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: TM2D3

Gene summary for TM2D3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM2D3

Gene ID

80213

Gene nameTM2 domain containing 3
Gene AliasBLP2
Cytomap15q26.3
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

B4DLL2


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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
80213TM2D3LZE2DHumanEsophagusHGIN5.40e-032.21e-010.0642
80213TM2D3LZE3DHumanEsophagusHGIN3.98e-055.20e-010.0668
80213TM2D3LZE4THumanEsophagusESCC9.80e-224.57e-010.0811
80213TM2D3LZE7THumanEsophagusESCC6.45e-074.34e-010.0667
80213TM2D3LZE8THumanEsophagusESCC4.23e-151.89e-010.067
80213TM2D3LZE20THumanEsophagusESCC5.20e-047.16e-020.0662
80213TM2D3LZE24THumanEsophagusESCC2.88e-152.92e-010.0596
80213TM2D3LZE22D3HumanEsophagusHGIN2.06e-022.83e-010.0653
80213TM2D3LZE21THumanEsophagusESCC5.59e-039.58e-020.0655
80213TM2D3LZE6THumanEsophagusESCC2.36e-092.11e-010.0845
80213TM2D3P1T-EHumanEsophagusESCC2.08e-083.68e-010.0875
80213TM2D3P2T-EHumanEsophagusESCC1.94e-285.51e-010.1177
80213TM2D3P4T-EHumanEsophagusESCC2.68e-398.23e-010.1323
80213TM2D3P5T-EHumanEsophagusESCC7.74e-306.95e-010.1327
80213TM2D3P8T-EHumanEsophagusESCC4.81e-337.38e-010.0889
80213TM2D3P9T-EHumanEsophagusESCC2.10e-337.65e-010.1131
80213TM2D3P10T-EHumanEsophagusESCC1.43e-398.53e-010.116
80213TM2D3P11T-EHumanEsophagusESCC1.40e-187.44e-010.1426
80213TM2D3P12T-EHumanEsophagusESCC1.67e-367.72e-010.1122
80213TM2D3P15T-EHumanEsophagusESCC9.66e-469.17e-010.1149
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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
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:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:00072196Oral cavityOSCCNotch signaling pathway92/7305172/187237.84e-056.08e-0492
GO:00085934Oral cavityOSCCregulation of Notch signaling pathway53/730595/187236.64e-043.72e-0353
GO:000859311Oral cavityLPregulation of Notch signaling pathway35/462395/187235.53e-033.34e-0235
GO:000721913Oral cavityLPNotch signaling pathway57/4623172/187237.60e-034.18e-0257
GO:000721922SkincSCCNotch signaling pathway60/4864172/187235.82e-032.87e-0260
GO:00072199ThyroidPTCNotch signaling pathway70/5968172/187238.82e-033.67e-0270
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
GO:00085937ThyroidATCregulation of Notch signaling pathway43/629395/187231.19e-024.22e-0243
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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
TM2D3SNVMissense_Mutationrs777678911c.727G>Tp.Gly243Cysp.G243CQ9BRN9protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TM2D3SNVMissense_Mutationc.238N>Cp.Asp80Hisp.D80HQ9BRN9protein_codingdeleterious(0)possibly_damaging(0.838)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
TM2D3SNVMissense_Mutationc.334G>Cp.Asp112Hisp.D112HQ9BRN9protein_codingdeleterious(0.04)benign(0.372)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TM2D3SNVMissense_Mutationc.112C>Gp.Gln38Glup.Q38EQ9BRN9protein_codingtolerated(0.81)benign(0.073)TCGA-F5-6813-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
TM2D3SNVMissense_Mutationrs754640606c.677C>Tp.Thr226Metp.T226MQ9BRN9protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TM2D3SNVMissense_Mutationrs144526936c.476C>Tp.Thr159Metp.T159MQ9BRN9protein_codingdeleterious(0)possibly_damaging(0.871)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TM2D3SNVMissense_Mutationrs764913906c.481N>Tp.Arg161Trpp.R161WQ9BRN9protein_codingdeleterious(0.01)possibly_damaging(0.794)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TM2D3SNVMissense_Mutationnovelc.523N>Gp.Met175Valp.M175VQ9BRN9protein_codingtolerated(0.12)benign(0.034)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TM2D3SNVMissense_Mutationrs749825529c.482G>Ap.Arg161Glnp.R161QQ9BRN9protein_codingtolerated(0.24)benign(0.361)TCGA-BG-A0MQ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TM2D3SNVMissense_Mutationnovelc.293T>Cp.Phe98Serp.F98SQ9BRN9protein_codingdeleterious(0.04)probably_damaging(0.913)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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