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: TM2D1

Gene summary for TM2D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM2D1

Gene ID

83941

Gene nameTM2 domain containing 1
Gene AliasBBP
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

Q9BX74


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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
83941TM2D1LZE2THumanEsophagusESCC8.40e-055.10e-010.082
83941TM2D1LZE3DHumanEsophagusHGIN4.30e-024.51e-010.0668
83941TM2D1LZE4THumanEsophagusESCC4.61e-193.35e-010.0811
83941TM2D1LZE5THumanEsophagusESCC1.35e-044.89e-010.0514
83941TM2D1LZE7THumanEsophagusESCC6.40e-056.98e-010.0667
83941TM2D1LZE8THumanEsophagusESCC1.29e-153.75e-010.067
83941TM2D1LZE20THumanEsophagusESCC1.88e-124.70e-010.0662
83941TM2D1LZE22D1HumanEsophagusHGIN1.41e-051.50e-010.0595
83941TM2D1LZE22THumanEsophagusESCC2.67e-064.47e-010.068
83941TM2D1LZE24THumanEsophagusESCC1.06e-318.90e-010.0596
83941TM2D1LZE6THumanEsophagusESCC5.14e-032.37e-010.0845
83941TM2D1P1T-EHumanEsophagusESCC1.08e-064.43e-010.0875
83941TM2D1P2T-EHumanEsophagusESCC2.30e-357.55e-010.1177
83941TM2D1P4T-EHumanEsophagusESCC3.46e-315.41e-010.1323
83941TM2D1P5T-EHumanEsophagusESCC6.86e-254.45e-010.1327
83941TM2D1P8T-EHumanEsophagusESCC1.66e-509.18e-010.0889
83941TM2D1P9T-EHumanEsophagusESCC4.71e-203.85e-010.1131
83941TM2D1P10T-EHumanEsophagusESCC1.26e-519.77e-010.116
83941TM2D1P11T-EHumanEsophagusESCC3.10e-175.51e-010.1426
83941TM2D1P12T-EHumanEsophagusESCC3.54e-336.03e-010.1122
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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
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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
TM2D1SNVMissense_Mutationc.409N>Cp.Asp137Hisp.D137HQ9BX74protein_codingdeleterious(0)probably_damaging(0.999)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
TM2D1SNVMissense_Mutationrs369821446c.341N>Ap.Arg114Glnp.R114QQ9BX74protein_codingtolerated(0.08)possibly_damaging(0.462)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TM2D1SNVMissense_Mutationc.59N>Ap.Val20Aspp.V20DQ9BX74protein_codingdeleterious_low_confidence(0.01)benign(0.011)TCGA-DM-A28A-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TM2D1SNVMissense_Mutationc.341G>Tp.Arg114Leup.R114LQ9BX74protein_codingtolerated(0.06)benign(0.396)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TM2D1SNVMissense_Mutationc.10G>Tp.Ala4Serp.A4SQ9BX74protein_codingtolerated_low_confidence(0.14)benign(0)TCGA-AX-A06L-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TM2D1SNVMissense_Mutationnovelc.171N>Gp.Ile57Metp.I57MQ9BX74protein_codingtolerated(0.16)benign(0.001)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TM2D1SNVMissense_Mutationc.490N>Tp.Asp164Tyrp.D164YQ9BX74protein_codingdeleterious(0)probably_damaging(0.989)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TM2D1SNVMissense_Mutationnovelc.253N>Ap.Ala85Thrp.A85TQ9BX74protein_codingdeleterious(0.01)benign(0.1)TCGA-EY-A2OM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
TM2D1SNVMissense_Mutationrs369821446c.341G>Ap.Arg114Glnp.R114QQ9BX74protein_codingtolerated(0.08)possibly_damaging(0.462)TCGA-38-4632-01Lunglung adenocarcinomaMale<65III/IVChemotherapygemcitabinePD
TM2D1SNVMissense_Mutationc.278C>Gp.Ser93Cysp.S93CQ9BX74protein_codingtolerated(0.18)benign(0.215)TCGA-50-5044-01Lunglung adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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