Table 1 Potential analytical sources of missed diagnoses and corresponding improvements made to the DDD workflow since 2014
Step | Purpose | Potential sources of missed diagnoses | Changes to DDD workflow |
---|---|---|---|
Variant detection | Sequence data is mapped to the human genome reference, and variation called relative to that reference | Low-depth sequence dataIncorrect reference sequenceIncorrect mappingVariant detection/genotyping failedVariant class not considered (e.g., triplet repeats) | Updated versions of BWA, SAMtools, GATK, and DeNovoGearMultisample variant callingAdditional variant detection algorithms |
Variant annotation and filtering | Stringent filters are applied to exclude low-quality, common, and noncoding variants that are unlikely to be clinically relevant | Low-quality variant discardedIncorrect annotation of allele frequencyIncorrect annotation of consequenceVariant filtering thresholds too stringent | Updated version of VEPUpdated MAF dataUpdated filtering thresholds (lower MAF, exclusion of benign inherited missense variants) |
Gene prioritization | Evidence-based, disease-specific “virtual” gene panels are applied to limit variants to those with a relevant genotype (heterozygous/homozygous) and inheritance (dominant/recessive) in proven disease-causing genes | Incorrect disease mechanismIncorrect inheritance or family historyIncomplete penetrancePhenotype not recordedKnown gene missing from panelCausal gene not yet discovered | Updated DDG2P (November 2013 freeze used previously; June 2016 freeze used here, including 286 additional genes)Plausibly pathogenic variants shared via DECIPHER Research TrackReviewed parental phenotypes |
Clinical assessment | Clinical assessment of the pathogenicity and contribution of specific variants to disease in a specific individual/family | Patient phenotype differs from previously published casesPhenotype not yet developedEvidence for pathogenicity is unclear | Candidate variants re-reviewed by core DDD clinical team and/or referring clinicianSome patients clinically assessed again |