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: TENM4

Gene summary for TENM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TENM4

Gene ID

26011

Gene nameteneurin transmembrane protein 4
Gene AliasDoc4
Cytomap11q14.1
Gene Typeprotein-coding
GO ID

GO:0001702

UniProtAcc

Q6N022


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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
26011TENM4CCI_1HumanCervixCC1.56e-108.69e-010.528
26011TENM4CCI_3HumanCervixCC1.19e-117.26e-010.516
26011TENM4AEH-subject1HumanEndometriumAEH3.29e-041.86e-01-0.3059
26011TENM4EEC-subject2HumanEndometriumEEC4.96e-062.95e-01-0.2607
26011TENM4EEC-subject5HumanEndometriumEEC1.80e-073.32e-01-0.249
26011TENM4LZE24THumanEsophagusESCC1.71e-134.26e-010.0596
26011TENM4P4T-EHumanEsophagusESCC6.58e-113.16e-010.1323
26011TENM4P5T-EHumanEsophagusESCC4.78e-071.63e-010.1327
26011TENM4P8T-EHumanEsophagusESCC2.49e-031.35e-010.0889
26011TENM4P9T-EHumanEsophagusESCC4.25e-081.57e-010.1131
26011TENM4P10T-EHumanEsophagusESCC6.63e-051.89e-010.116
26011TENM4P11T-EHumanEsophagusESCC2.73e-052.48e-010.1426
26011TENM4P12T-EHumanEsophagusESCC1.69e-265.13e-010.1122
26011TENM4P15T-EHumanEsophagusESCC1.11e-276.95e-010.1149
26011TENM4P21T-EHumanEsophagusESCC2.19e-071.57e-010.1617
26011TENM4P22T-EHumanEsophagusESCC7.15e-045.79e-020.1236
26011TENM4P23T-EHumanEsophagusESCC3.65e-123.38e-010.108
26011TENM4P26T-EHumanEsophagusESCC8.62e-244.37e-010.1276
26011TENM4P27T-EHumanEsophagusESCC1.14e-376.62e-010.1055
26011TENM4P28T-EHumanEsophagusESCC4.63e-163.29e-010.1149
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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
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
∗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:00107206CervixCCpositive regulation of cell development64/2311298/187235.69e-061.41e-0464
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00147064CervixCCstriated muscle tissue development72/2311384/187231.76e-042.07e-0372
GO:00459955CervixCCregulation of embryonic development19/231164/187231.78e-042.09e-0319
GO:0033002CervixCCmuscle cell proliferation49/2311248/187235.43e-045.24e-0349
GO:00519603CervixCCregulation of nervous system development77/2311443/187231.13e-039.30e-0377
GO:00507676CervixCCregulation of neurogenesis65/2311364/187231.33e-031.05e-0265
GO:00507694CervixCCpositive regulation of neurogenesis43/2311225/187232.25e-031.61e-0243
GO:0014855CervixCCstriated muscle cell proliferation18/231176/187234.45e-032.71e-0218
GO:00519622CervixCCpositive regulation of nervous system development48/2311272/187236.60e-033.65e-0248
GO:00605376EndometriumAEHmuscle tissue development83/2100403/187232.57e-081.50e-0683
GO:00147065EndometriumAEHstriated muscle tissue development75/2100384/187231.06e-063.62e-0575
GO:00330022EndometriumAEHmuscle cell proliferation51/2100248/187231.26e-052.77e-0451
GO:00107207EndometriumAEHpositive regulation of cell development57/2100298/187233.72e-056.49e-0457
GO:00459956EndometriumAEHregulation of embryonic development18/210064/187231.65e-042.15e-0318
GO:0048738EndometriumAEHcardiac muscle tissue development43/2100236/187239.06e-048.30e-0343
GO:0035265EndometriumAEHorgan growth33/2100178/187232.53e-031.87e-0233
GO:00507677EndometriumAEHregulation of neurogenesis56/2100364/187238.87e-034.82e-0256
GO:006053713EndometriumEECmuscle tissue development82/2168403/187232.14e-079.38e-0682
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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
TENM4SNVMissense_Mutationc.191N>Ap.Val64Glup.V64EQ6N022protein_codingtolerated_low_confidence(0.1)probably_damaging(0.988)TCGA-A1-A0SM-01Breastbreast invasive carcinomaMale>=65I/IIUnknownUnknownSD
TENM4SNVMissense_Mutationc.2228N>Ap.Thr743Asnp.T743NQ6N022protein_codingtolerated(0.15)benign(0.254)TCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
TENM4SNVMissense_Mutationrs756075933c.5105N>Ap.Arg1702Hisp.R1702HQ6N022protein_codingtolerated(0.14)probably_damaging(0.991)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
TENM4SNVMissense_Mutationrs750647178c.1855A>Gp.Lys619Glup.K619EQ6N022protein_codingdeleterious(0.01)benign(0.187)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
TENM4SNVMissense_Mutationc.6389T>Cp.Ile2130Thrp.I2130TQ6N022protein_codingdeleterious(0)probably_damaging(0.977)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
TENM4SNVMissense_Mutationc.6748G>Tp.Asp2250Tyrp.D2250YQ6N022protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
TENM4SNVMissense_Mutationrs750647178c.1855A>Gp.Lys619Glup.K619EQ6N022protein_codingdeleterious(0.01)benign(0.187)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TENM4SNVMissense_Mutationc.6110C>Ap.Thr2037Lysp.T2037KQ6N022protein_codingdeleterious(0.02)benign(0.103)TCGA-AC-A2FE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TENM4SNVMissense_Mutationnovelc.1456N>Tp.Pro486Serp.P486SQ6N022protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TENM4SNVMissense_Mutationrs750647178c.1855N>Gp.Lys619Glup.K619EQ6N022protein_codingdeleterious(0.01)benign(0.187)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
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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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