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: PTEN

Gene summary for PTEN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTEN

Gene ID

5728

Gene namephosphatase and tensin homolog
Gene Alias10q23del
Cytomap10q23.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

F6KD01


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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
5728PTENHTA11_3410_2000001011HumanColorectumAD2.06e-18-6.22e-010.0155
5728PTENHTA11_347_2000001011HumanColorectumAD3.31e-084.64e-01-0.1954
5728PTENHTA11_696_2000001011HumanColorectumAD2.93e-02-2.95e-01-0.1464
5728PTENHTA11_9408_2000001011HumanColorectumAD6.87e-03-8.39e-010.0451
5728PTENHTA11_8622_2000001021HumanColorectumSER3.14e-02-4.65e-010.0528
5728PTENHTA11_7696_3000711011HumanColorectumAD8.09e-13-5.16e-010.0674
5728PTENHTA11_6818_2000001011HumanColorectumAD2.24e-05-5.70e-010.0112
5728PTENHTA11_6818_2000001021HumanColorectumAD1.36e-08-6.76e-010.0588
5728PTENHTA11_99999970781_79442HumanColorectumMSS1.04e-04-3.76e-010.294
5728PTENHTA11_99999973899_84307HumanColorectumMSS1.66e-06-7.65e-010.2585
5728PTENHTA11_99999974143_84620HumanColorectumMSS4.11e-27-6.82e-010.3005
5728PTENA002-C-010HumanColorectumFAP1.42e-02-1.92e-010.242
5728PTENA001-C-207HumanColorectumFAP3.53e-06-4.40e-010.1278
5728PTENA015-C-203HumanColorectumFAP1.19e-44-7.16e-01-0.1294
5728PTENA015-C-204HumanColorectumFAP5.68e-08-4.99e-01-0.0228
5728PTENA014-C-040HumanColorectumFAP2.47e-05-4.96e-01-0.1184
5728PTENA002-C-201HumanColorectumFAP1.98e-20-5.87e-010.0324
5728PTENA002-C-203HumanColorectumFAP8.92e-06-2.80e-010.2786
5728PTENA001-C-119HumanColorectumFAP1.55e-23-9.40e-01-0.1557
5728PTENA001-C-108HumanColorectumFAP1.51e-23-6.01e-01-0.0272
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:1903362ColorectumADregulation of cellular protein catabolic process109/3918255/187232.14e-156.08e-13109
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:1903050ColorectumADregulation of proteolysis involved in cellular protein catabolic process92/3918221/187232.04e-123.19e-1092
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0045862ColorectumADpositive regulation of proteolysis129/3918372/187234.04e-103.46e-08129
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:2000058ColorectumADregulation of ubiquitin-dependent protein catabolic process68/3918164/187231.82e-091.31e-0768
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:2001233ColorectumADregulation of apoptotic signaling pathway119/3918356/187232.14e-081.21e-06119
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:1903364ColorectumADpositive regulation of cellular protein catabolic process62/3918155/187234.66e-082.51e-0662
GO:0010810ColorectumADregulation of cell-substrate adhesion81/3918221/187234.80e-082.55e-0681
GO:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:0150115ColorectumADcell-substrate junction organization44/3918101/187232.38e-079.81e-0644
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa05213ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa05230ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa04071ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa05215ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
hsa01521ColorectumADEGFR tyrosine kinase inhibitor resistance29/209279/84651.15e-024.24e-022.71e-0229
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa052131ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa052301ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa040711ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
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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
PTENSNVMissense_Mutationrs121909229c.389N>Ap.Arg130Glnp.R130QP60484protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A2-A4RX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTENSNVMissense_Mutationc.404T>Ap.Ile135Lysp.I135KP60484protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
PTENSNVMissense_Mutationrs121909229c.389G>Ap.Arg130Glnp.R130QP60484protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A7-A4SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PTENSNVMissense_Mutationc.593N>Ap.Met198Lysp.M198KP60484protein_codingdeleterious(0)benign(0.285)TCGA-AC-A2FF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
PTENSNVMissense_Mutationc.384N>Cp.Lys128Asnp.K128NP60484protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PTENSNVMissense_Mutationc.28N>Cp.Ser10Argp.S10RP60484protein_codingdeleterious(0)benign(0.188)TCGA-AR-A1AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTENSNVMissense_Mutationrs786201995c.70G>Ap.Asp24Asnp.D24NP60484protein_codingdeleterious(0)benign(0.012)TCGA-AR-A1AM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
PTENSNVMissense_Mutationc.367C>Gp.His123Aspp.H123DP60484protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PTENSNVMissense_Mutationc.370N>Ap.Cys124Serp.C124SP60484protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A2LL-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PTENSNVMissense_Mutationrs121909229c.389N>Ap.Arg130Glnp.R130QP60484protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
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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
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASEPI3KBETA INHIBITOR AZD818625544636
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASETEMSIROLIMUSTEMSIROLIMUS11504908,23674493
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASETemsirolimusTEMSIROLIMUS27016228
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASEPF-04691502PF-0469150221750219
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASEPANITUMUMABPANITUMUMAB19223544
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASEOxaliplatinOXALIPLATIN24100628
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASEDETD-3527048951
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASEcisplatinCISPLATIN
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASECopanlisibCOPANLISIB27672108
5728PTENPTEN FAMILY, ENZYME, PROTEIN PHOSPHATASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, KINASEFulvestrantFULVESTRANT26733612
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