Hereditary Cancer
Family history is the least reliable reliable thing in a chart.
Ask a patient about their family's cancer history twice, a year apart, and you will often get two different answers. Ages get misremembered. "Some kind of cancer" stands in for a specific diagnosis. A cousin becomes an aunt. It's not a data quality problem you can train your way out of. And yet plenty of testing workflows still treat family history as the gate: no family history, no referral, no test.
Family history is supportive, not a sole qualifier
ScreenMyGene doesn't wait for a clean family history to consider a hereditary cancer panel, and it doesn't stop at a vague one either. Personal history — prior diagnoses, age at onset, tumor characteristics documented in the chart — carries real weight on its own. Family history strengthens or weakens the case; it doesn't singlehandedly decide it. That distinction matters most for exactly the patients most likely to be missed: the ones whose relatives were never tested, never diagnosed, or simply never talked about it.
How it works for hereditary cancer specifically
1. Personal and family history extraction — Diagnoses, ages at onset, and relevant family history are pulled from the chart and structured rather than left as free text.
2. Criteria matching — Extracted history is evaluated against professional-society testing criteria for the relevant syndromes.
3. Confidence-weighted panel selection — Personal and family history findings are weighted separately. A strong personal history can qualify a panel with a thin family history; a strong family history can flag a panel worth confirming even with limited personal findings.
4. ICD-10 and coverage check — The recommendation is anchored to a documented, matching diagnosis code and checked against Medicare LCD/NCD coverage policy.
What this catches that a family-history checklist misses
- Patients with strong personal history but a genuinely unremarkable or unknown family history — the population most likely to be screened out by history-gated workflows
- Patients whose family history is incomplete because relatives were adopted, estranged, or never tested themselves
- Cases where documented family history technically qualifies, but the specific syndrome and panel it points to isn't obvious from a general note
Who this is for
- Genetic counselors triaging referrals where family history documentation is thin or inconsistent
- Medical directors who need a consistent, auditable standard for why a panel was or wasn't recommended
- Molecular labs reducing denials tied to under-documented medical necessity on hereditary panels
See how personal and family history combine into one recommendation.
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