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
83941TM2D1SYSMH6HumanOral cavityOSCC4.71e-063.78e-010.1275
83941TM2D1P4_S8_cSCCHumanSkincSCC3.65e-04-1.85e-03-0.3095
83941TM2D1P1_cSCCHumanSkincSCC1.85e-084.48e-010.0292
83941TM2D1P2_cSCCHumanSkincSCC4.67e-103.31e-01-0.024
83941TM2D1P4_cSCCHumanSkincSCC4.60e-143.26e-01-0.00290000000000005
83941TM2D1P10_cSCCHumanSkincSCC2.56e-247.10e-010.1017
83941TM2D1cSCC_p8HumanSkincSCC5.71e-05-5.57e-03-0.1971
83941TM2D1Adj_PTCwithHT_6HumanThyroidHT2.25e-03-2.21e-010.02
83941TM2D1male-WTAHumanThyroidPTC1.57e-318.32e-020.1037
83941TM2D1PTC01HumanThyroidPTC5.05e-154.39e-010.1899
83941TM2D1PTC03HumanThyroidPTC7.66e-051.62e-010.1784
83941TM2D1PTC04HumanThyroidPTC7.09e-152.79e-010.1927
83941TM2D1PTC05HumanThyroidPTC4.15e-166.11e-010.2065
83941TM2D1PTC06HumanThyroidPTC2.23e-307.85e-010.2057
83941TM2D1PTC07HumanThyroidPTC1.19e-467.28e-010.2044
83941TM2D1ATC09HumanThyroidATC2.16e-092.26e-010.2871
83941TM2D1ATC11HumanThyroidATC5.39e-065.63e-010.3386
83941TM2D1ATC12HumanThyroidATC3.28e-102.13e-020.34
83941TM2D1ATC13HumanThyroidATC2.78e-232.89e-010.34
83941TM2D1ATC1HumanThyroidATC1.32e-082.64e-010.2878
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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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