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: PPP1R12C

Gene summary for PPP1R12C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R12C

Gene ID

54776

Gene nameprotein phosphatase 1 regulatory subunit 12C
Gene AliasAAVS1
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9BZL4


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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
54776PPP1R12CHCC1_MengHumanLiverHCC9.14e-17-5.87e-030.0246
54776PPP1R12CHCC2_MengHumanLiverHCC5.99e-121.16e-010.0107
54776PPP1R12CHCC1HumanLiverHCC5.31e-123.62e+000.5336
54776PPP1R12CHCC2HumanLiverHCC9.96e-213.07e+000.5341
54776PPP1R12CHCC5HumanLiverHCC6.07e-031.65e+000.4932
54776PPP1R12CS014HumanLiverHCC2.46e-062.20e-010.2254
54776PPP1R12CS015HumanLiverHCC3.05e-052.63e-010.2375
54776PPP1R12CS016HumanLiverHCC6.63e-072.31e-010.2243
54776PPP1R12CS027HumanLiverHCC5.11e-095.16e-010.2446
54776PPP1R12CS028HumanLiverHCC6.66e-174.97e-010.2503
54776PPP1R12CS029HumanLiverHCC9.64e-165.22e-010.2581
54776PPP1R12Cmale-WTAHumanThyroidPTC1.42e-141.86e-010.1037
54776PPP1R12CPTC04HumanThyroidPTC7.20e-183.23e-010.1927
54776PPP1R12CPTC05HumanThyroidPTC1.62e-123.90e-010.2065
54776PPP1R12CPTC06HumanThyroidPTC1.74e-153.98e-010.2057
54776PPP1R12CPTC07HumanThyroidPTC1.49e-122.36e-010.2044
54776PPP1R12CATC11HumanThyroidATC3.08e-034.35e-010.3386
54776PPP1R12CATC12HumanThyroidATC1.30e-082.18e-010.34
54776PPP1R12CATC13HumanThyroidATC1.20e-284.58e-010.34
54776PPP1R12CATC2HumanThyroidATC4.80e-211.20e+000.34
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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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0481051LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0520531LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
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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
PPP1R12CSNVMissense_Mutationc.2119N>Tp.Arg707Trpp.R707WQ9BZL4protein_codingdeleterious(0.03)benign(0.353)TCGA-E9-A1N3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
PPP1R12CdeletionFrame_Shift_Delnovelc.324delNp.Cys109AlafsTer19p.C109Afs*19Q9BZL4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PPP1R12CSNVMissense_Mutationrs773125943c.2176N>Ap.Ala726Thrp.A726TQ9BZL4protein_codingtolerated(0.39)benign(0.299)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R12CSNVMissense_Mutationrs771184538c.1580N>Ap.Arg527Glnp.R527QQ9BZL4protein_codingtolerated(0.12)benign(0.014)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R12CSNVMissense_Mutationnovelc.1052N>Ap.Arg351Hisp.R351HQ9BZL4protein_codingdeleterious(0)possibly_damaging(0.869)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R12CSNVMissense_Mutationnovelc.679N>Ap.Gly227Serp.G227SQ9BZL4protein_codingdeleterious(0)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R12CSNVMissense_Mutationrs762056914c.1418C>Tp.Pro473Leup.P473LQ9BZL4protein_codingdeleterious(0)benign(0.245)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPP1R12CSNVMissense_Mutationc.766C>Tp.Arg256Trpp.R256WQ9BZL4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP1R12CSNVMissense_Mutationc.2315N>Tp.Ala772Valp.A772VQ9BZL4protein_codingdeleterious(0)probably_damaging(0.986)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
PPP1R12CSNVMissense_Mutationc.1804N>Ap.Ser602Thrp.S602TQ9BZL4protein_codingtolerated(0.1)benign(0)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=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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