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Carvalho, Marcelo A.

https://orcid.org/0000-0002-7053-0053

Mayo Clinic

Instituto Nacional de Câncer - INCA

Citations 4

Abstract 7325: Integration of functional data to classify BRCA1/2 missense variants: An ENIGMA project
Lyra, Paulo C. , Dalcolmo, Lucas, Brito, Samuel Gomes, Nguyen, Nam Phuong N. , Oliveira, Geise de, Siva, Joao Paulo da, Taneja, Tanisha, Rossing, Maria , Hazra, Aditi , Caputo, Sandrine M. , Millot, Gaël A. , Yie, Joanne NgeowYuen, Cline, Melissa , Carlsen, Rachael, Josef, Vijay, Morais Lyra, Paulo Cilas , Parsons, Michael T. , Nepomuceno, Thales C. , Caleca, Laura , Hu, Chunling , Richardson, Marcy E , Martins, Alexandra , Yie, Joanne Ngeow Yuen, Carvalho, Marcelo A. , Radice, Paolo , Mesman, Romy L.S. , Zampiga, Valentina , Villani, Rehan Marie , Sharan, Shyam K. , Michailidou, Kyriaki , Spurdle, Amanda B. , Couch, Fergus J. , Vreeswijk, Maaike P.G. , Monteiro, Álvaro N.A.

Cancer Research | March 22, 2024 | Volume: 84 | Issue: 6_Supplement | Pages: 7325-7325

10.1158/1538-7445.am2024-7325 Get It

Abstract The success of precision cancer prevention and treatment hinges on accurate discrimination between benign and pathogenic germline alleles in cancer susceptibility genes. Variants of uncertain clinical significance (VUS) present a challenge for cancer risk assessment and functional data will be essential to resolve many VUS. To address this, we developed a cloud-based environment to collate, curate, integrate and analyze all published functional data related to BRCA1 and BRCA2 missense VUS. Then, functional evidence criteria for pathogenicity were determined for each assay using the American College of Medical Genetics and Genomics/Association for Molecular Pathology (ACMG/AMP) classification guidelines and ClinGen criteria. Our approach involved retrieving published articles reporting one or more functional assays of BRCA1/2 missense variants reporting variant impact on various biochemical and cell biological functions. Functional results were recorded using original authors' thresholds and categories, then converted to ordinal variables to harmonize: [0 = no functional impact], [1 = intermediate impact], and [2 = functional impact]. For BRCA1, we updated our previous published integration (Genet Med. 2021;23:306-315) with 14 additional publications, collating results from 53 instances of functional assays reporting functional data on 3,219 unique missense variants. For BRCA2, 28 publications were identified reporting data from 141 instances of functional assays on 4,759 unique missense variants. Utilizing a panel of 542 and 396 known pathogenic and benign reference variants for BRCA1 and BRCA2, respectively, we determined the sensitivity, specificity, and ACMG/AMP odds of pathogenicity for each instance of the assay. The remaining variants were assigned a relevant functional assay code weight for each assay instance. Our study successfully derived ACMG/AMP evidence strength from functional data for 3,040 BRCA1 (94% of 3,219) and 2,704 BRCA2 (57% of 4,759) missense variants. This comprehensive work underscores the utility of functional data in informing classification of BRCA1 and BRCA2 missense VUS. Citation Format: Paulo Lyra, Lucas Dalcolmo, Michael Parsons, Thales Nepomuceno, Samuel Brito, Nam Phuong N. Nguyen, Geise de Oliveira, Joao Paulo da Siva, Laura Caleca, Tanisha Taneja, Chunling Hu, Marcy Richardson, Maria Rossing, Aditi Hazra, Alexandra Martins, Sandrine Caputo, Gael A. Millot, Joanne NgeowYuen Yie, Marcelo A. Carvalho, Melissa Cline, Paolo Radice, Rachael Carlsen, Romy Mesman, Valentina Zampiga, Rehan Villani, Vijay Josef, Shyam Sharan, Kyriaki Michailidou, Amanda B. Spurdle, Fergus Couch, Maaike P.G. Vreeswijk, Alvaro N. Monteiro. Integration of functional data to classify BRCA1/2 missense variants: An ENIGMA project [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2024; Part 1 (Regular Abstracts); 2024 Apr 5-10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2024;84(6_Suppl):Abstract nr 7325.
BRCA1 Circos: a visualisation resource for functional analysis of missense variants
Jhuraney, Ankita, Velkova, Aneliya, Johnson, Randall C. , Kessing, Bailey, Carvalho, Renato S. , Whiley, Phillip J , Spurdle, Amanda B. , Caputo, Sandrine M. , Millot, Gaël A. , Vega, Ana , Coquelle, Nicolas , Galli, Alvaro , Eccles, Diana , Blok, Marinus J. , Luijt, Rob B. van der , Pena, Marta Santamariña, Donenberg, Talia , Macháčková, Eva , Thomas, Simon , Vallée, Maxime , Tavtigian, Sean V. , Glover, J. N. Mark , Carvalho, Marcelo A. , Brody, Lawrence C. , Monteiro, Álvaro N.A. , Vreeswijk, Maaike P.G. , Pal, Tuya , Neuhausen, Susan L. , Couch, Fergus J. , Sharan, Shyam K. , Spurdle, Amanda B , Eccles, Diana , Monteiro, Alvaro N , Vega, Ana , van der Luijt, Rob B

Journal of Medical Genetics | February 3, 2015 | Volume: 52 | Issue: 4 | Pages: 224-230

10.1136/jmedgenet-2014-102766 Get It

Background Inactivating germline mutations in the tumour suppressor gene BRCA1 are associated with a significantly increased risk of developing breast and ovarian cancer. A large number (>1500) of unique BRCA1 variants have been identified in the population and can be classified as pathogenic, non-pathogenic or as variants of unknown significance (VUS). Many VUS are rare missense variants leading to single amino acid changes. Their impact on protein function cannot be directly inferred from sequence information, precluding assessment of their pathogenicity. Thus, functional assays are critical to assess the impact of these VUS on protein activity. BRCA1 is a multifunctional protein and different assays have been used to assess the impact of variants on different biochemical activities and biological processes. Methods and results To facilitate VUS analysis, we have developed a visualisation resource that compiles and displays functional data on all documented BRCA1 missense variants. BRCA1 Circos is a web-based visualisation tool based on the freely available Circos software package. The BRCA1 Circos web tool (http://research.nhgri.nih.gov/bic/circos/) aggregates data from all published BRCA1 missense variants for functional studies, harmonises their results and presents various functionalities to search and interpret individual-level functional information for each BRCA1 missense variant. Conclusions This research visualisation tool will serve as a quick one-stop publically available reference for all the BRCA1 missense variants that have been functionally assessed. It will facilitate meta-analysis of functional data and improve assessment of pathogenicity of VUS.
Determination of Cancer Risk Associated with Germ Line BRCA1 Missense Variants by Functional Analysis
Carvalho, Marcelo A. , Marsillac, Sylvia M., Karchin, Rachel , Manoukian, Siranoush , Grist, Scott, Swaby, Ramona F., Ürményi, Turán P., Rondinelli, Edson, Gayol, Luis, Baumbach, Lisa, Sutphen, Rebecca , Pickard-Brzosowicz, Jennifer L., Nathanson, Katherine L. , Šali, Andrej , Goldgar, David E., Radice, Paolo , Monteiro, Álvaro N.A. , Silva, Rosane , Couch, Fergus J. , Monteiro, Alvaro N , Radice, Paolo , Nathanson, Katherine L , Manoukian, Siranoush

Cancer Research | February 16, 2007 | Volume: 67 | Issue: 4 | Pages: 1494-1501

10.1158/0008-5472.can-06-3297 Get It

Abstract Germ line inactivating mutations in BRCA1 confer susceptibility for breast and ovarian cancer. However, the relevance of the many missense changes in the gene for which the effect on protein function is unknown remains unclear. Determination of which variants are causally associated with cancer is important for assessment of individual risk. We used a functional assay that measures the transactivation activity of BRCA1 in combination with analysis of protein modeling based on the structure of BRCA1 BRCT domains. In addition, the information generated was interpreted in light of genetic data. We determined the predicted cancer association of 22 BRCA1 variants and verified that the common polymorphism S1613G has no effect on BRCA1 function, even when combined with other rare variants. We estimated the specificity and sensitivity of the assay, and by meta-analysis of 47 variants, we show that variants with <45% of wild-type activity can be classified as deleterious whereas variants with >50% can be classified as neutral. In conclusion, we did functional and structure-based analyses on a large series of BRCA1 missense variants and defined a tentative threshold activity for the classification missense variants. By interpreting the validated functional data in light of additional clinical and structural evidence, we conclude that it is possible to classify all missense variants in the BRCA1 COOH-terminal region. These results bring functional assays for BRCA1 closer to clinical applicability. [Cancer Res 2007;67(4):1494–501]