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: PPP1R35

Gene summary for PPP1R35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R35

Gene ID

221908

Gene nameprotein phosphatase 1 regulatory subunit 35
Gene AliasC7orf47
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006793

UniProtAcc

Q8TAP8


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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
221908PPP1R35P22T-EHumanEsophagusESCC1.54e-294.87e-010.1236
221908PPP1R35P23T-EHumanEsophagusESCC3.97e-531.47e+000.108
221908PPP1R35P24T-EHumanEsophagusESCC8.50e-143.09e-010.1287
221908PPP1R35P26T-EHumanEsophagusESCC7.24e-244.05e-010.1276
221908PPP1R35P27T-EHumanEsophagusESCC1.61e-082.77e-010.1055
221908PPP1R35P28T-EHumanEsophagusESCC6.18e-581.04e+000.1149
221908PPP1R35P30T-EHumanEsophagusESCC2.36e-238.87e-010.137
221908PPP1R35P31T-EHumanEsophagusESCC3.46e-172.42e-010.1251
221908PPP1R35P32T-EHumanEsophagusESCC1.50e-184.18e-010.1666
221908PPP1R35P36T-EHumanEsophagusESCC1.15e-188.40e-010.1187
221908PPP1R35P37T-EHumanEsophagusESCC1.15e-102.40e-010.1371
221908PPP1R35P38T-EHumanEsophagusESCC2.07e-073.23e-010.127
221908PPP1R35P39T-EHumanEsophagusESCC2.52e-172.93e-010.0894
221908PPP1R35P40T-EHumanEsophagusESCC3.19e-113.04e-010.109
221908PPP1R35P42T-EHumanEsophagusESCC1.47e-296.59e-010.1175
221908PPP1R35P44T-EHumanEsophagusESCC1.62e-072.31e-010.1096
221908PPP1R35P47T-EHumanEsophagusESCC9.02e-346.70e-010.1067
221908PPP1R35P48T-EHumanEsophagusESCC2.62e-173.18e-010.0959
221908PPP1R35P49T-EHumanEsophagusESCC3.68e-141.03e+000.1768
221908PPP1R35P52T-EHumanEsophagusESCC2.52e-225.78e-010.1555
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:0035303111EsophagusESCCregulation of dephosphorylation88/8552128/187231.04e-071.71e-0688
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:00353056EsophagusESCCnegative regulation of dephosphorylation31/855245/187231.40e-036.62e-0331
GO:001092115EsophagusESCCregulation of phosphatase activity52/855284/187231.98e-038.90e-0352
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
GO:004593622LiverHCCnegative regulation of phosphate metabolic process258/7958441/187236.00e-122.60e-10258
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:003530312LiverHCCregulation of dephosphorylation80/7958128/187233.85e-064.98e-0580
GO:005134622LiverHCCnegative regulation of hydrolase activity195/7958379/187232.44e-041.82e-03195
GO:00109217LiverHCCregulation of phosphatase activity50/795884/187231.22e-036.74e-0350
GO:0035305LiverHCCnegative regulation of dephosphorylation28/795845/187235.99e-032.45e-0228
GO:0010923LiverHCCnegative regulation of phosphatase activity23/795836/187237.85e-033.11e-0223
GO:001056320Oral cavityOSCCnegative regulation of phosphorus metabolic process246/7305442/187236.12e-132.89e-11246
GO:004593620Oral cavityOSCCnegative regulation of phosphate metabolic process245/7305441/187238.85e-134.09e-11245
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:003530319Oral cavityOSCCregulation of dephosphorylation80/7305128/187236.10e-081.10e-0680
GO:005134618Oral cavityOSCCnegative regulation of hydrolase activity182/7305379/187231.98e-041.32e-03182
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PPP1R35SNVMissense_Mutationc.610N>Cp.Asp204Hisp.D204HQ8TAP8protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PPP1R35SNVMissense_Mutationnovelc.726C>Ap.Phe242Leup.F242LQ8TAP8protein_codingdeleterious(0)probably_damaging(0.98)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R35SNVMissense_Mutationc.23C>Tp.Ser8Leup.S8LQ8TAP8protein_codingdeleterious_low_confidence(0.02)benign(0.127)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PPP1R35SNVMissense_Mutationnovelc.673N>Ap.Gly225Serp.G225SQ8TAP8protein_codingtolerated(0.05)benign(0.164)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R35SNVMissense_Mutationc.83N>Ap.Pro28Hisp.P28HQ8TAP8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-33-4566-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
PPP1R35SNVMissense_Mutationnovelc.404N>Cp.Arg135Thrp.R135TQ8TAP8protein_codingdeleterious(0.02)possibly_damaging(0.503)TCGA-MF-A522-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
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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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