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: PPP1R3C

Gene summary for PPP1R3C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R3C

Gene ID

5507

Gene nameprotein phosphatase 1 regulatory subunit 3C
Gene AliasPPP1R5
Cytomap10q23.32
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

Q9UQK1


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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
5507PPP1R3CNAFLD1HumanLiverNAFLD1.33e-065.41e-01-0.04
5507PPP1R3CHCC1_MengHumanLiverHCC2.15e-182.42e-020.0246
5507PPP1R3CHCC2HumanLiverHCC6.31e-093.19e+000.5341
5507PPP1R3CPt13.bHumanLiverHCC1.57e-048.82e-020.0251
5507PPP1R3CS015HumanLiverHCC4.68e-044.85e-010.2375
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0043255LiverNAFLDregulation of carbohydrate biosynthetic process20/188297/187231.39e-031.56e-0220
GO:0006112LiverNAFLDenergy reserve metabolic process18/188284/187231.49e-031.64e-0218
GO:0033692LiverNAFLDcellular polysaccharide biosynthetic process15/188265/187231.66e-031.74e-0215
GO:00159807LiverNAFLDenergy derivation by oxidation of organic compounds48/1882318/187232.78e-032.54e-0248
GO:0005978LiverNAFLDglycogen biosynthetic process11/188244/187233.45e-032.98e-0211
GO:0009250LiverNAFLDglucan biosynthetic process11/188244/187233.45e-032.98e-0211
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:001598022LiverHCCenergy derivation by oxidation of organic compounds221/7958318/187231.02e-221.86e-20221
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:004346722LiverHCCregulation of generation of precursor metabolites and energy89/7958130/187231.84e-095.35e-0889
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:000610921LiverHCCregulation of carbohydrate metabolic process109/7958178/187233.36e-075.78e-06109
GO:00109062LiverHCCregulation of glucose metabolic process76/7958119/187232.03e-062.79e-0576
GO:00106752LiverHCCregulation of cellular carbohydrate metabolic process88/7958146/187231.08e-051.24e-0488
GO:004426221LiverHCCcellular carbohydrate metabolic process153/7958283/187235.27e-055.00e-04153
GO:00160512LiverHCCcarbohydrate biosynthetic process113/7958202/187237.64e-056.83e-04113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049316LiverNAFLDInsulin resistance29/1043108/84653.01e-057.59e-046.11e-0429
hsa049106LiverNAFLDInsulin signaling pathway29/1043137/84652.23e-032.46e-021.99e-0229
hsa0493111LiverNAFLDInsulin resistance29/1043108/84653.01e-057.59e-046.11e-0429
hsa0491011LiverNAFLDInsulin signaling pathway29/1043137/84652.23e-032.46e-021.99e-0229
hsa0491041LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0493121LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0491051LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0493131LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
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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
PPP1R3CSNVMissense_Mutationrs780294568c.53N>Tp.Ser18Leup.S18LQ9UQK1protein_codingtolerated(0.09)possibly_damaging(0.715)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R3CSNVMissense_Mutationc.927N>Cp.Arg309Serp.R309SQ9UQK1protein_codingtolerated(0.08)benign(0.007)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PPP1R3CSNVMissense_Mutationc.361N>Ap.Asp121Asnp.D121NQ9UQK1protein_codingtolerated(0.55)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PPP1R3CSNVMissense_Mutationnovelc.915N>Tp.Gln305Hisp.Q305HQ9UQK1protein_codingdeleterious(0.03)benign(0.015)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PPP1R3CSNVMissense_Mutationnovelc.194N>Cp.Lys65Thrp.K65TQ9UQK1protein_codingtolerated(0.16)benign(0.395)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PPP1R3CSNVMissense_Mutationrs182503852c.430N>Ap.Asp144Asnp.D144NQ9UQK1protein_codingtolerated(0.05)probably_damaging(0.973)TCGA-D5-6534-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PPP1R3CSNVMissense_Mutationc.100N>Ap.Pro34Thrp.P34TQ9UQK1protein_codingdeleterious(0)probably_damaging(0.956)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
PPP1R3CSNVMissense_Mutationnovelc.380N>Tp.Lys127Ilep.K127IQ9UQK1protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP1R3CSNVMissense_Mutationnovelc.208T>Cp.Ser70Prop.S70PQ9UQK1protein_codingtolerated(0.23)benign(0.001)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP1R3CSNVMissense_Mutationrs780294568c.53N>Tp.Ser18Leup.S18LQ9UQK1protein_codingtolerated(0.09)possibly_damaging(0.715)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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