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| Threat to validity | Where it appears in the paper | Impact on the biomarker claim |
|---|---|---|
| Small, single-region cohort | 75 tumor vs 75 adjacent non-tumor from Shanghai hospitals during 2005β2007. | May reduce generalizability and inflate apparent effect sizes without external replication. |
| Observer/binnning error in IHC scoring | % positivity is binned (0,1,2,3,4) and intensity is binned; combined into discrete expression categories. | Could shift p-values/ORs if scoring varies between readers; no inter-rater reliability is stated in the provided text. |
| Antibody specificity in tissue context | Validation includes ELISA titers and Western blot βexpected massβ band detection; tissue specificity controls beyond that are not described in provided text. | If cross-reactivity exists, biomarker associations could reflect staining artifacts rather than true protein abundance. |
| Correlation β causation | Correlations (Spearman r) and logistic regression associations are reported without perturbation experiments. | EIF2C/PIWIL proteins could be markers of aggressive phenotypes rather than drivers. |
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