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: PPP1CC

Gene summary for PPP1CC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1CC

Gene ID

5501

Gene nameprotein phosphatase 1 catalytic subunit gamma
Gene AliasPP-1G
Cytomap12q24.11
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P36873


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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
5501PPP1CCHTA11_78_2000001011HumanColorectumAD2.00e-044.19e-01-0.1088
5501PPP1CCHTA11_347_2000001011HumanColorectumAD2.70e-053.16e-01-0.1954
5501PPP1CCHTA11_99999970781_79442HumanColorectumMSS7.26e-095.35e-010.294
5501PPP1CCHTA11_99999965062_69753HumanColorectumMSI-H3.62e-031.10e+000.3487
5501PPP1CCA015-C-203HumanColorectumFAP2.96e-06-2.23e-01-0.1294
5501PPP1CCA001-C-108HumanColorectumFAP2.81e-05-2.32e-01-0.0272
5501PPP1CCA002-C-205HumanColorectumFAP2.07e-03-2.21e-01-0.1236
5501PPP1CCA015-C-106HumanColorectumFAP2.40e-03-1.69e-01-0.0511
5501PPP1CCA015-C-104HumanColorectumFAP2.71e-06-2.38e-01-0.1899
5501PPP1CCA001-C-014HumanColorectumFAP5.58e-04-2.01e-010.0135
5501PPP1CCA002-C-016HumanColorectumFAP9.31e-07-1.45e-010.0521
5501PPP1CCA001-C-203HumanColorectumFAP1.12e-02-1.76e-01-0.0481
5501PPP1CCA002-C-116HumanColorectumFAP1.03e-08-1.92e-01-0.0452
5501PPP1CCA018-E-020HumanColorectumFAP1.05e-02-2.27e-01-0.2034
5501PPP1CCLZE2DHumanEsophagusHGIN1.06e-061.48e-010.0642
5501PPP1CCLZE4THumanEsophagusESCC2.75e-125.12e-010.0811
5501PPP1CCLZE5THumanEsophagusESCC1.32e-02-1.08e-010.0514
5501PPP1CCLZE7THumanEsophagusESCC1.84e-069.47e-010.0667
5501PPP1CCLZE8THumanEsophagusESCC1.82e-028.32e-020.067
5501PPP1CCLZE20THumanEsophagusESCC8.39e-042.62e-010.0662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:005076711ProstateTumorregulation of neurogenesis93/3246364/187234.45e-055.02e-0493
GO:004275214ProstateTumorregulation of circadian rhythm39/3246121/187234.69e-055.21e-0439
GO:000931415ProstateTumorresponse to radiation109/3246456/187231.94e-041.70e-03109
GO:005196211ProstateTumorpositive regulation of nervous system development69/3246272/187234.99e-043.67e-0369
GO:001631113ProstateTumordephosphorylation98/3246417/187237.31e-045.08e-0398
GO:005196011ProstateTumorregulation of nervous system development102/3246443/187231.20e-037.60e-03102
GO:004206312ProstateTumorgliogenesis73/3246301/187231.35e-038.46e-0373
GO:004426212ProstateTumorcellular carbohydrate metabolic process66/3246283/187235.90e-032.74e-0266
GO:00096491ProstateTumorentrainment of circadian clock12/324634/187239.19e-033.95e-0212
GO:000691324SkincSCCnucleocytoplasmic transport162/4864301/187234.20e-251.10e-22162
GO:005116924SkincSCCnuclear transport162/4864301/187234.20e-251.10e-22162
GO:0006091111SkincSCCgeneration of precursor metabolites and energy224/4864490/187231.13e-212.21e-19224
GO:001598026SkincSCCenergy derivation by oxidation of organic compounds154/4864318/187234.19e-185.15e-16154
GO:0032386110SkincSCCregulation of intracellular transport156/4864337/187234.48e-163.96e-14156
GO:0046822111SkincSCCregulation of nucleocytoplasmic transport59/4864106/187238.03e-113.68e-0959
GO:000762323SkincSCCcircadian rhythm89/4864210/187231.55e-073.51e-0689
GO:000647024SkincSCCprotein dephosphorylation111/4864281/187234.10e-077.96e-06111
GO:000931424SkincSCCresponse to radiation166/4864456/187234.37e-078.41e-06166
GO:003292222SkincSCCcircadian regulation of gene expression37/486468/187235.65e-071.08e-0537
GO:004851123SkincSCCrhythmic process110/4864298/187231.83e-052.19e-04110
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa04728ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa04720ColorectumADLong-term potentiation26/209267/84657.26e-032.97e-021.89e-0226
hsa03015ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa048101ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa047281ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa042181ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa047201ColorectumADLong-term potentiation26/209267/84657.26e-032.97e-021.89e-0226
hsa030151ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa054154ColorectumMSSDiabetic cardiomyopathy106/1875203/84652.47e-211.62e-199.92e-20106
hsa042182ColorectumMSSCellular senescence52/1875156/84657.87e-045.07e-033.11e-0352
hsa052054ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa047284ColorectumMSSDopaminergic synapse45/1875132/84651.02e-035.94e-033.64e-0345
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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
PPP1CCSNVMissense_Mutationnovelc.452N>Gp.Thr151Serp.T151SP36873protein_codingdeleterious_low_confidence(0.02)benign(0.01)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PPP1CCSNVMissense_Mutationnovelc.365G>Ap.Arg122Lysp.R122KP36873protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.967)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PPP1CCSNVMissense_Mutationc.493N>Ap.Val165Metp.V165MP36873protein_codingtolerated_low_confidence(0.07)benign(0.332)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PPP1CCSNVMissense_Mutationc.348N>Tp.Glu116Aspp.E116DP36873protein_codingtolerated_low_confidence(0.17)benign(0.003)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PPP1CCSNVMissense_Mutationnovelc.308C>Tp.Thr103Metp.T103MP36873protein_codingdeleterious_low_confidence(0)probably_damaging(0.951)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPP1CCSNVMissense_Mutationc.28G>Ap.Asp10Asnp.D10NP36873protein_codingtolerated_low_confidence(0.07)benign(0.078)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PPP1CCSNVMissense_Mutationc.902A>Cp.Lys301Thrp.K301TP36873protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.662)TCGA-QG-A5YV-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaCR
PPP1CCSNVMissense_Mutationnovelc.610N>Ap.Leu204Ilep.L204IP36873protein_codingdeleterious_low_confidence(0.03)benign(0.373)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP1CCSNVMissense_Mutationnovelc.941G>Tp.Arg314Metp.R314MP36873protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.802)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1CCSNVMissense_Mutationnovelc.268N>Ap.Leu90Ilep.L90IP36873protein_codingdeleterious_low_confidence(0)possibly_damaging(0.87)TCGA-AJ-A5DW-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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