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: PPP4C

Gene summary for PPP4C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP4C

Gene ID

5531

Gene nameprotein phosphatase 4 catalytic subunit
Gene AliasPP-X
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

A0A024R625


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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
5531PPP4CS029HumanLiverHCC6.71e-312.36e+000.2581
5531PPP4CC04HumanOral cavityOSCC5.17e-412.53e+000.2633
5531PPP4CC21HumanOral cavityOSCC1.96e-692.59e+000.2678
5531PPP4CC30HumanOral cavityOSCC1.35e-573.57e+000.3055
5531PPP4CC38HumanOral cavityOSCC1.48e-212.43e+000.172
5531PPP4CC43HumanOral cavityOSCC1.13e-1031.85e+000.1704
5531PPP4CC46HumanOral cavityOSCC1.24e-691.64e+000.1673
5531PPP4CC51HumanOral cavityOSCC4.00e-321.92e+000.2674
5531PPP4CC57HumanOral cavityOSCC3.37e-551.75e+000.1679
5531PPP4CC06HumanOral cavityOSCC2.89e-153.13e+000.2699
5531PPP4CC07HumanOral cavityOSCC3.81e-102.41e+000.2491
5531PPP4CC08HumanOral cavityOSCC5.79e-881.67e+000.1919
5531PPP4CC86HumanOral cavityOSCC2.97e-021.15e+000.161
5531PPP4CC09HumanOral cavityOSCC7.92e-064.38e-010.1431
5531PPP4CLN22HumanOral cavityOSCC2.11e-222.25e+000.1733
5531PPP4CLN38HumanOral cavityOSCC1.15e-091.73e+000.168
5531PPP4CLN46HumanOral cavityOSCC2.90e-371.67e+000.1666
5531PPP4CLP15HumanOral cavityLP2.11e-132.49e+000.2174
5531PPP4CLP17HumanOral cavityLP1.05e-111.66e+000.2349
5531PPP4CSYSMH1HumanOral cavityOSCC1.33e-195.89e-010.1127
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:20010208BreastPrecancerregulation of response to DNA damage stimulus24/1080219/187231.93e-031.87e-0224
GO:200102013BreastIDCregulation of response to DNA damage stimulus30/1434219/187231.36e-031.40e-0230
GO:200102023BreastDCISregulation of response to DNA damage stimulus30/1390219/187238.32e-049.47e-0330
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:0006282ColorectumADregulation of DNA repair42/3918130/187231.57e-031.32e-0242
GO:00510521ColorectumSERregulation of DNA metabolic process83/2897359/187238.03e-051.77e-0383
GO:00064701ColorectumSERprotein dephosphorylation65/2897281/187234.44e-046.51e-0365
GO:00163111ColorectumSERdephosphorylation86/2897417/187232.73e-032.46e-0286
GO:20010201ColorectumSERregulation of response to DNA damage stimulus49/2897219/187234.24e-033.45e-0249
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:20010202ColorectumMSSregulation of response to DNA damage stimulus64/3467219/187237.20e-051.21e-0364
GO:00064702ColorectumMSSprotein dephosphorylation73/3467281/187231.15e-031.12e-0273
GO:00062821ColorectumMSSregulation of DNA repair38/3467130/187231.93e-031.67e-0238
GO:00163112ColorectumMSSdephosphorylation101/3467417/187231.98e-031.70e-02101
GO:0006302ColorectumMSSdouble-strand break repair64/3467251/187233.58e-032.65e-0264
GO:00064709EndometriumAEHprotein dephosphorylation50/2100281/187236.41e-046.23e-0350
GO:200102010EndometriumAEHregulation of response to DNA damage stimulus40/2100219/187231.28e-031.09e-0240
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04922ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa049221ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa049222ColorectumSERGlucagon signaling pathway38/1580107/84652.57e-053.28e-042.38e-0438
hsa049223ColorectumSERGlucagon signaling pathway38/1580107/84652.57e-053.28e-042.38e-0438
hsa049224ColorectumMSSGlucagon signaling pathway39/1875107/84655.00e-043.45e-032.11e-0339
hsa049225ColorectumMSSGlucagon signaling pathway39/1875107/84655.00e-043.45e-032.11e-0339
hsa0492214EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0492215EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0492221LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0492231LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0492241LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
hsa0492251LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
hsa0492212ProstateBPHGlucagon signaling pathway32/1718107/84651.13e-023.43e-022.12e-0232
hsa0492213ProstateBPHGlucagon signaling pathway32/1718107/84651.13e-023.43e-022.12e-0232
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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
PPP4CSNVMissense_Mutationc.357G>Cp.Gln119Hisp.Q119HP60510protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPP4CSNVMissense_Mutationc.578G>Ap.Cys193Tyrp.C193YP60510protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPP4CSNVMissense_Mutationc.365N>Gp.Gln122Argp.Q122RP60510protein_codingdeleterious(0)possibly_damaging(0.679)TCGA-CM-6169-01Colorectumcolon adenocarcinomaMale>=65I/IIAncillaryleucovorinSD
PPP4CSNVMissense_Mutationc.850N>Gp.Ile284Valp.I284VP60510protein_codingtolerated(0.56)benign(0)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PPP4CSNVMissense_Mutationnovelc.856N>Gp.Phe286Valp.F286VP60510protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PPP4CSNVMissense_Mutationrs546535681c.274G>Ap.Glu92Lysp.E92KP60510protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP4CSNVMissense_Mutationrs546535681c.274N>Ap.Glu92Lysp.E92KP60510protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP4CSNVMissense_Mutationc.394N>Tp.Arg132Cysp.R132CP60510protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
PPP4CSNVMissense_Mutationrs546535681c.274N>Ap.Glu92Lysp.E92KP60510protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP4CSNVMissense_Mutationnovelc.80N>Tp.Ala27Valp.A27VP60510protein_codingtolerated(0.27)benign(0)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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