NCATSTranslator / Clinical-Data-Committee-Tracking-Voting

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mediKanren Use Case [proposed by Unsecret Agent, NCATS] #6

Closed karafecho closed 2 years ago

karafecho commented 3 years ago

Candidate No. 4: mediKanren Real-world Use Cases [NCATS, Unsecret Agent]

(Also see this doc)

  1. Acanthosis nigricans: Patient presented with acanthosis nigricans. Genomic sequencing revealed variants in multiple genes. Causal variant was a gain of function in EGFR. MediKanren recommended erlotinib. We compounded it as a topical cream with a specialist pharmacy, and the patient applied to one arm, but not the other. Significant reduction in the skin growths occurred on the treated arm.

  2. Severe ataxic episodes: Patient presented with ataxic episodes. Genomic sequencing revealed multiple variants. Causal variant was a missense mutation in the domain controlling degradation of RHOBTB2, hence making it a gain of function in RHOBTB2. No direct RHOBTB2 inhibitors are known to exist, but several indirector downregulators of RHOBTB2 (via E2F1) do exist, and celecoxib showed a substantial reduction in ataxic episodes.

  3. Extreme developmental delay; non-ambulatory at age 5: Patient presented with multiple VUSes. Causal variant was determined to be in MAPK8IP3, leading to predicted haploinsufficiency. Retinoic acid is a potent upregulator of MAPK8IP3. 6 months of treatment with vitamin A lead to patient standing and taking simple steps. 18 months of treatments led to patient walking freely under own power and notable cognitive gains.

karafecho commented 3 years ago

Note that this use case does not work for Exposures Provider, but may work for Clinical Data Provider and Multi-omics EHR Risk Provider, and sort of works for Connections Hypotheses Provider. The challenge for Clinical Data Provider and Multi-omics EHR Risk Provider is that these are rare cases, so the sample sizes may represent an issue due to regulatory and computational constraints.

karafecho commented 2 years ago

Closing, no longer relevant.