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Table 3 Examples of genesets whose co-expression is influenced by more than one factor. (1) geneset in the 1st row, containing CXCL13 and MMP1, is differentially co-expressed by ER and Grade covariates

From: MultiDCoX: Multi-factor analysis of differential co-expression

Co-expression

Genes

ER coefficient

ER pvalue

p53 coefficient

p53 pvalue

Grade coefficient

Grade pvalue

ER+ & Grade+

HORMAD1,SCGB1D2, ABCB1,IGHM,CXCL13, FAM20B,IGK,CCL18, LOC100291464,FCRL5, IGHA1,LOC100293440, IGL,IGLV1–44,IGH, IGKV4–1, IGHD, LOC100130100,FABP7, NKG7,MMP1,PIGR, LOC652493

0.592

3.64E-05

−0.343

0.000

658

1.525

5.05E-24

ER+ & P53- & Grade+

CLEC3A, MUC5B, RAD51C,CYP2A6,CHGB, CARTPT,GRIA2,INSM1, NTS,PCSK1

0.662

3.16E-05

−0.818

4.14E-17

1.124

1.77E-40

ER- & p53+

FMO5, VGLL1, FABP7, GABRP, PKP1,TFCP2L1, NRTN,KRT15, PTX3, KRT16, MIA,CTAG1A, ELF5,HORMAD1,C8orf4 6,FAM150B

−0.906

7.80E-14

0.844

8.84E-23

0.127

0.305

  1. The co-expression of the set occurs in ER-positive tumors and higher grade tumors (referred to as Grade+) only. Joint occurrence of ER+ and Grade3 will result in higher co-expression. (2) Geneset in the 2nd row is differentially co-expressed by all covariates. The co-expression of the set occurs in ER-positive tumors, p53-negative tumors and higher grade tumors (referred to as Grade+). Joint occurrence of ER+, p53- and Grade3 will result in higher co-expression. (3) Gene set in the 3rd row is differentially co-expressed by ER and p53 covariates. The co-expression of the set occurs in ER-negative tumors, p53-positive tumors. Joint occurrence of ER- and p53+ will result in higher co-expression