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: TENM3

Gene summary for TENM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TENM3

Gene ID

55714

Gene nameteneurin transmembrane protein 3
Gene AliasMCOPCB9
Cytomap4q34.3-q35.1
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

A0A140VJW8


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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
55714TENM3AEH-subject4HumanEndometriumAEH2.89e-042.18e-01-0.2657
55714TENM3P2T-EHumanEsophagusESCC4.58e-162.81e-010.1177
55714TENM3P5T-EHumanEsophagusESCC1.81e-027.78e-020.1327
55714TENM3P10T-EHumanEsophagusESCC5.91e-224.76e-010.116
55714TENM3P11T-EHumanEsophagusESCC4.48e-239.41e-010.1426
55714TENM3P12T-EHumanEsophagusESCC1.34e-194.22e-010.1122
55714TENM3P16T-EHumanEsophagusESCC2.27e-066.47e-020.1153
55714TENM3P17T-EHumanEsophagusESCC4.41e-023.28e-010.1278
55714TENM3P19T-EHumanEsophagusESCC2.18e-086.57e-010.1662
55714TENM3P22T-EHumanEsophagusESCC7.28e-059.08e-020.1236
55714TENM3P24T-EHumanEsophagusESCC1.73e-032.99e-010.1287
55714TENM3P26T-EHumanEsophagusESCC2.76e-103.08e-010.1276
55714TENM3P32T-EHumanEsophagusESCC3.11e-123.92e-010.1666
55714TENM3P37T-EHumanEsophagusESCC1.99e-451.00e+000.1371
55714TENM3P44T-EHumanEsophagusESCC4.77e-021.14e-010.1096
55714TENM3P49T-EHumanEsophagusESCC1.90e-097.29e-010.1768
55714TENM3P52T-EHumanEsophagusESCC5.01e-051.12e-010.1555
55714TENM3P76T-EHumanEsophagusESCC1.22e-031.70e-010.1207
55714TENM3P83T-EHumanEsophagusESCC2.76e-154.59e-010.1738
55714TENM3P89T-EHumanEsophagusESCC6.42e-053.06e-010.1752
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:002240714EndometriumAEHregulation of cell-cell adhesion79/2100448/187232.90e-055.40e-0479
GO:00109758EndometriumAEHregulation of neuron projection development75/2100445/187232.01e-042.54e-0375
GO:00313468EndometriumAEHpositive regulation of cell projection organization61/2100353/187233.91e-044.20e-0361
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:00109764EsophagusESCCpositive regulation of neuron projection development91/8552163/187235.72e-032.13e-0291
GO:0031346110ThyroidPTCpositive regulation of cell projection organization173/5968353/187231.09e-114.40e-10173
GO:0010975110ThyroidPTCregulation of neuron projection development194/5968445/187231.05e-072.08e-06194
GO:00109766ThyroidPTCpositive regulation of neuron projection development75/5968163/187231.06e-048.56e-0475
GO:003134623ThyroidATCpositive regulation of cell projection organization186/6293353/187237.99e-144.23e-12186
GO:001097523ThyroidATCregulation of neuron projection development212/6293445/187234.16e-101.14e-08212
GO:001097614ThyroidATCpositive regulation of neuron projection development82/6293163/187237.43e-067.61e-0582
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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
TENM3SNVMissense_Mutationc.577T>Ap.Ser193Thrp.S193TQ9P273protein_codingtolerated_low_confidence(0.72)benign(0)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
TENM3SNVMissense_Mutationnovelc.5812G>Tp.Ala1938Serp.A1938SQ9P273protein_codingtolerated(0.43)benign(0.013)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TENM3SNVMissense_Mutationc.2603N>Cp.Arg868Thrp.R868TQ9P273protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TENM3SNVMissense_Mutationc.3128N>Ap.Arg1043Lysp.R1043KQ9P273protein_codingtolerated(0.3)possibly_damaging(0.899)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TENM3SNVMissense_Mutationc.707N>Gp.Gln236Argp.Q236RQ9P273protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.932)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TENM3SNVMissense_Mutationrs146065963c.6605N>Tp.Thr2202Metp.T2202MQ9P273protein_codingdeleterious(0.04)benign(0.353)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TENM3SNVMissense_Mutationc.5765N>Tp.Ala1922Valp.A1922VQ9P273protein_codingtolerated(0.08)probably_damaging(0.968)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
TENM3SNVMissense_Mutationc.5084N>Ap.Ser1695Asnp.S1695NQ9P273protein_codingdeleterious(0.02)benign(0.14)TCGA-BH-A0BW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinCR
TENM3SNVMissense_Mutationc.1409N>Tp.Arg470Leup.R470LQ9P273protein_codingdeleterious(0.03)possibly_damaging(0.87)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TENM3SNVMissense_Mutationrs751169755c.6521N>Ap.Arg2174Hisp.R2174HQ9P273protein_codingtolerated(0.06)probably_damaging(0.98)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
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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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