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: PPARGC1B

Gene summary for PPARGC1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPARGC1B

Gene ID

133522

Gene namePPARG coactivator 1 beta
Gene AliasERRL1
Cytomap5q32
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

B7ZM40


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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
133522PPARGC1BCCI_2HumanCervixCC7.85e-078.17e-010.5249
133522PPARGC1BCCI_3HumanCervixCC3.18e-034.14e-010.516
133522PPARGC1BHTA11_3410_2000001011HumanColorectumAD1.44e-10-4.74e-010.0155
133522PPARGC1BHTA11_347_2000001011HumanColorectumAD7.88e-065.02e-01-0.1954
133522PPARGC1BHTA11_3361_2000001011HumanColorectumAD1.08e-02-3.96e-01-0.1207
133522PPARGC1BHTA11_866_3004761011HumanColorectumAD9.53e-09-6.05e-010.096
133522PPARGC1BHTA11_6818_2000001021HumanColorectumAD3.18e-02-4.51e-010.0588
133522PPARGC1BHTA11_99999970781_79442HumanColorectumMSS9.29e-12-4.83e-010.294
133522PPARGC1BHTA11_99999971662_82457HumanColorectumMSS6.53e-21-6.39e-010.3859
133522PPARGC1BHTA11_99999973899_84307HumanColorectumMSS8.46e-04-6.55e-010.2585
133522PPARGC1BHTA11_99999974143_84620HumanColorectumMSS1.27e-32-8.01e-010.3005
133522PPARGC1BF007HumanColorectumFAP1.20e-10-6.72e-010.1176
133522PPARGC1BA002-C-010HumanColorectumFAP1.42e-07-5.15e-010.242
133522PPARGC1BA001-C-207HumanColorectumFAP5.47e-21-7.78e-010.1278
133522PPARGC1BA015-C-203HumanColorectumFAP2.36e-32-5.99e-01-0.1294
133522PPARGC1BA015-C-204HumanColorectumFAP1.26e-08-4.46e-01-0.0228
133522PPARGC1BA014-C-040HumanColorectumFAP4.17e-08-7.06e-01-0.1184
133522PPARGC1BA002-C-201HumanColorectumFAP6.75e-25-7.00e-010.0324
133522PPARGC1BA002-C-203HumanColorectumFAP5.14e-17-6.15e-010.2786
133522PPARGC1BA001-C-119HumanColorectumFAP2.84e-22-8.43e-01-0.1557
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:000030210CervixCCresponse to reactive oxygen species56/2311222/187231.00e-075.25e-0656
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:004854510CervixCCresponse to steroid hormone74/2311339/187235.71e-072.09e-0574
GO:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:003459910CervixCCcellular response to oxidative stress63/2311288/187233.58e-069.50e-0563
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:19021056CervixCCregulation of leukocyte differentiation61/2311279/187235.16e-061.29e-0461
GO:004563710CervixCCregulation of myeloid cell differentiation48/2311210/187231.49e-052.93e-0448
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00025738CervixCCmyeloid leukocyte differentiation47/2311208/187232.48e-054.27e-0447
GO:00456397CervixCCpositive regulation of myeloid cell differentiation28/2311103/187233.56e-055.70e-0428
GO:00319609CervixCCresponse to corticosteroid39/2311167/187235.48e-058.06e-0439
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:00513849CervixCCresponse to glucocorticoid35/2311148/187239.87e-051.27e-0335
GO:003530310CervixCCregulation of dephosphorylation31/2311128/187231.52e-041.83e-0331
GO:003461410CervixCCcellular response to reactive oxygen species35/2311155/187232.59e-042.85e-0335
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04931ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa049311ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa049312ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa049313ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa049314ColorectumCRCInsulin resistance28/1091108/84651.78e-042.37e-031.61e-0328
hsa049315ColorectumCRCInsulin resistance28/1091108/84651.78e-042.37e-031.61e-0328
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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
PPARGC1BSNVMissense_Mutationnovelc.2272C>Tp.His758Tyrp.H758YQ86YN6protein_codingdeleterious(0.01)possibly_damaging(0.869)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PPARGC1BSNVMissense_Mutationc.2455N>Tp.Asp819Tyrp.D819YQ86YN6protein_codingdeleterious(0.01)possibly_damaging(0.751)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPARGC1BSNVMissense_Mutationnovelc.2773N>Ap.Phe925Ilep.F925IQ86YN6protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPARGC1BSNVMissense_Mutationnovelc.398N>Tp.Ser133Phep.S133FQ86YN6protein_codingdeleterious(0.05)possibly_damaging(0.823)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PPARGC1BSNVMissense_Mutationnovelc.759N>Gp.Asp253Glup.D253EQ86YN6protein_codingtolerated(0.17)probably_damaging(0.991)TCGA-B6-A2IU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PPARGC1BSNVMissense_Mutationc.2384N>Ap.Ser795Asnp.S795NQ86YN6protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-BH-A0W5-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
PPARGC1BSNVMissense_Mutationc.200N>Cp.Asn67Thrp.N67TQ86YN6protein_codingtolerated(0.22)benign(0)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPARGC1BSNVMissense_Mutationrs559196017c.431N>Tp.Ser144Leup.S144LQ86YN6protein_codingtolerated(0.53)benign(0)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
PPARGC1BinsertionFrame_Shift_Insnovelc.2273_2274insGGATGGAAGGTGGATTp.His758GlnfsTer7p.H758Qfs*7Q86YN6protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PPARGC1BinsertionFrame_Shift_Insnovelc.2232_2233insTTTTCTTTp.Ala745PhefsTer14p.A745Ffs*14Q86YN6protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
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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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