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     Quick Analysis Plan



    A quantitative meta-analysis of hair EtG diagnostic accuracy (cutoffs, sensitivity, specificity) cannot be completed from the supplied evidence: no included record reports hair-EtG 2x2 data at defined cutoffs. Only vitreous-humor EtG has usable accuracy data (92% sensitivity, 91% specificity at 0.3 mg/L). A rigorous analysis plan is provided, but pooled Se/Sp estimates for hair require new primary-study retrieval.


     Long Analysis Plan



    Core Evidence Gap: Hair EtG Accuracy Data Are Absent

    The supplied evidence records do not contain hair-EtG sensitivity, specificity, or cutoff-based 2x2 data. The 2001 EtG review reports only that hair EtG was detectable in some alcohol misusers and social drinkers (n=14 hair samples) and notes that hair interpretation remains controversial with strong methodological heterogeneity, without any cutoff or accuracy estimates . The hair-methods study validates washing/extraction chemistry (DCM wash + methanol extraction, 30 min sonication; water best for EtG recovery) but is analytical validation, not diagnostic accuracy .

    The only cutoff-based diagnostic accuracy data supplied concern a different matrix: postmortem vitreous humor EtG immunoassay at 0.3 mg/L gave 92% sensitivity and 91% specificity (n=58), outperforming serum EtG (84%/88%) and BAC (68%/100%) for detecting ante-mortem alcohol use . This is not a substitute for hair data and should not be pooled with it.

    Caveat: this figure contrasts non-hair matrices only; it visualizes the diagnostic-accuracy format the hair literature lacks. Units are %, from one postmortem cohort, with reference standard based on case records (misclassification possible) .

    Analysis Plan for the Hair-EtG Meta-Analysis

    • Search & indexing: register PROSPERO protocol; search PubMed/Embase/Web of Science for hair EtG accuracy studies; extract cutoffs (e.g., pg/mg thresholds), 2x2 tables, reference standard, population (abstinence monitoring vs abusers), hair length/segment.
    • Quality assessment: QUADAS-2 (patient selection, index test, reference standard, flow/timing); flag incorporation bias and partial verification.
    • Statistical model: bivariate random-effects (Reitsma) or hierarchical HSROC in Python via statsmodels/pymc or R mada/metaDTA; pool sensitivity/specificity, fit SROC, compute AUC and likelihood ratios per cutoff.
    • Threshold effect: explicit cutoff-stratified subgroups (low vs high pg/mg cutoffs); if threshold heterogeneity dominates, report per-cutoff estimates rather than one pooled pair.
    • Pre-specified sensitivity analyses: LC-MS/MS vs immunoassay index test; chronic-drinker vs abstinence-monitoring populations; washing protocol (DCM pre-wash reduces external contamination) using the extraction findings above as covariates .
    • Bias controls: funnel asymmetry tests for publication bias; leave-one-out influence; prediction intervals; report certainty via GRAAD-style downgrading for non-blinded, non-randomized designs.

    What Would Change the Conclusion

    If primary hair-EtG studies reporting 2x2 tables at stated pg/mg cutoffs (e.g., the widely used 7–30 pg/mg thresholds) become available and pass QUADAS-2, pooled estimates can replace this plan. Disconfirming evidence for hair-EtG validity would be: cutoff-dependent instability across washing protocols, or false positives from external contamination persisting after harmonized DCM pre-washes. Known unknowns: inter-individual UGT activity effects on EtG formation (UGT1A1/UGT2B7 mediate formation, ~1.6% of ethanol clearance) could drive false negatives, but no supplied record quantifies this in hair .



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    Updated: October 27, 2026

     Top Data Sources ExportMCP



     Analysis Wizard



    Building a bivariate random-effects meta-analysis pipeline that ingests hair-EtG 2x2 accuracy tables, estimates pooled sensitivity/specificity per cutoff, fits SROC curves, and runs QUADAS-2-stratified sensitivity analyses.



     Hypothesis Graveyard



    Hair EtG accuracy can be inferred by analogy from urine/serum EtG windows: rejectedβ€”hair incorporates long-term intake over months and shows different kinetics and contamination pathways, so matrix-to-matrix extrapolation of Se/Sp is not defensible from the supplied records.

     Science Art


    Meta-analysis: EtG in hair diagnostic accuracy cutoffs sensitivity specificity Science Art

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