Fig. 1

Systematic assessment of impact of experimental and data analytics factors – (1) Experimental model system, (2) biochemical data type (transcripts vs. proteins), (3) data curation methods, (4) choice of ML classifier - on outcome accuracy in LPS-mediated signaling of TLR-4 in A549 cells.