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. 2021 Sep 30;11:19459. doi: 10.1038/s41598-021-98869-x

Table 2.

List of potential reference genes.

Gene symbol Gene name Ensembl gene ID Function CV Rank No. of articles
SNW1 SNW domain-containing 1 ENSG00000100603 Signal transduction, regulation of transcription and splicing 0.189 1 0
CNOT4 CCR4-NOT transcription complex subunit 4 ENSG00000080802 Global transcriptional regulation, deadenylase, signal transduction, E3 ubiquitin ligase 0.205 3 0
PUM1 Pumilio RNA binding family member 1 ENSG00000134644 Regulation of the stability and function of specific mRNAs 0.235 8 11
PCBP1 Poly(rC) binding protein 1 ENSG00000169564 mRNA stabilization, alternative splicing, regulation of transcription and translation 0.291 161 2
IPO8 Importin 8 ENSG00000133704 Protein transport—nuclear import of proteins with a classical nuclear localization signal 0.336 637 13
HNRNPL Heterogeneous nuclear ribonucleoprotein L ENSG00000104824 mRNA splicing, stabilization, regulation of transcription and translation 0.347 791 1
TBP TATA-box binding protein ENSG00000112592 Transcription—general transcription factor 0.347 813 70
UBC Ubiquitin C ENSG00000150991 Protein catabolism—ubiquitylation of damaged/unfolded proteins 0.366 1150 29
PPIA Peptidylprolyl isomerase A ENSG00000196262 Protein folding—Cis–trans isomerization of proline imidic peptide bonds 0.402 1893 49
RPL30 Ribosomal protein L30 ENSG00000156482 Translation—component of the 60S ribosomal subunit 0.420 2294 4
RPL13A Ribosomal protein L13a ENSG00000142541 Translation—component of the 60S ribosomal subunit 0.438 2715 35
YWHAZ

Tyrosine 3-monooxygenase/

tryptophan 5-monooxygenase activation protein zeta

ENSG00000164924 Signal transduction—central hub protein for many signal transduction pathways 0.462 3258 37
ACTB Actin beta ENSG00000075624 Cytoskeletal structural protein 0.472 3484 113
GAPDH Glyceraldehyde-3-phosphate dehydrogenase ENSG00000111640 Metabolism—oxidoreductase in glycolysis and gluconeogenesis 0.492 3909 165
PGK1 Phosphoglycerate kinase 1 ENSG00000102144 Metabolism—kinase in glycolysis and gluconeogenesis 0.497 4014 29
HMBS Hydroxymethylbilane synthase ENSG00000256269 Metabolism—heme biosynthesis 0.551 4966 22
HPRT1 Hypoxanthine phosphoribosyltransferase 1 ENSG00000165704 Metabolism—purine synthesis in salvage pathway 0.551 4973 65
EEF1A1 Eukaryotic translation elongation factor 1 alpha 1 ENSG00000156508 Translation—aminoacyl-trna delivery to the ribosome 0.557 5060 12
ALAS1 5'-aminolevulinate synthase 1 ENSG00000023330 Metabolism—heme biosynthesis 0.578 5397 10
SDHA Succinate dehydrogenase complex flavoprotein subunit A ENSG00000073578 Metabolism—part of the mitochondrial respiratory chain 0.590 5579 35
GUSB Glucuronidase beta ENSG00000169919 Metabolism—degradation of dermatan and keratan sulfates 0.713 7074 24
TFRC Transferrin receptor ENSG00000072274 Metabolism—cellular iron uptake 0.738 7316 10
B2M Beta-2-microglobulin ENSG00000166710 Immunity—β-chain of major Histocompatibility complex class I molecules 0.906 8802 78
POLR2A RNA polymerase II subunit A ENSG00000181222 Transcription—RNA polymerase 1.143 10,376 12

Coefficient of variation (CV) and the corresponding rank is calculated from the relative expression data in the RNA HPA cell line gene dataset from The Human Protein Atlas39,40. Genes are arranged in ascending order of the rank. The genes used in the present study are shown in bold. Genes suggested by Jo et al. are shown in italic34. For details regarding the No. of articles, refer to “Methods”.