medical Oncology, Department of Medicine and Department of Developmental Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Gregory D Longmore
- Siteman Cancer Center, Washington University in Saint Louis, St. Louis, MO, USA
- Departments of Medicine (Oncology) and Cell Biology and Physiology and the ICCE Institute, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Ryan C Fields
- Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in Saint Louis, St. Louis, MO, USA
| | - Charles K Kaufman
- Division of Medical Oncology, Department of Medicine and Department of Developmental Biology, Washington University School of Medicine, St. Louis, MO, USA.
- Siteman Cancer Center, Washington University in Saint Louis, St. Louis, MO, USA.
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40
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Emmons MF, Bennett RL, Riva A, Gupta K, Carvalho LADC, Zhang C, Macaulay R, Dupéré-Richér D, Fang B, Seto E, Koomen JM, Li J, Chen YA, Forsyth PA, Licht JD, Smalley KSM. HDAC8-mediated inhibition of EP300 drives a transcriptional state that increases melanoma brain metastasis. Nat Commun 2023; 14:7759. [PMID: 38030596 PMCID: PMC10686983 DOI: 10.1038/s41467-023-43519-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Accepted: 11/13/2023] [Indexed: 12/01/2023] Open
Abstract
Melanomas can adopt multiple transcriptional states. Little is known about the epigenetic drivers of these cell states, limiting our ability to regulate melanoma heterogeneity. Here, we identify stress-induced HDAC8 activity as driving melanoma brain metastasis development. Exposure of melanocytes and melanoma cells to multiple stresses increases HDAC8 activation leading to a neural crest-stem cell transcriptional state and an amoeboid, invasive phenotype that increases seeding to the brain. Using ATAC-Seq and ChIP-Seq we show that increased HDAC8 activity alters chromatin structure by increasing H3K27ac and enhancing accessibility at c-Jun binding sites. Functionally, HDAC8 deacetylates the histone acetyltransferase EP300, causing its enzymatic inactivation. This, in turn, increases binding of EP300 to Jun-transcriptional sites and decreases binding to MITF-transcriptional sites. Inhibition of EP300 increases melanoma cell invasion, resistance to stress and increases melanoma brain metastasis development. HDAC8 is identified as a mediator of transcriptional co-factor inactivation and chromatin accessibility that drives brain metastasis.
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Affiliation(s)
- Michael F Emmons
- Department of Tumor Biology, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Richard L Bennett
- UF Health Cancer Center, 2033 Mowry Road, University of Florida, Gainesville, FL, 32610, USA
| | - Alberto Riva
- Bioinformatics Core, Interdisciplinary Center for Biotechnology Research, University of Florida, 2033 Mowry Road, Gainesville, FL, 32610, USA
| | - Kanchan Gupta
- UF Health Cancer Center, 2033 Mowry Road, University of Florida, Gainesville, FL, 32610, USA
| | | | - Chao Zhang
- Department of Tumor Biology, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Robert Macaulay
- Department of Neuro-Oncology, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Daphne Dupéré-Richér
- UF Health Cancer Center, 2033 Mowry Road, University of Florida, Gainesville, FL, 32610, USA
| | - Bin Fang
- Proteomics & Metabolomics Core, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Edward Seto
- Department of Biochemistry & Molecular Medicine, School of Medicine & Health Sciences, George Washington Cancer Center, George Washington University, 2300 Eye Street, Washington, DC, 20037, USA
| | - John M Koomen
- Department of Molecular Oncology, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Jiannong Li
- Department of Bioinformatics and Biostatistics, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Y Ann Chen
- Department of Bioinformatics and Biostatistics, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Peter A Forsyth
- Department of Neuro-Oncology, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA
| | - Jonathan D Licht
- UF Health Cancer Center, 2033 Mowry Road, University of Florida, Gainesville, FL, 32610, USA
| | - Keiran S M Smalley
- Department of Tumor Biology, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA.
- Department of Cutaneous Oncology, Moffitt Cancer Center, 12902 Magnolia Drive, Tampa, FL, 33612, USA.
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41
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Berico P, Nogaret M, Cigrang M, Lallement A, Vand-Rajabpour F, Flores-Yanke A, Gambi G, Davidson G, Seno L, Obid J, Vokshi BH, Le Gras S, Mengus G, Ye T, Cordero CF, Dalmasso M, Compe E, Bertolotto C, Hernando E, Davidson I, Coin F. Super-enhancer-driven expression of BAHCC1 promotes melanoma cell proliferation and genome stability. Cell Rep 2023; 42:113363. [PMID: 37924516 DOI: 10.1016/j.celrep.2023.113363] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 07/27/2023] [Accepted: 10/16/2023] [Indexed: 11/06/2023] Open
Abstract
Super-enhancers (SEs) are stretches of enhancers ensuring a high level of expression of key genes associated with cell function. The identification of cancer-specific SE-driven genes is a powerful means for the development of innovative therapeutic strategies. Here, we identify a MITF/SOX10/TFIIH-dependent SE promoting the expression of BAHCC1 in a broad panel of melanoma cells. BAHCC1 is highly expressed in metastatic melanoma and is required for tumor engraftment, growth, and dissemination. Integrative genomics analyses reveal that BAHCC1 is a transcriptional regulator controlling expression of E2F/KLF-dependent cell-cycle and DNA-repair genes. BAHCC1 associates with BRG1-containing remodeling complexes at the promoters of these genes. BAHCC1 silencing leads to decreased cell proliferation and delayed DNA repair. Consequently, BAHCC1 deficiency cooperates with PARP inhibition to induce melanoma cell death. Our study identifies BAHCC1 as an SE-driven gene expressed in melanoma and demonstrates how its inhibition can be exploited as a therapeutic target.
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Affiliation(s)
- Pietro Berico
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France; Department of Pathology, New York University Grossman School of Medicine, New York, NY 10016, USA; Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, NY 10016, USA
| | - Maguelone Nogaret
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Max Cigrang
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Antonin Lallement
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Fatemeh Vand-Rajabpour
- Department of Pathology, New York University Grossman School of Medicine, New York, NY 10016, USA; Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, NY 10016, USA
| | - Amanda Flores-Yanke
- Department of Pathology, New York University Grossman School of Medicine, New York, NY 10016, USA; Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, NY 10016, USA
| | - Giovanni Gambi
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Guillaume Davidson
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Leane Seno
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Julian Obid
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Bujamin H Vokshi
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Stephanie Le Gras
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Gabrielle Mengus
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Tao Ye
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Carlos Fernandez Cordero
- Department of Pathology, New York University Grossman School of Medicine, New York, NY 10016, USA; Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, NY 10016, USA
| | - Mélanie Dalmasso
- Université Côte d'Azur, Nice, France; INSERM, Biology and Pathologies of Melanocytes, Equipe labellisée "Ligue contre le Cancer 2020" and Equipe labellisée "Fondation ARC 2022", Centre Méditerranéen de Médecine Moléculaire, Nice, France
| | - Emmanuel Compe
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France
| | - Corine Bertolotto
- Université Côte d'Azur, Nice, France; INSERM, Biology and Pathologies of Melanocytes, Equipe labellisée "Ligue contre le Cancer 2020" and Equipe labellisée "Fondation ARC 2022", Centre Méditerranéen de Médecine Moléculaire, Nice, France
| | - Eva Hernando
- Department of Pathology, New York University Grossman School of Medicine, New York, NY 10016, USA; Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, NY 10016, USA
| | - Irwin Davidson
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France.
| | - Frédéric Coin
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Equipe Labéllisée, "Ligue contre le Cancer 2022", BP 163, 67404 Illkirch Cedex, C.U. Strasbourg, France; Centre National de la Recherche Scientifique, UMR7104, 67404 Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U1258, 67404 Illkirch, France; Université de Strasbourg, 67404 Illkirch, France.
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42
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Harmange G, Hueros RAR, Schaff DL, Emert B, Saint-Antoine M, Kim LC, Niu Z, Nellore S, Fane ME, Alicea GM, Weeraratna AT, Simon MC, Singh A, Shaffer SM. Disrupting cellular memory to overcome drug resistance. Nat Commun 2023; 14:7130. [PMID: 37932277 PMCID: PMC10628298 DOI: 10.1038/s41467-023-41811-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 09/15/2023] [Indexed: 11/08/2023] Open
Abstract
Gene expression states persist for varying lengths of time at the single-cell level, a phenomenon known as gene expression memory. When cells switch states, losing memory of their prior state, this transition can occur in the absence of genetic changes. However, we lack robust methods to find regulators of memory or track state switching. Here, we develop a lineage tracing-based technique to quantify memory and identify cells that switch states. Applied to melanoma cells without therapy, we quantify long-lived fluctuations in gene expression that are predictive of later resistance to targeted therapy. We also identify the PI3K and TGF-β pathways as state switching modulators. We propose a pretreatment model, first applying a PI3K inhibitor to modulate gene expression states, then applying targeted therapy, which leads to less resistance than targeted therapy alone. Together, we present a method for finding modulators of gene expression memory and their associated cell fates.
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Affiliation(s)
- Guillaume Harmange
- Cellular and Molecular Biology Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Raúl A Reyes Hueros
- Department of Biochemistry and Molecular Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Dylan L Schaff
- Department of Bioengineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, PA, USA
| | - Benjamin Emert
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, 91125, USA
| | - Michael Saint-Antoine
- Department of Electrical and Computer Engineering, University of Delaware, Newark, DE, 19716, USA
| | - Laura C Kim
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Zijian Niu
- Department of Chemistry, College of the Arts and Sciences, University of Pennsylvania, Philadelphia, PA, USA
- Department of Physics, College of the Arts and Sciences, University of Pennsylvania, Philadelphia, PA, USA
| | - Shivani Nellore
- Department of Biology, College of the Arts and Sciences, University of Pennsylvania, Philadelphia, PA, USA
- The Wharton School, University of Pennsylvania, Philadelphia, PA, USA
| | - Mitchell E Fane
- Cancer Signaling and Microenvironment Research Program, Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Gretchen M Alicea
- Department of Biochemistry and Molecular Biology, Johns Hopkins School of Public Health, Baltimore, MD, USA
| | - Ashani T Weeraratna
- Department of Biochemistry and Molecular Biology, Johns Hopkins School of Public Health, Baltimore, MD, USA
- Sidney Kimmel Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - M Celeste Simon
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Abhyudai Singh
- Department of Electrical and Computer Engineering, University of Delaware, Newark, DE, 19716, USA
| | - Sydney M Shaffer
- Department of Bioengineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, PA, USA.
- Department of Pathology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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43
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McGovern KC, Nixon MP, Silverman JD. Addressing erroneous scale assumptions in microbe and gene set enrichment analysis. PLoS Comput Biol 2023; 19:e1011659. [PMID: 37983251 PMCID: PMC10695402 DOI: 10.1371/journal.pcbi.1011659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 12/04/2023] [Accepted: 11/04/2023] [Indexed: 11/22/2023] Open
Abstract
By applying Differential Set Analysis (DSA) to sequence count data, researchers can determine whether groups of microbes or genes are differentially enriched. Yet sequence count data suffer from a scale limitation: these data lack information about the scale (i.e., size) of the biological system under study, leading some authors to call these data compositional (i.e., proportional). In this article, we show that commonly used DSA methods that rely on normalization make strong, implicit assumptions about the unmeasured system scale. We show that even small errors in these scale assumptions can lead to positive predictive values as low as 9%. To address this problem, we take three novel approaches. First, we introduce a sensitivity analysis framework to identify when modeling results are robust to such errors and when they are suspect. Unlike standard benchmarking studies, this framework does not require ground-truth knowledge and can therefore be applied to both simulated and real data. Second, we introduce a statistical test that provably controls Type-I error at a nominal rate despite errors in scale assumptions. Finally, we discuss how the impact of scale limitations depends on a researcher's scientific goals and provide tools that researchers can use to evaluate whether their goals are at risk from erroneous scale assumptions. Overall, the goal of this article is to catalyze future research into the impact of scale limitations in analyses of sequence count data; to illustrate that scale limitations can lead to inferential errors in practice; yet to also show that rigorous and reproducible scale reliant inference is possible if done carefully.
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Affiliation(s)
- Kyle C. McGovern
- Program in Bioinformatics and Genomics, Pennsylvania State University, State College, Pennsylvania, United States of America
| | - Michelle Pistner Nixon
- College of Information Sciences and Technology, Pennsylvania State University, State College, Pennsylvania, United States of America
| | - Justin D. Silverman
- Program in Bioinformatics and Genomics, Pennsylvania State University, State College, Pennsylvania, United States of America
- College of Information Sciences and Technology, Pennsylvania State University, State College, Pennsylvania, United States of America
- Departments of Medicine and Statistics, Pennsylvania State University, State College, Pennsylvania, United States of America
- Institute for Computational and Data Science, Pennsylvania State University, State College, Pennsylvania, United States of America
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44
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Shinada M, Kato D, Motegi T, Tsuboi M, Ikeda N, Aoki S, Iguchi T, Li T, Kodera Y, Ota R, Hashimoto Y, Takahashi Y, Chambers J, Uchida K, Kato Y, Nishimura R, Nakagawa T. Podoplanin Drives Amoeboid Invasion in Canine and Human Mucosal Melanoma. Mol Cancer Res 2023; 21:1205-1219. [PMID: 37493578 DOI: 10.1158/1541-7786.mcr-22-0929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2022] [Revised: 04/09/2023] [Accepted: 07/13/2023] [Indexed: 07/27/2023]
Abstract
Mucosal melanoma metastasizes at an early stage of the disease in human and dog. We revealed that overexpression of podoplanin in tumor invasion fronts (IF) was related to poor prognosis of dogs with mucosal melanoma. Moreover, podoplanin expressed in canine mucosal melanoma cells promotes proliferation and aggressive amoeboid invasion by activating Rho-associated kinase (ROCK)-myosin light chain 2 (MLC2) signaling. PDPN-ROCK-MLC2 signaling plays a role in cell-cycle arrest and cellular senescence escape as a mechanism for regulating proliferation. Podoplanin induces amoeboid invasion in the IFs of mouse xenografted tumor tissues, similar to canine mucosal melanoma clinical samples. We further identified that podoplanin expression was related to poor prognosis of human patients with mucosal melanoma, and human mucosal melanoma with podoplanin-high expression enriched gene signatures related to amoeboid invasion, similar to canine mucosal melanoma. Overall, we propose that podoplanin promotes canine and human mucosal melanoma metastasis by inducing aggressive amoeboid invasion and naturally occurring canine mucosal melanoma can be a novel research model for podoplanin expressing human mucosal melanoma. IMPLICATIONS Podoplanin could be a new therapeutic target to restrict the metastatic dissemination of canine and human mucosal melanoma.
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Affiliation(s)
- Masahiro Shinada
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Daiki Kato
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Tomoki Motegi
- Veterinary Medical Center, The University of Tokyo, Tokyo, Japan
| | - Masaya Tsuboi
- Veterinary Medical Center, The University of Tokyo, Tokyo, Japan
| | - Namiko Ikeda
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Susumu Aoki
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Takaaki Iguchi
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Toshio Li
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Yuka Kodera
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Ryosuke Ota
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Yuko Hashimoto
- Veterinary Medical Center, The University of Tokyo, Tokyo, Japan
| | - Yosuke Takahashi
- Veterinary Medical Center, The University of Tokyo, Tokyo, Japan
| | - James Chambers
- Laboratory of Veterinary Pathology, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Kazuyuki Uchida
- Laboratory of Veterinary Pathology, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Yukinari Kato
- Department of Antibody Drug Development, Tohoku University Graduate School of Medicine, Miyagi, Japan
- Department of Molecular Pharmacology, Tohoku University Graduate School of Medicine, Miyagi, Japan
| | - Ryohei Nishimura
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Takayuki Nakagawa
- Laboratory of Veterinary Surgery, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
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45
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Jain P, Pillai M, Duddu AS, Somarelli JA, Goyal Y, Jolly MK. Dynamical hallmarks of cancer: Phenotypic switching in melanoma and epithelial-mesenchymal plasticity. Semin Cancer Biol 2023; 96:48-63. [PMID: 37788736 DOI: 10.1016/j.semcancer.2023.09.007] [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: 04/19/2023] [Revised: 09/24/2023] [Accepted: 09/28/2023] [Indexed: 10/05/2023]
Abstract
Phenotypic plasticity was recently incorporated as a hallmark of cancer. This plasticity can manifest along many interconnected axes, such as stemness and differentiation, drug-sensitive and drug-resistant states, and between epithelial and mesenchymal cell-states. Despite growing acceptance for phenotypic plasticity as a hallmark of cancer, the dynamics of this process remains poorly understood. In particular, the knowledge necessary for a predictive understanding of how individual cancer cells and populations of cells dynamically switch their phenotypes in response to the intensity and/or duration of their current and past environmental stimuli remains far from complete. Here, we present recent investigations of phenotypic plasticity from a systems-level perspective using two exemplars: epithelial-mesenchymal plasticity in carcinomas and phenotypic switching in melanoma. We highlight how an integrated computational-experimental approach has helped unravel insights into specific dynamical hallmarks of phenotypic plasticity in different cancers to address the following questions: a) how many distinct cell-states or phenotypes exist?; b) how reversible are transitions among these cell-states, and what factors control the extent of reversibility?; and c) how might cell-cell communication be able to alter rates of cell-state switching and enable diverse patterns of phenotypic heterogeneity? Understanding these dynamic features of phenotypic plasticity may be a key component in shifting the paradigm of cancer treatment from reactionary to a more predictive, proactive approach.
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Affiliation(s)
- Paras Jain
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India
| | - Maalavika Pillai
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India; Department of Cell and Developmental Biology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA; Center for Synthetic Biology, Northwestern University, Chicago, IL 60611, USA
| | | | - Jason A Somarelli
- Department of Medicine, Duke Cancer Institute, Duke University, Durham, NC 27710, USA
| | - Yogesh Goyal
- Department of Cell and Developmental Biology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA; Center for Synthetic Biology, Northwestern University, Chicago, IL 60611, USA; Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Mohit Kumar Jolly
- Department of Bioengineering, Indian Institute of Science, Bangalore 560012, India.
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46
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Wang Z, Luo M, Liang Q, Zhao K, Hu Y, Wang W, Feng X, Hu B, Teng J, You T, Li R, Bao Z, Pan W, Yang T, Zhang C, Li T, Dong X, Yi X, Liu B, Zhao L, Li M, Chen K, Song W, Yang J, Li MJ. Landscape of enhancer disruption and functional screen in melanoma cells. Genome Biol 2023; 24:248. [PMID: 37904237 PMCID: PMC10614365 DOI: 10.1186/s13059-023-03087-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 10/12/2023] [Indexed: 11/01/2023] Open
Abstract
BACKGROUND The high mutation rate throughout the entire melanoma genome presents a major challenge in stratifying true driver events from the background mutations. Numerous recurrent non-coding alterations, such as those in enhancers, can shape tumor evolution, thereby emphasizing the importance in systematically deciphering enhancer disruptions in melanoma. RESULTS Here, we leveraged 297 melanoma whole-genome sequencing samples to prioritize highly recurrent regions. By performing a genome-scale CRISPR interference (CRISPRi) screen on highly recurrent region-associated enhancers in melanoma cells, we identified 66 significant hits which could have tumor-suppressive roles. These functional enhancers show unique mutational patterns independent of classical significantly mutated genes in melanoma. Target gene analysis for the essential enhancers reveal many known and hidden mechanisms underlying melanoma growth. Utilizing extensive functional validation experiments, we demonstrate that a super enhancer element could modulate melanoma cell proliferation by targeting MEF2A, and another distal enhancer is able to sustain PTEN tumor-suppressive potential via long-range interactions. CONCLUSIONS Our study establishes a catalogue of crucial enhancers and their target genes in melanoma growth and progression, and illuminates the identification of novel mechanisms of dysregulation for melanoma driver genes and new therapeutic targeting strategies.
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Affiliation(s)
- Zhao Wang
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, The Second Affiliated Hospital, Wenzhou Medical University, Wenzhou, China.
- Department of Epidemiology and Biostatistics, Tianjin Key Laboratory of Molecular Cancer Epidemiology, The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China.
| | - Menghan Luo
- Department of Epidemiology and Biostatistics, Tianjin Key Laboratory of Molecular Cancer Epidemiology, The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Qian Liang
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, The Second Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
- Department of Epidemiology and Biostatistics, Tianjin Key Laboratory of Molecular Cancer Epidemiology, The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
- Scientific Research Center, Wenzhou Medical University, Wenzhou, China
| | - Ke Zhao
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Yuelin Hu
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, The Second Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Wei Wang
- Department of Epidemiology and Biostatistics, Tianjin Key Laboratory of Molecular Cancer Epidemiology, The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
| | - Xiangling Feng
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Bolang Hu
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, The Second Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Jianjin Teng
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Tianyi You
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Ran Li
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, The Second Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Zhengkai Bao
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, The Second Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Wenhao Pan
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, The Second Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Tielong Yang
- Department of Bone and Soft Tissue Tumor, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
| | - Chao Zhang
- Department of Bone and Soft Tissue Tumor, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
| | - Ting Li
- Department of Bone and Soft Tissue Tumor, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
| | - Xiaobao Dong
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Xianfu Yi
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Ben Liu
- Department of Epidemiology and Biostatistics, Tianjin Key Laboratory of Molecular Cancer Epidemiology, The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
| | - Li Zhao
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Miaoxin Li
- Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China
| | - Kexin Chen
- Department of Epidemiology and Biostatistics, Tianjin Key Laboratory of Molecular Cancer Epidemiology, The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
| | - Weihong Song
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, The Second Affiliated Hospital, Wenzhou Medical University, Wenzhou, China.
| | - Jilong Yang
- Department of Bone and Soft Tissue Tumor, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China.
| | - Mulin Jun Li
- Department of Epidemiology and Biostatistics, Tianjin Key Laboratory of Molecular Cancer Epidemiology, The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China.
- Department of Bioinformatics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China.
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Zhu EY, Schillo JL, Murray SD, Riordan JD, Dupuy AJ. Understanding cancer drug resistance with Sleeping Beauty functional genomic screens: Application to MAPK inhibition in cutaneous melanoma. iScience 2023; 26:107805. [PMID: 37860756 PMCID: PMC10582486 DOI: 10.1016/j.isci.2023.107805] [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: 02/27/2023] [Revised: 07/10/2023] [Accepted: 08/29/2023] [Indexed: 10/21/2023] Open
Abstract
Combined BRAF and MEK inhibition is an effective treatment for BRAF-mutant cutaneous melanoma. However, most patients progress on this treatment due to drug resistance. Here, we applied the Sleeping Beauty transposon system to understand how melanoma evades MAPK inhibition. We found that the specific drug resistance mechanisms differed across melanomas in our genetic screens of five cutaneous melanoma cell lines. While drivers that reactivated MAPK were highly conserved, many others were cell-line specific. One such driver, VAV1, activated a de-differentiated transcriptional program like that of hyperactive RAC1, RAC1P29S. To target this mechanism, we showed that an inhibitor of SRC, saracatinib, blunts the VAV1-induced transcriptional reprogramming. Overall, we highlighted the importance of accounting for melanoma heterogeneity in treating cutaneous melanoma with MAPK inhibitors. Moreover, we demonstrated the utility of the Sleeping Beauty transposon system in understanding cancer drug resistance.
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Affiliation(s)
- Eliot Y. Zhu
- Department of Anatomy and Cell Biology, Carver College of Medicine, The University of Iowa, Iowa City, IA 52242, USA
- Holden Comprehensive Cancer Center, The University of Iowa, Iowa City, IA 52242, USA
| | - Jacob L. Schillo
- Department of Anatomy and Cell Biology, Carver College of Medicine, The University of Iowa, Iowa City, IA 52242, USA
- Holden Comprehensive Cancer Center, The University of Iowa, Iowa City, IA 52242, USA
| | - Sarina D. Murray
- Department of Anatomy and Cell Biology, Carver College of Medicine, The University of Iowa, Iowa City, IA 52242, USA
- Holden Comprehensive Cancer Center, The University of Iowa, Iowa City, IA 52242, USA
| | - Jesse D. Riordan
- Department of Anatomy and Cell Biology, Carver College of Medicine, The University of Iowa, Iowa City, IA 52242, USA
- Holden Comprehensive Cancer Center, The University of Iowa, Iowa City, IA 52242, USA
| | - Adam J. Dupuy
- Department of Anatomy and Cell Biology, Carver College of Medicine, The University of Iowa, Iowa City, IA 52242, USA
- Holden Comprehensive Cancer Center, The University of Iowa, Iowa City, IA 52242, USA
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McRee SK, Bayer AL, Pietruska J, Tsichlis PN, Hinds PW. AKT2 Loss Impairs BRAF-Mutant Melanoma Metastasis. Cancers (Basel) 2023; 15:4958. [PMID: 37894325 PMCID: PMC10605002 DOI: 10.3390/cancers15204958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 10/02/2023] [Accepted: 10/10/2023] [Indexed: 10/29/2023] Open
Abstract
Despite recent advances in treatment, melanoma remains the deadliest form of skin cancer due to its highly metastatic nature. Melanomas harboring oncogenic BRAFV600E mutations combined with PTEN loss exhibit unrestrained PI3K/AKT signaling and increased invasiveness. However, the contribution of different AKT isoforms to melanoma initiation, progression, and metastasis has not been comprehensively explored, and questions remain about whether individual isoforms play distinct or redundant roles in each step. We investigate the contribution of individual AKT isoforms to melanoma initiation using a novel mouse model of AKT isoform-specific loss in a murine melanoma model, and we investigate tumor progression, maintenance, and metastasis among a panel of human metastatic melanoma cell lines using AKT isoform-specific knockdown studies. We elucidate that AKT2 is dispensable for primary tumor formation but promotes migration and invasion in vitro and metastatic seeding in vivo, whereas AKT1 is uniquely important for melanoma initiation and cell proliferation. We propose a mechanism whereby the inhibition of AKT2 impairs glycolysis and reduces an EMT-related gene expression signature in PTEN-null BRAF-mutant human melanoma cells to limit metastatic spread. Our data suggest that the elucidation of AKT2-specific functions in metastasis might inform therapeutic strategies to improve treatment options for melanoma patients.
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Affiliation(s)
- Siobhan K. McRee
- Program in Genetics, Graduate School of Biomedical Sciences, Tufts University, Boston, MA 02111, USA;
- Department of Developmental, Molecular and Chemical Biology, Tufts University School of Medicine, Boston, MA 02111, USA;
| | - Abraham L. Bayer
- Program in Immunology, Graduate School of Biomedical Sciences, Tufts University, Boston, MA 02111, USA;
- Department of Immunology, Tufts University School of Medicine, Boston, MA 02111, USA
| | - Jodie Pietruska
- Department of Developmental, Molecular and Chemical Biology, Tufts University School of Medicine, Boston, MA 02111, USA;
| | - Philip N. Tsichlis
- Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH 43210, USA;
| | - Philip W. Hinds
- Program in Genetics, Graduate School of Biomedical Sciences, Tufts University, Boston, MA 02111, USA;
- Department of Developmental, Molecular and Chemical Biology, Tufts University School of Medicine, Boston, MA 02111, USA;
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49
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Kuras M. Exploring the Complex and Multifaceted Interplay between Melanoma Cells and the Tumor Microenvironment. Int J Mol Sci 2023; 24:14403. [PMID: 37762707 PMCID: PMC10531837 DOI: 10.3390/ijms241814403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 09/17/2023] [Accepted: 09/20/2023] [Indexed: 09/29/2023] Open
Abstract
Malignant melanoma is a very aggressive skin cancer, characterized by a heterogeneous nature and high metastatic potential. The incidence of melanoma is continuously increasing worldwide, and it is one of the most common cancers in young adults. In the past twenty years, our understanding of melanoma biology has increased profoundly, and disease management for patients with disseminated disease has improved due to the emergence of immunotherapy and targeted therapy. However, a significant fraction of patients relapse or do not respond adequately to treatment. This can partly be explained by the complex signaling between the tumor and its microenvironment, giving rise to melanoma phenotypes with different patterns of disease progression. This review focuses on the key aspects and complex relationship between pathogenesis, genetic abnormalities, tumor microenvironment, cellular plasticity, and metabolic reprogramming in melanoma. By acquiring a deeper understanding of the multifaceted features of melanomagenesis, we can reach a point of more individualized and patient-centered disease management and reduced costs of ineffective treatments.
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Affiliation(s)
- Magdalena Kuras
- Department of Biomedical Engineering, Lund University, 221 00 Lund, Sweden;
- Section for Clinical Chemistry, Department of Translational Medicine, Lund University, 205 02 Malmö, Sweden
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50
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Purwin TJ, Caksa S, Sacan A, Capparelli C, Aplin AE. Gene signature reveals decreased SOX10-dependent transcripts in malignant cells from immune checkpoint inhibitor-resistant cutaneous melanomas. iScience 2023; 26:107472. [PMID: 37636077 PMCID: PMC10450419 DOI: 10.1016/j.isci.2023.107472] [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: 02/16/2023] [Revised: 06/18/2023] [Accepted: 07/21/2023] [Indexed: 08/29/2023] Open
Abstract
Evidence is mounting for cross-resistance between immune checkpoint and targeted kinase inhibitor therapies in cutaneous melanoma patients. Since the loss of the transcription factor, SOX10, causes tolerance to MAPK pathway inhibitors, we used bioinformatic techniques to determine if reduced SOX10 expression/activity is associated with immune checkpoint inhibitor resistance. We integrated SOX10 ChIP-seq, knockout RNA-seq, and knockdown ATAC-seq data from melanoma cell models to develop a robust SOX10 gene signature. We used computational methods to validate this signature as a measure of SOX10-dependent activity in independent single-cell and bulk RNA-seq SOX10 knockdown, cell line panel, and MAPK inhibitor drug-resistant datasets. Evaluation of patient single-cell RNA-seq data revealed lower levels of SOX10-dependent transcripts in immune checkpoint inhibitor-resistant tumors. Our results suggest that SOX10-deficient melanoma cells are associated with cross-resistance between targeted and immune checkpoint inhibitors and highlight the need to identify therapeutic strategies that target this subpopulation.
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Affiliation(s)
- Timothy J. Purwin
- Department of Pharmacology, Physiology, and Cancer Biology, Thomas Jefferson University, Philadelphia, PA 19107, USA
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | - Signe Caksa
- Department of Pharmacology, Physiology, and Cancer Biology, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Ahmet Sacan
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | - Claudia Capparelli
- Medical Oncology, Thomas Jefferson University, Philadelphia, PA 19107, USA
- Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Andrew E. Aplin
- Department of Pharmacology, Physiology, and Cancer Biology, Thomas Jefferson University, Philadelphia, PA 19107, USA
- Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107, USA
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