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Table 4 Gene selection (CFS) based on consensus p-Median on the Sherf dataset

From: A p-Median approach for predicting drug response in tumour cells

Gene name

Biological process

Role (referred literature)

POLR2F

Protein kinase activity; DNA binding

POLR2F exhibited elevated levels in carcinomas compared to normal tissue samples suggesting a possible role for these molecules in colorectal cancer [61].

SPARC

Regulation of cell proliferation; signal transduction

SPARC is a secreted protein, acidic and rich in cysteines. It is a matrix associated protein that elicits changes in cell shape, inhibits cell cycle progression, and influences the synthesis of extracellular matrix. Clinical evidence indicates that SPARC expression correlates with tumor progression [42]. The gene product has been associated with tumor suppression but has also been correlated with metastasis based on changes to cell shape which can promote tumor cell invasion [43].

DNAJA3

Apoptosis; cell death; negative regulation of cell proliferation

It is an important cell death regulator and could exert tumor suppressor activity [46]. The results establish DNAJA3 as a novel regulator of p53-mediated apoptosis, and suggest that therapies designed to enhance DNAJA3’s function in promoting mitochondrial localization of p53 and apoptosis could be an effective therapy in many cancers [47].

PTN

Regulation of cell proliferation and division

PTN is an angiogenic factor and has been found to be constitutively expressed in many human tumors of different cell types [62].

AIF-1

Regulation of muscle cell proliferation

AIF-1 can promote the growth of breast tumors via activating NF-kappaB signaling [63].

STMN4

Regulation of microtubule polymerization or depolymerization

-

PSAP

Lipid BINDING

PSAP is involved in prostate cancer invasion [64] and inhibits tumor metastasis via paracrine and endocrine stimulation of stromal p53 and Tsp-1 [65].

AKT3

Signal transduction

AKT signaling pathway is activated in human cancers and consequences for molecularly targeted therapies. AKT isoform may play a positive or negative role in cell migration and invasion. AKT is also involved in regulation of tumor angiogenesis [58].

FBXO7

Cell death; protein binding

-

P4HA2

L-ascorbic acid binding

Overexpression of PRDX4 and P4HA2 was significantly associated with lymphatic metastasis in oral cavity squamous cell carcinoma [66]. P4HA2 was upregulated in breast tumor cells compared with its adjacent normal tissues [67].

  1. The reported genes refer to the outperforming BN (84.98% of accuracy) trained according to the solution generated by the Consensus p-Median (d-g) with μ=1.6.