The phenotype contrast changes after adjustment
For PMID 42407424, a coefficient plot could place the SPMS versus RRMS differences in PAB and MDA side by side before and after adjustment for age, disease duration, and therapy. The first impression may change: the reported PAB difference is present in the unadjusted analysis but does not persist after adjustment, whereas the abstract reports higher unadjusted values for both markers. Show effect estimates and confidence intervals rather than significance labels alone. A second panel could mark which cognition, fatigue, and therapy associations remain after multiplicity correction. This would separate biomarker patterns that distinguish observed groups from those that remain compatible with phenotype differences after measured covariates and multiple comparisons are considered.
