Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: POP4

Gene summary for POP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POP4

Gene ID

10775

Gene namePOP4 homolog, ribonuclease P/MRP subunit
Gene AliasRPP29
Cytomap19q12
Gene Typeprotein-coding
GO ID

GO:0000966

UniProtAcc

O95707


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
10775POP4LZE4THumanEsophagusESCC5.38e-072.12e-010.0811
10775POP4LZE7THumanEsophagusESCC2.15e-054.67e-010.0667
10775POP4LZE8THumanEsophagusESCC9.50e-102.10e-010.067
10775POP4LZE20THumanEsophagusESCC4.95e-072.25e-010.0662
10775POP4LZE24THumanEsophagusESCC2.35e-213.93e-010.0596
10775POP4LZE21THumanEsophagusESCC4.53e-042.69e-010.0655
10775POP4LZE6THumanEsophagusESCC2.05e-053.41e-010.0845
10775POP4P1T-EHumanEsophagusESCC3.48e-125.87e-010.0875
10775POP4P2T-EHumanEsophagusESCC2.16e-263.56e-010.1177
10775POP4P4T-EHumanEsophagusESCC1.74e-225.47e-010.1323
10775POP4P5T-EHumanEsophagusESCC2.60e-255.25e-010.1327
10775POP4P8T-EHumanEsophagusESCC4.89e-397.12e-010.0889
10775POP4P9T-EHumanEsophagusESCC8.47e-134.61e-010.1131
10775POP4P10T-EHumanEsophagusESCC9.40e-245.68e-010.116
10775POP4P11T-EHumanEsophagusESCC4.52e-116.61e-010.1426
10775POP4P12T-EHumanEsophagusESCC1.37e-264.58e-010.1122
10775POP4P15T-EHumanEsophagusESCC2.14e-204.52e-010.1149
10775POP4P16T-EHumanEsophagusESCC9.79e-172.82e-010.1153
10775POP4P17T-EHumanEsophagusESCC2.76e-104.51e-010.1278
10775POP4P19T-EHumanEsophagusESCC4.81e-118.23e-010.1662
Page: 1 2 3 4 5 6 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:00344713EsophagusESCCncRNA 5'-end processing18/855221/187231.81e-041.16e-0318
GO:00009663EsophagusESCCRNA 5'-end processing19/855223/187233.12e-041.85e-0319
GO:00991163EsophagusESCCtRNA 5'-end processing14/855216/187236.78e-043.56e-0314
GO:00016823EsophagusESCCtRNA 5'-leader removal11/855213/187234.76e-031.85e-0211
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:000636412LiverCirrhoticrRNA processing115/4634225/187231.12e-171.64e-15115
GO:00160724LiverCirrhoticrRNA metabolic process119/4634236/187231.19e-171.70e-15119
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
POP4SNVMissense_Mutationnovelc.655G>Ap.Asp219Asnp.D219NO95707protein_codingdeleterious(0)benign(0.406)TCGA-JW-AAVH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
POP4SNVMissense_Mutationrs547007300c.517C>Tp.Arg173Cysp.R173CO95707protein_codingdeleterious(0.04)benign(0.027)TCGA-4T-AA8H-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
POP4SNVMissense_Mutationrs565503123c.116N>Tp.Thr39Metp.T39MO95707protein_codingtolerated(0.27)benign(0)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
POP4SNVMissense_Mutationnovelc.406C>Tp.His136Tyrp.H136YO95707protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
POP4SNVMissense_Mutationrs140893351c.41C>Tp.Ala14Valp.A14VO95707protein_codingdeleterious(0.03)benign(0.186)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
POP4SNVMissense_Mutationc.607C>Tp.Arg203Trpp.R203WO95707protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
POP4SNVMissense_Mutationrs758843443c.131N>Tp.Pro44Leup.P44LO95707protein_codingtolerated(0.2)benign(0.011)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POP4SNVMissense_Mutationnovelc.500N>Gp.Ile167Serp.I167SO95707protein_codingdeleterious(0)probably_damaging(0.932)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
POP4SNVMissense_Mutationc.50N>Tp.Ser17Phep.S17FO95707protein_codingtolerated(0.5)benign(0)TCGA-AX-A2H5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinCR
POP4SNVMissense_Mutationrs758843443c.131N>Tp.Pro44Leup.P44LO95707protein_codingtolerated(0.2)benign(0.011)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 2 3 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
Page: 1