Kidney Tumor Prediction

CSV File Format

Your CSV file should contain non‑apoptotic programmed cell death mechanism–related gene expression data with the following structure:

• Gene Names: RIPK1, RIPK3, ZBP1, CYLD, TICAM1, TNF, MLKL, CASP8, FADD, CFLAR, CASP1, CASP4, CASP5, NLRP3, AIM2, NLRC4, GZMA, GZMB, PYCARD, NLRP1, CARD16, CARD18, NLRX1, POP1, BCL2, IL10, ALOX15, ACSL4, LPCAT3, TFRC, NOX1, NOX4, SAT1, GPX4, SLC7A11, GCLC, GCLM, GSS, FTH1, FTL, NFE2L2, MT1G, CDKN1A, PARP1, AIFM1, MIF, MACROD1, MACROD2, NUDT16, SIRT1, BECN1, ATG5, ATG7, ULK1, FOXO3, BNIP3, BNIP3L, AKT1, MTOR, FDX1, LIAS, LIPT1, DLD, DLAT, PDHA1, PDHB, MTF1, GLS, CDKN1A.
• Row Index: Sample names (e.g., Sample1).
• Columns: Gene names (e.g., RIPK1, RIPK3, CASP8).
• Values: Numeric values (float).
• Optional: sample_title column for metadata.

Example:

,RIPK1,RIPK3,CASP8,..,sample_title
Sample1,5.2,3.1,2.4,...,SampleTitle1
Sample2,4.8,2.9,2.1,...,SampleTitle2