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:001470612EndometriumEECstriated muscle tissue development74/2168384/187236.64e-061.57e-0474
GO:00330021EndometriumEECmuscle cell proliferation50/2168248/187236.08e-059.21e-0450
GO:001072012EndometriumEECpositive regulation of cell development56/2168298/187231.68e-042.10e-0356
GO:004599512EndometriumEECregulation of embryonic development18/216864/187232.47e-042.88e-0318
GO:00487381EndometriumEECcardiac muscle tissue development42/2168236/187233.00e-032.10e-0242
GO:00352651EndometriumEECorgan growth32/2168178/187237.54e-034.22e-0232
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:0031641EsophagusESCCregulation of myelination31/855247/187234.01e-031.62e-0231
GO:00330025EsophagusESCCmuscle cell proliferation134/8552248/187234.80e-031.86e-02134
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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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