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

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: POP5

Gene summary for POP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POP5

Gene ID

51367

Gene namePOP5 homolog, ribonuclease P/MRP subunit
Gene AliasHSPC004
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000966

UniProtAcc

Q969H6


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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
51367POP5LZE2THumanEsophagusESCC3.01e-024.38e-010.082
51367POP5LZE4THumanEsophagusESCC4.18e-133.56e-010.0811
51367POP5LZE5THumanEsophagusESCC3.51e-024.62e-010.0514
51367POP5LZE7THumanEsophagusESCC4.08e-178.81e-010.0667
51367POP5LZE8THumanEsophagusESCC1.81e-072.30e-010.067
51367POP5LZE20THumanEsophagusESCC8.26e-043.32e-010.0662
51367POP5LZE22D1HumanEsophagusHGIN8.28e-083.81e-010.0595
51367POP5LZE22THumanEsophagusESCC8.25e-074.14e-010.068
51367POP5LZE24THumanEsophagusESCC1.02e-328.67e-010.0596
51367POP5LZE22D3HumanEsophagusHGIN2.31e-034.38e-010.0653
51367POP5LZE21THumanEsophagusESCC2.24e-035.27e-010.0655
51367POP5LZE6THumanEsophagusESCC1.05e-095.97e-010.0845
51367POP5P1T-EHumanEsophagusESCC9.21e-127.25e-010.0875
51367POP5P2T-EHumanEsophagusESCC7.92e-591.05e+000.1177
51367POP5P4T-EHumanEsophagusESCC6.90e-571.54e+000.1323
51367POP5P5T-EHumanEsophagusESCC1.30e-541.11e+000.1327
51367POP5P8T-EHumanEsophagusESCC1.10e-224.81e-010.0889
51367POP5P9T-EHumanEsophagusESCC8.47e-214.96e-010.1131
51367POP5P10T-EHumanEsophagusESCC2.87e-336.20e-010.116
51367POP5P11T-EHumanEsophagusESCC4.47e-197.41e-010.1426
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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.

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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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:001607219EsophagusHGINrRNA metabolic process72/2587236/187232.26e-112.56e-0972
GO:000636419EsophagusHGINrRNA processing69/2587225/187234.53e-115.04e-0969
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
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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.
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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
POP5SNVMissense_Mutationnovelc.136N>Ap.Ala46Thrp.A46TQ969H6protein_codingtolerated(0.31)benign(0.205)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
POP5SNVMissense_Mutationc.191N>Cp.Ile64Thrp.I64TQ969H6protein_codingtolerated(0.21)benign(0.026)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
POP5SNVMissense_Mutationnovelc.364C>Ap.Leu122Metp.L122MQ969H6protein_codingtolerated(0.09)probably_damaging(0.931)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
POP5SNVMissense_Mutationrs755497385c.139N>Ap.Ala47Thrp.A47TQ969H6protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POP5SNVMissense_Mutationnovelc.85C>Ap.Leu29Metp.L29MQ969H6protein_codingtolerated(0.12)possibly_damaging(0.742)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
POP5SNVMissense_Mutationrs188049856c.167G>Ap.Arg56Glnp.R56QQ969H6protein_codingdeleterious(0.01)benign(0.182)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POP5SNVMissense_Mutationnovelc.118G>Cp.Val40Leup.V40LQ969H6protein_codingtolerated(0.43)benign(0.003)TCGA-55-6987-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
POP5SNVMissense_Mutationc.486N>Tp.Met162Ilep.M162IQ969H6protein_codingtolerated_low_confidence(0.45)benign(0)TCGA-85-6561-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycisplatinSD
POP5SNVMissense_Mutationnovelc.435N>Ap.Ser145Argp.S145RQ969H6protein_codingtolerated(0.09)benign(0.133)TCGA-CQ-5325-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
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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
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