Development and evaluation of INT2GRATE: a platform for comprehensive assessment of the role of germline variants informed by tumor signature profile in Lynch syndrome

Raymond A. Isidro,Anu Chittenden, Mckenzie Walker,Alison Schwartz,Diane R. Koeller, Connor P. Hayes, Busra Unal, Monica Devi Manam, Ryan M. Buehler, Danielle K. Manning, Lynette M. Sholl, Mark S. Redston,Matthew B. Yurgelun,Huma Q. Rana,Judy E. Garber,Arezou A. Ghazani

FRONTIERS IN ONCOLOGY(2024)

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摘要
The presence of variants of uncertain significance (VUS) in DNA mismatch repair (MMR) genes leads to uncertainty in the clinical management of patients being evaluated for Lynch syndrome (LS). Currently, there is no platform to systematically use tumor-derived evidence alongside germline data for the assessment of VUS in relation to LS. We developed INT(2)GRATE (INTegrated INTerpretation of GeRmline And Tumor gEnomes) to leverage information from the tumor genome to inform the potential role of constitutional VUS in MMR genes. INT(2)GRATE platform has two components: a comprehensive evidence-based decision tree that integrates well-established clinico-genomic data from both the tumor and constitutional genomes to help inform the potential relevance of germline VUS in LS; and a web-based user interface (UI). With the INT(2)GRATE decision tree operating in the backend, INT(2)GRATE UI enables the front-end collection of comprehensive clinical genetics and tumor-derived evidence for each VUS to facilitate INT(2)GRATE assessment and data sharing in the publicly accessible ClinVar database. The performance of the INT(2)GRATE decision tree was assessed by qualitative retrospective analysis of genomic data from 5057 cancer patients with MMR alterations which included 52 positive control cases. Of 52 positive control cases with LS and pathogenic MMR alterations, 23 had all the testing parameters for the evaluation by INT(2)GRATE. All these variants were correctly categorized as INT(2)GRATE POSITIVE. The stringent INT(2)GRATE decision tree flagged 29 of positive cases by identifying the absence or unusual presentation of specific evidence, highlighting the conservative INT(2)GRATE logic in favor of a higher degree of confidence in the results. The remaining 99% of cases were correctly categorized as INCONCLUSIVE due to the absence of LS criteria and >= 1 tumor parameters. INT(2)GRATE is an effective platform for clinical and genetics professionals to collect and assess clinical genetics and complimentary tumor-derived information for each germline VUS in suspected LS patients. Furthermore, INT(2)GRATE enables the collation of integrated tumor-derived evidence relevant to germline VUS in LS, and sharing them with a large community, a practice that is needed in precision oncology.
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关键词
somatic and germline integration,INT(2)GRATE,tumor signature profile,germline VUS,Lynch syndrome
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