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: PPRC1

Gene summary for PPRC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPRC1

Gene ID

23082

Gene namePPARG related coactivator 1
Gene AliasPRC
Cytomap10q24.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

E7EVG6


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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
23082PPRC1LZE4THumanEsophagusESCC1.65e-07-6.78e-020.0811
23082PPRC1LZE8THumanEsophagusESCC3.17e-048.68e-020.067
23082PPRC1LZE20THumanEsophagusESCC5.45e-03-1.34e-010.0662
23082PPRC1LZE22THumanEsophagusESCC3.51e-02-3.74e-020.068
23082PPRC1LZE24THumanEsophagusESCC2.75e-104.04e-010.0596
23082PPRC1P1T-EHumanEsophagusESCC1.23e-108.31e-020.0875
23082PPRC1P2T-EHumanEsophagusESCC1.34e-071.72e-010.1177
23082PPRC1P4T-EHumanEsophagusESCC7.59e-077.98e-020.1323
23082PPRC1P5T-EHumanEsophagusESCC1.20e-092.00e-010.1327
23082PPRC1P8T-EHumanEsophagusESCC1.16e-106.72e-020.0889
23082PPRC1P9T-EHumanEsophagusESCC1.05e-084.00e-030.1131
23082PPRC1P10T-EHumanEsophagusESCC1.16e-09-1.05e-010.116
23082PPRC1P11T-EHumanEsophagusESCC5.69e-062.23e-010.1426
23082PPRC1P12T-EHumanEsophagusESCC1.36e-178.03e-020.1122
23082PPRC1P15T-EHumanEsophagusESCC4.30e-091.56e-010.1149
23082PPRC1P16T-EHumanEsophagusESCC2.06e-187.94e-020.1153
23082PPRC1P17T-EHumanEsophagusESCC1.10e-051.28e-010.1278
23082PPRC1P20T-EHumanEsophagusESCC1.65e-091.49e-010.1124
23082PPRC1P21T-EHumanEsophagusESCC1.35e-161.11e-010.1617
23082PPRC1P22T-EHumanEsophagusESCC4.72e-11-1.02e-010.1236
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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
∗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:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:00510913LiverHCCpositive regulation of DNA-binding transcription factor activity131/7958260/187235.98e-032.45e-02131
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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
PPRC1SNVMissense_Mutationrs780258251c.4384C>Tp.His1462Tyrp.H1462YQ5VV67protein_codingdeleterious_low_confidence(0.05)benign(0.25)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
PPRC1SNVMissense_Mutationnovelc.4616T>Cp.Ile1539Thrp.I1539TQ5VV67protein_codingdeleterious(0)possibly_damaging(0.645)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PPRC1SNVMissense_Mutationc.830N>Cp.His277Prop.H277PQ5VV67protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.454)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
PPRC1SNVMissense_Mutationc.4924G>Ap.Val1642Ilep.V1642IQ5VV67protein_codingdeleterious(0.03)benign(0.365)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
PPRC1SNVMissense_Mutationc.218N>Ap.Leu73Glnp.L73QQ5VV67protein_codingdeleterious_low_confidence(0)possibly_damaging(0.879)TCGA-D8-A1XF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
PPRC1SNVMissense_Mutationnovelc.4393T>Cp.Trp1465Argp.W1465RQ5VV67protein_codingtolerated_low_confidence(0.12)benign(0.402)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PPRC1SNVMissense_Mutationrs757322330c.3613N>Ap.Val1205Ilep.V1205IQ5VV67protein_codingtolerated_low_confidence(0.22)benign(0.003)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPRC1SNVMissense_Mutationc.4568N>Tp.Ser1523Leup.S1523LQ5VV67protein_codingdeleterious(0)possibly_damaging(0.454)TCGA-D8-A27L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cuclophosphamideSD
PPRC1SNVMissense_Mutationc.3869N>Gp.His1290Argp.H1290RQ5VV67protein_codingdeleterious_low_confidence(0)probably_damaging(0.963)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPRC1SNVMissense_Mutationc.46A>Tp.Ser16Cysp.S16CQ5VV67protein_codingdeleterious_low_confidence(0.01)benign(0.43)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
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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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