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: PTPN14

Gene summary for PTPN14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTPN14

Gene ID

5784

Gene nameprotein tyrosine phosphatase non-receptor type 14
Gene AliasCATLPH
Cytomap1q32.3-q41
Gene Typeprotein-coding
GO ID

GO:0001944

UniProtAcc

A8K6H6


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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
5784PTPN14CA_HPV_3HumanCervixCC8.30e-081.66e-010.0414
5784PTPN14CCI_1HumanCervixCC6.66e-061.02e+000.528
5784PTPN14CCI_2HumanCervixCC3.10e-161.92e+000.5249
5784PTPN14CCI_3HumanCervixCC5.06e-221.63e+000.516
5784PTPN14AEH-subject1HumanEndometriumAEH7.22e-165.05e-01-0.3059
5784PTPN14AEH-subject2HumanEndometriumAEH1.19e-033.08e-01-0.2525
5784PTPN14AEH-subject3HumanEndometriumAEH3.09e-042.66e-01-0.2576
5784PTPN14AEH-subject4HumanEndometriumAEH2.91e-156.40e-01-0.2657
5784PTPN14AEH-subject5HumanEndometriumAEH7.14e-084.65e-01-0.2953
5784PTPN14EEC-subject1HumanEndometriumEEC2.01e-094.45e-01-0.2682
5784PTPN14EEC-subject2HumanEndometriumEEC3.87e-083.83e-01-0.2607
5784PTPN14EEC-subject4HumanEndometriumEEC3.24e-042.71e-01-0.2571
5784PTPN14EEC-subject5HumanEndometriumEEC4.28e-083.83e-01-0.249
5784PTPN14GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.50e-091.96e-01-0.1869
5784PTPN14GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.42e-061.31e-01-0.1875
5784PTPN14GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.66e-091.41e-01-0.1883
5784PTPN14GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.57e-082.67e-01-0.1934
5784PTPN14GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.48e-087.03e-02-0.1917
5784PTPN14GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.92e-103.09e-02-0.1916
5784PTPN14LZE4THumanEsophagusESCC1.00e-042.38e-010.0811
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00468229CervixCCregulation of nucleocytoplasmic transport31/2311106/187232.68e-067.87e-0531
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00331579CervixCCregulation of intracellular protein transport52/2311229/187238.16e-061.88e-0452
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00511689CervixCCnuclear export38/2311154/187231.86e-053.46e-0438
GO:00468259CervixCCregulation of protein export from nucleus12/231130/187231.23e-041.53e-0312
GO:00066116CervixCCprotein export from nucleus17/231157/187233.61e-043.75e-0317
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:003315710EndometriumAEHregulation of intracellular protein transport51/2100229/187231.13e-063.75e-0551
GO:00323869EndometriumAEHregulation of intracellular transport66/2100337/187234.18e-061.10e-0466
GO:00066117EndometriumAEHprotein export from nucleus17/210057/187231.13e-041.60e-0317
GO:004682510EndometriumAEHregulation of protein export from nucleus11/210030/187232.46e-042.93e-0311
GO:000691310EndometriumAEHnucleocytoplasmic transport54/2100301/187233.24e-043.62e-0354
GO:005116910EndometriumAEHnuclear transport54/2100301/187233.24e-043.62e-0354
GO:005116810EndometriumAEHnuclear export32/2100154/187234.02e-044.29e-0332
GO:004682210EndometriumAEHregulation of nucleocytoplasmic transport24/2100106/187235.69e-045.66e-0324
GO:00064709EndometriumAEHprotein dephosphorylation50/2100281/187236.41e-046.23e-0350
GO:003315715EndometriumEECregulation of intracellular protein transport51/2168229/187232.89e-068.09e-0551
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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
PTPN14SNVMissense_Mutationrs200531948c.1601N>Tp.Ser534Leup.S534LQ15678protein_codingtolerated(0.69)benign(0.332)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
PTPN14SNVMissense_Mutationc.1702C>Tp.Pro568Serp.P568SQ15678protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PTPN14SNVMissense_Mutationc.3433G>Ap.Glu1145Lysp.E1145KQ15678protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPN14SNVMissense_Mutationc.540N>Tp.Glu180Aspp.E180DQ15678protein_codingtolerated(0.11)probably_damaging(0.992)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPN14SNVMissense_Mutationnovelc.1622A>Tp.Glu541Valp.E541VQ15678protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTPN14SNVMissense_Mutationc.1548N>Cp.Gln516Hisp.Q516HQ15678protein_codingtolerated(0.54)benign(0)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PTPN14insertionFrame_Shift_Insnovelc.1934_1935insATGTCTAGCTTTGTATTCAGATTTTCTTTCAATAGp.Met646CysfsTer13p.M646Cfs*13Q15678protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PTPN14insertionNonsense_Mutationnovelc.2661_2662insTAACAGTCTCTTTATCATTAGp.Asp887_Ala888insTerp.D887_A888ins*Q15678protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTPN14SNVMissense_Mutationnovelc.116T>Cp.Val39Alap.V39AQ15678protein_codingtolerated(0.18)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTPN14SNVMissense_Mutationc.3181N>Tp.Leu1061Phep.L1061FQ15678protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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