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Tam B, Qin Z, Zhao B, Sinha S, Lei CL, Wang SM. Classification of MLH1 Missense VUS Using Protein Structure-Based Deep Learning-Ramachandran Plot-Molecular Dynamics Simulations Method. Int J Mol Sci 2024; 25:850. [PMID: 38255924 PMCID: PMC10815254 DOI: 10.3390/ijms25020850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 01/04/2024] [Accepted: 01/05/2024] [Indexed: 01/24/2024] Open
Abstract
Pathogenic variation in DNA mismatch repair (MMR) gene MLH1 is associated with Lynch syndrome (LS), an autosomal dominant hereditary cancer. Of the 3798 MLH1 germline variants collected in the ClinVar database, 38.7% (1469) were missense variants, of which 81.6% (1199) were classified as Variants of Uncertain Significance (VUS) due to the lack of functional evidence. Further determination of the impact of VUS on MLH1 function is important for the VUS carriers to take preventive action. We recently developed a protein structure-based method named "Deep Learning-Ramachandran Plot-Molecular Dynamics Simulation (DL-RP-MDS)" to evaluate the deleteriousness of MLH1 missense VUS. The method extracts protein structural information by using the Ramachandran plot-molecular dynamics simulation (RP-MDS) method, then combines the variation data with an unsupervised learning model composed of auto-encoder and neural network classifier to identify the variants causing significant change in protein structure. In this report, we applied the method to classify 447 MLH1 missense VUS. We predicted 126/447 (28.2%) MLH1 missense VUS were deleterious. Our study demonstrates that DL-RP-MDS is able to classify the missense VUS based solely on their impact on protein structure.
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Affiliation(s)
- Benjamin Tam
- Ministry of Education Frontiers Science Center for Precision Oncology, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Cancer Centre, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Institute of Translational Medicine, Faculty of Health Sciences, University of Macau, Macau SAR, China
| | - Zixin Qin
- Ministry of Education Frontiers Science Center for Precision Oncology, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Cancer Centre, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Institute of Translational Medicine, Faculty of Health Sciences, University of Macau, Macau SAR, China
| | - Bojin Zhao
- Ministry of Education Frontiers Science Center for Precision Oncology, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Cancer Centre, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Institute of Translational Medicine, Faculty of Health Sciences, University of Macau, Macau SAR, China
| | - Siddharth Sinha
- Ministry of Education Frontiers Science Center for Precision Oncology, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Cancer Centre, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Institute of Translational Medicine, Faculty of Health Sciences, University of Macau, Macau SAR, China
| | - Chon Lok Lei
- Ministry of Education Frontiers Science Center for Precision Oncology, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Cancer Centre, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Institute of Translational Medicine, Faculty of Health Sciences, University of Macau, Macau SAR, China
| | - San Ming Wang
- Ministry of Education Frontiers Science Center for Precision Oncology, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Cancer Centre, Faculty of Health Sciences, University of Macau, Macau SAR, China
- Institute of Translational Medicine, Faculty of Health Sciences, University of Macau, Macau SAR, China
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Capuozzo M, Celotto V, Santorsola M, Fabozzi A, Landi L, Ferrara F, Borzacchiello A, Granata V, Sabbatino F, Savarese G, Cascella M, Perri F, Ottaiano A. Emerging treatment approaches for triple-negative breast cancer. Med Oncol 2023; 41:5. [PMID: 38038783 DOI: 10.1007/s12032-023-02257-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 11/15/2023] [Indexed: 12/02/2023]
Abstract
Approximately, 15% of global breast cancer cases are diagnosed as triple-negative breast cancer (TNBC), identified as the most aggressive subtype due to the simultaneous absence of estrogen receptor, progesterone receptor, and HER2. This characteristic renders TNBC highly aggressive and challenging to treat, as it excludes the use of effective drugs such as hormone therapy and anti-HER2 agents. In this review, we explore standard therapies and recent emerging approaches for TNBC, including PARP inhibitors, immune checkpoint inhibitors, PI3K/AKT pathway inhibitors, and cytotoxin-conjugated antibodies. The mechanism of action of these drugs and their utilization in clinical practice is explained in a pragmatic and prospective manner, contextualized within the current landscape of standard therapies for this pathology. These advancements present a promising frontier for tailored interventions with the potential to significantly improve outcomes for TNBC patients. Interestingly, while TNBC poses a complex challenge, it also serves as a paradigm and an opportunity for translational research and innovative therapies in the field of oncology.
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Affiliation(s)
- Maurizio Capuozzo
- Pharmaceutical Department, ASL Napoli 3, Ercolano, 80056, Naples, Italy
| | - Venere Celotto
- Pharmaceutical Department, ASL Napoli 3, Ercolano, 80056, Naples, Italy
| | - Mariachiara Santorsola
- Istituto Nazionale Tumori di Napoli, IRCCS "G. Pascale", via M. Semmola, 80131, Naples, Italy
| | - Antonio Fabozzi
- Istituto Nazionale Tumori di Napoli, IRCCS "G. Pascale", via M. Semmola, 80131, Naples, Italy
| | - Loris Landi
- Sanitary District, Ds. 58 ASL Napoli 3, Pompei, 80045, Naples, Italy
| | - Francesco Ferrara
- Pharmaceutical Department, ASL Napoli 3, Via Dell'amicizia 22, Nola, 80035, Naples, Italy
| | - Assunta Borzacchiello
- Institute of Polymers, Composites and Biomaterials, National Research Council, IPCB-CNR, Naples, Italy
| | - Vincenza Granata
- Istituto Nazionale Tumori di Napoli, IRCCS "G. Pascale", via M. Semmola, 80131, Naples, Italy
| | - Francesco Sabbatino
- Oncology Unit, Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, 84081, Salerno, Italy
| | - Giovanni Savarese
- AMES, Centro Polidiagnostico Strumentale Srl, Via Padre Carmine Fico 24, Casalnuovo Di, 80013, Naples, Italy
| | - Marco Cascella
- Istituto Nazionale Tumori di Napoli, IRCCS "G. Pascale", via M. Semmola, 80131, Naples, Italy
| | - Francesco Perri
- Istituto Nazionale Tumori di Napoli, IRCCS "G. Pascale", via M. Semmola, 80131, Naples, Italy
| | - Alessandro Ottaiano
- Istituto Nazionale Tumori di Napoli, IRCCS "G. Pascale", via M. Semmola, 80131, Naples, Italy.
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Zhunussova G, Omarbayeva N, Kaidarova D, Abdikerim S, Mit N, Kisselev I, Yergali K, Zhunussova A, Goncharova T, Abdrakhmanova A, Djansugurova L. Determination of genetic predisposition to early breast cancer in women of Kazakh ethnicity. Oncotarget 2023; 14:860-877. [PMID: 37791908 PMCID: PMC10549772 DOI: 10.18632/oncotarget.28518] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Accepted: 09/21/2023] [Indexed: 10/05/2023] Open
Abstract
Breast cancer (BC) is the most common type of cancer among women in Kazakhstan. To date, little data are available on the spectrum of genetic variation in Kazakh women with BC. We aimed to identify population-specific genetic markers associated with the risk of developing early-onset BC and test their association with clinical and prognostic factors. The study included 224 Kazakh women diagnosed with BC (≤40 age). Entire coding regions (>1700 exons) and the flanking noncoding regions of 94 cancer-associated genes were sequenced from blood DNA using MiSeq platform. We identified 38 unique pathogenic variants (PVs) in 13 different cancer-predisposing genes among 57 patients (25.4%), of which 6 variants were novel. In total, 12 of the 38 distinct PVs were detected recurrently, including BRCA1 c.5266dup, c.5278-2del, and c.2T>C, and BRCA2 c.9409dup and c.9253del that may be founder in this population. BRCA1 carriers were significantly more likely to develop triple-negative BC (OR = 6.61, 95% CI 2.44-17.91, p = 0.0002) and have family history of BC (OR = 3.17, 95% CI 1.14-8.76, p = 0.03) compared to non-carriers. This study allowed the identification of PVs specific to early-onset BC, which may be used as a foundation to develop regional expertise and diagnostic tools for early detection of BC in young Kazakh women.
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Affiliation(s)
- Gulnur Zhunussova
- Laboratory of Molecular Genetics, Institute of Genetics and Physiology, Almaty 050060, Kazakhstan
- Al-Farabi Kazakh National University, Almaty 050060, Kazakhstan
| | - Nazgul Omarbayeva
- Kazakh Institute of Oncology and Radiology, Almaty 050060, Kazakhstan
- Asfendiyarov Kazakh National Medical University, Almaty 050060, Kazakhstan
| | - Dilyara Kaidarova
- Kazakh Institute of Oncology and Radiology, Almaty 050060, Kazakhstan
- Asfendiyarov Kazakh National Medical University, Almaty 050060, Kazakhstan
| | - Saltanat Abdikerim
- Laboratory of Molecular Genetics, Institute of Genetics and Physiology, Almaty 050060, Kazakhstan
- Al-Farabi Kazakh National University, Almaty 050060, Kazakhstan
| | - Natalya Mit
- Laboratory of Molecular Genetics, Institute of Genetics and Physiology, Almaty 050060, Kazakhstan
| | - Ilya Kisselev
- Laboratory of Molecular Genetics, Institute of Genetics and Physiology, Almaty 050060, Kazakhstan
| | - Kanagat Yergali
- Laboratory of Molecular Genetics, Institute of Genetics and Physiology, Almaty 050060, Kazakhstan
| | - Aigul Zhunussova
- Laboratory of Molecular Genetics, Institute of Genetics and Physiology, Almaty 050060, Kazakhstan
| | | | - Aliya Abdrakhmanova
- Kazakh Institute of Oncology and Radiology, Almaty 050060, Kazakhstan
- Asfendiyarov Kazakh National Medical University, Almaty 050060, Kazakhstan
| | - Leyla Djansugurova
- Laboratory of Molecular Genetics, Institute of Genetics and Physiology, Almaty 050060, Kazakhstan
- Al-Farabi Kazakh National University, Almaty 050060, Kazakhstan
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Wang SM. A global perspective on the ethnic-specific BRCA variation and its implication in clinical application. JOURNAL OF THE NATIONAL CANCER CENTER 2022. [DOI: 10.1016/j.jncc.2022.12.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
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