AI Genomics Data Analyst
An AI Genomics Data Analyst leverages machine learning, large language models, and bioinformatics pipelines to extract clinically …
Skill Guide
The systematic process of assigning pathogenicity and clinical significance to genetic variants using the standardized framework of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology.
Scenario
You receive a VCF file from a targeted gene panel for a patient with hereditary breast cancer. One variant is a missense change in BRCA1: NM_007294.4:c.5335G>A (p.Asp1779Asn). It is absent in gnomAD and has conflicting interpretations in ClinVar.
Scenario
A cardiomyopathy panel returns a VUS in TTN (c.59923A>G). *In silico* tools are neutral. No ClinVar entry. You must decide whether to report it as VUS or recommend further investigation.
Scenario
Your lab is launching a hereditary cancer panel including the gene CHEK2. Standard ACMG rules are too broad, leading to inconsistent VUS interpretations. You need a customized, evidence-based protocol.
Alamut Visual is the clinical-grade interface for splicing and missense prediction. InterVar automates ACMG/AMP rule application. Franklin and VarSome provide integrated databases and classification engines for rapid preliminary analysis. Use Alamut for final manual review.
ClinVar is the definitive public archive for clinical interpretations. gnomAD provides essential population frequency data. HGMD is a curated literature database (requires subscription). ClinGen resources provide validated gene-disease validity and variant curation frameworks.
The ACMG/AMP guidelines are the core decision-making framework. ClinGen Expert Panels provide gene-specific rule modifications and are the gold standard for clinical labs. Strict adherence to HGVS nomenclature is non-negotiable for unambiguous communication.
Answer Strategy
The interviewer is testing systematic methodology and understanding of evidence hierarchy. Structure your answer using the ACMG/AMP framework explicitly. Sample Answer: 'I start by applying PM2 if it's absent in gnomAD. I then integrate multiple *in silico* tools (REVEL, CADD, SpliceAI) for PP3/BP4, but with the caveat that these are supporting, not standalone, evidence. I then perform exhaustive literature review for any indirect functional data (PS3) or segregation (PM3). If all criteria are insufficient for a definitive call, I classify as VUS and document the specific missing evidence types-like lack of functional assays or co-segregation data-to guide future testing.'
Answer Strategy
This tests communication skills, adherence to professional standards, and grace under pressure. The core competency is maintaining scientific integrity while managing stakeholder relationships. Sample Answer: 'I would first acknowledge the urgency and validate their concern. Then, I would schedule a call to review the variant evidence line-by-line using the ACMG framework, explaining why the current data doesn't meet Pathogenic criteria. I would propose a concrete action plan: e.g., offer to perform familial segregation analysis if DNA from parents is available, or coordinate with a research lab for a functional assay. This maintains the lab's credibility while actively partnering on a solution.'
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