| evidence-kf1 | A 10-gene ERAS signature was selected from 22 survival-associated genes. | Univariate Cox screening followed by LASSO in the TCGA development dataset; public-dataset survival evaluation was not uniformly significant. | screened prognostic genes: 22; final ERAS genes: 10; named survival datasets: 8 including TCGA | Human transcriptomic associations and limited expression validation | Retrospective LUAD prognostic signature development and public-dataset evaluation. | Methods: Dataset source; Results: Model construction and evaluation, Par17; Fig. 4A-C; Supplementary Fig. 1 (MOESM1) | KF1 |
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| evidence-kf2 | The nomogram combining ERAS, age and stage showed the reported time-specific survival discrimination. | Retrospective nomogram evaluation; these values are not independent prospective performance estimates. | 1-year AUC: 0.740; 3-year AUC: 0.754; 5-year AUC: 0.754 | Human transcriptomic associations and limited expression validation | Reported nomogram discrimination within the analyzed data. | Results: Independent prognostic analysis of the ERAS and construction of the nomogram, Par18; Fig. 6F-H | KF2 |
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| evidence-kf3 | SERPINH1 and GPR37 expression was higher in LUAD tumor than paired adjacent tissue in the reported qPCR experiment. | Expression validation only; it does not test survival prediction or treatment effect. | clinical tissue pairs: 10; genes tested in this qPCR comparison: 2: SERPINH1 and GPR37 | Human transcriptomic associations and limited expression validation | Limited tumor-adjacent expression validation. | Methods: Clinical specimen collection, Par12; Results: Experimental validation, Par23; Supplementary Fig. 3A-B (MOESM3) | KF3 |
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