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: PRRC1

Gene summary for PRRC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRRC1

Gene ID

133619

Gene nameproline rich coiled-coil 1
Gene AliasPRRC1
Cytomap5q23.2
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q96M27


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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
133619PRRC1LZE4THumanEsophagusESCC2.44e-041.35e-010.0811
133619PRRC1LZE20THumanEsophagusESCC7.03e-072.24e-010.0662
133619PRRC1LZE24THumanEsophagusESCC6.04e-123.65e-010.0596
133619PRRC1P1T-EHumanEsophagusESCC7.25e-042.46e-010.0875
133619PRRC1P2T-EHumanEsophagusESCC1.19e-324.99e-010.1177
133619PRRC1P4T-EHumanEsophagusESCC5.08e-224.77e-010.1323
133619PRRC1P5T-EHumanEsophagusESCC2.68e-142.21e-010.1327
133619PRRC1P8T-EHumanEsophagusESCC9.18e-152.59e-010.0889
133619PRRC1P9T-EHumanEsophagusESCC4.70e-092.77e-010.1131
133619PRRC1P10T-EHumanEsophagusESCC6.93e-193.26e-010.116
133619PRRC1P11T-EHumanEsophagusESCC9.56e-135.52e-010.1426
133619PRRC1P12T-EHumanEsophagusESCC4.39e-214.03e-010.1122
133619PRRC1P15T-EHumanEsophagusESCC7.18e-163.67e-010.1149
133619PRRC1P16T-EHumanEsophagusESCC4.99e-183.64e-010.1153
133619PRRC1P17T-EHumanEsophagusESCC2.92e-054.67e-010.1278
133619PRRC1P19T-EHumanEsophagusESCC1.65e-024.24e-010.1662
133619PRRC1P20T-EHumanEsophagusESCC1.39e-153.12e-010.1124
133619PRRC1P21T-EHumanEsophagusESCC1.27e-193.96e-010.1617
133619PRRC1P22T-EHumanEsophagusESCC6.76e-203.87e-010.1236
133619PRRC1P23T-EHumanEsophagusESCC5.79e-235.48e-010.108
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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:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:004586011LiverCirrhoticpositive regulation of protein kinase activity117/4634386/187237.07e-033.41e-02117
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:00321471LiverHCCactivation of protein kinase activity72/7958134/187235.61e-032.33e-0272
GO:004586016Oral cavityOSCCpositive regulation of protein kinase activity194/7305386/187233.90e-064.59e-05194
GO:003367418Oral cavityOSCCpositive regulation of kinase activity228/7305467/187238.31e-068.90e-05228
GO:003367425SkincSCCpositive regulation of kinase activity148/4864467/187233.00e-031.66e-02148
GO:004586025SkincSCCpositive regulation of protein kinase activity123/4864386/187235.23e-032.64e-02123
GO:0045860111ThyroidPTCpositive regulation of protein kinase activity176/5968386/187238.89e-092.17e-07176
GO:0033674111ThyroidPTCpositive regulation of kinase activity201/5968467/187231.95e-073.54e-06201
GO:00321472ThyroidPTCactivation of protein kinase activity60/5968134/187231.15e-036.71e-0360
GO:004586026ThyroidATCpositive regulation of protein kinase activity185/6293386/187233.00e-097.02e-08185
GO:003367427ThyroidATCpositive regulation of kinase activity212/6293467/187235.89e-081.05e-06212
GO:003214711ThyroidATCactivation of protein kinase activity65/6293134/187232.44e-041.57e-0365
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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
PRRC1SNVMissense_Mutationnovelc.826G>Ap.Ala276Thrp.A276TQ96M27protein_codingtolerated(0.06)possibly_damaging(0.558)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRRC1SNVMissense_Mutationc.1268A>Cp.Gln423Prop.Q423PQ96M27protein_codingdeleterious(0.01)possibly_damaging(0.777)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRRC1SNVMissense_Mutationnovelc.421A>Cp.Ile141Leup.I141LQ96M27protein_codingtolerated(0.07)probably_damaging(0.99)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRRC1SNVMissense_Mutationc.136N>Ap.Ser46Thrp.S46TQ96M27protein_codingtolerated_low_confidence(0.32)benign(0.275)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRRC1SNVMissense_Mutationrs147277611c.431N>Ap.Gly144Glup.G144EQ96M27protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRRC1SNVMissense_Mutationnovelc.116N>Ap.Ser39Tyrp.S39YQ96M27protein_codingtolerated_low_confidence(0.32)possibly_damaging(0.533)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PRRC1SNVMissense_Mutationnovelc.1033G>Tp.Asp345Tyrp.D345YQ96M27protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A5-A7WK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
PRRC1SNVMissense_Mutationc.157N>Tp.Pro53Serp.P53SQ96M27protein_codingtolerated_low_confidence(0.07)benign(0.311)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRRC1SNVMissense_Mutationrs749131929c.710T>Cp.Val237Alap.V237AQ96M27protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PRRC1SNVMissense_Mutationnovelc.374N>Ap.Pro125Hisp.P125HQ96M27protein_codingdeleterious_low_confidence(0)possibly_damaging(0.694)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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