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: PTPMT1

Gene summary for PTPMT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPMT1

Gene ID

114971

Gene nameprotein tyrosine phosphatase mitochondrial 1
Gene AliasDUSP23
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8WUK0


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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
114971PTPMT1LZE4THumanEsophagusESCC6.94e-154.15e-010.0811
114971PTPMT1LZE5THumanEsophagusESCC4.98e-032.58e-010.0514
114971PTPMT1LZE7THumanEsophagusESCC3.49e-093.33e-010.0667
114971PTPMT1LZE8THumanEsophagusESCC2.56e-041.93e-010.067
114971PTPMT1LZE20THumanEsophagusESCC4.08e-052.31e-010.0662
114971PTPMT1LZE22THumanEsophagusESCC4.13e-042.85e-010.068
114971PTPMT1LZE24THumanEsophagusESCC5.74e-276.58e-010.0596
114971PTPMT1LZE21THumanEsophagusESCC3.36e-073.78e-010.0655
114971PTPMT1LZE6THumanEsophagusESCC4.21e-031.38e-010.0845
114971PTPMT1P1T-EHumanEsophagusESCC1.10e-114.75e-010.0875
114971PTPMT1P2T-EHumanEsophagusESCC1.78e-366.24e-010.1177
114971PTPMT1P4T-EHumanEsophagusESCC1.59e-347.35e-010.1323
114971PTPMT1P5T-EHumanEsophagusESCC1.56e-153.17e-010.1327
114971PTPMT1P8T-EHumanEsophagusESCC6.32e-345.52e-010.0889
114971PTPMT1P9T-EHumanEsophagusESCC1.32e-245.86e-010.1131
114971PTPMT1P10T-EHumanEsophagusESCC9.62e-224.06e-010.116
114971PTPMT1P11T-EHumanEsophagusESCC1.20e-278.70e-010.1426
114971PTPMT1P12T-EHumanEsophagusESCC1.93e-345.78e-010.1122
114971PTPMT1P15T-EHumanEsophagusESCC4.68e-295.74e-010.1149
114971PTPMT1P16T-EHumanEsophagusESCC6.94e-254.25e-010.1153
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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
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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:200123312LiverCirrhoticregulation of apoptotic signaling pathway163/4634356/187232.62e-184.43e-16163
GO:009719312LiverCirrhoticintrinsic apoptotic signaling pathway130/4634288/187232.69e-142.45e-12130
GO:20012427LiverCirrhoticregulation of intrinsic apoptotic signaling pathway82/4634164/187232.35e-121.71e-1082
GO:000647011LiverCirrhoticprotein dephosphorylation96/4634281/187232.32e-042.11e-0396
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:200124212LiverHCCregulation of intrinsic apoptotic signaling pathway109/7958164/187234.52e-101.45e-08109
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
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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
PTPMT1TRANSCervixCCCRABP2,KRTDAP,PDZK1IP1, etc.9.27e-02The 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.
PTPMT1TRANSCervixN_HPVCRABP2,KRTDAP,PDZK1IP1, etc.2.79e-01The 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.
PTPMT1DIFSkinSCCISEIF5AL1,RAC3,ALG1L, etc.5.76e-01The 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.
∗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
PTPMT1SNVMissense_Mutationrs201520358c.487N>Ap.Ala163Thrp.A163TQ8WUK0protein_codingtolerated(0.64)benign(0.003)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTPMT1SNVMissense_Mutationnovelc.600N>Tp.Lys200Asnp.K200NQ8WUK0protein_codingtolerated_low_confidence(0.09)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PTPMT1SNVMissense_Mutationc.506N>Ap.Ile169Asnp.I169NQ8WUK0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
PTPMT1SNVMissense_Mutationc.392N>Gp.His131Argp.H131RQ8WUK0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PTPMT1SNVMissense_Mutationrs376762868c.343N>Ap.Val115Ilep.V115IQ8WUK0protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CM-6164-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PTPMT1SNVMissense_Mutationc.200G>Tp.Gly67Valp.G67VQ8WUK0protein_codingdeleterious(0)probably_damaging(0.975)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PTPMT1SNVMissense_Mutationnovelc.391N>Tp.His131Tyrp.H131YQ8WUK0protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PTPMT1SNVMissense_Mutationrs377532877c.566N>Tp.Arg189Leup.R189LQ8WUK0protein_codingtolerated(0.2)benign(0.009)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PTPMT1SNVMissense_Mutationnovelc.482N>Tp.Ala161Valp.A161VQ8WUK0protein_codingtolerated(0.5)benign(0.014)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
PTPMT1SNVMissense_Mutationc.337N>Cp.Lys113Glnp.K113QQ8WUK0protein_codingtolerated(0.13)benign(0.012)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<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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