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: TM9SF2

Gene summary for TM9SF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM9SF2

Gene ID

9375

Gene nametransmembrane 9 superfamily member 2
Gene AliasP76
Cytomap13q32.3
Gene Typeprotein-coding
GO ID

GO:0008104

UniProtAcc

A0A024QYR8


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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
9375TM9SF2HTA11_78_2000001011HumanColorectumAD2.04e-034.89e-01-0.1088
9375TM9SF2HTA11_347_2000001011HumanColorectumAD6.04e-105.64e-01-0.1954
9375TM9SF2HTA11_2992_2000001011HumanColorectumSER2.40e-025.02e-01-0.1706
9375TM9SF2HTA11_99999970781_79442HumanColorectumMSS4.12e-085.93e-010.294
9375TM9SF2HTA11_99999965062_69753HumanColorectumMSI-H3.21e-047.94e-010.3487
9375TM9SF2HTA11_99999965104_69814HumanColorectumMSS6.01e-141.05e+000.281
9375TM9SF2HTA11_99999971662_82457HumanColorectumMSS1.78e-087.69e-010.3859
9375TM9SF2A015-C-203HumanColorectumFAP5.06e-18-3.11e-01-0.1294
9375TM9SF2A015-C-204HumanColorectumFAP3.38e-04-2.88e-01-0.0228
9375TM9SF2A002-C-201HumanColorectumFAP1.35e-07-2.93e-010.0324
9375TM9SF2A001-C-119HumanColorectumFAP1.66e-03-2.49e-01-0.1557
9375TM9SF2A001-C-108HumanColorectumFAP1.57e-13-2.20e-01-0.0272
9375TM9SF2A002-C-205HumanColorectumFAP1.51e-12-3.25e-01-0.1236
9375TM9SF2A015-C-006HumanColorectumFAP1.48e-07-2.98e-01-0.0994
9375TM9SF2A015-C-106HumanColorectumFAP9.85e-10-2.45e-01-0.0511
9375TM9SF2A002-C-114HumanColorectumFAP4.81e-10-3.72e-01-0.1561
9375TM9SF2A015-C-104HumanColorectumFAP1.83e-20-3.68e-01-0.1899
9375TM9SF2A001-C-014HumanColorectumFAP1.54e-07-2.13e-010.0135
9375TM9SF2A002-C-016HumanColorectumFAP4.76e-14-2.61e-010.0521
9375TM9SF2A015-C-002HumanColorectumFAP1.40e-04-2.93e-01-0.0763
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
TM9SF2SNVMissense_Mutationc.949A>Gp.Met317Valp.M317VQ99805protein_codingdeleterious(0.02)benign(0.088)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TM9SF2SNVMissense_Mutationc.172N>Ap.Ala58Thrp.A58TQ99805protein_codingtolerated(0.18)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TM9SF2SNVMissense_Mutationc.610N>Cp.Asp204Hisp.D204HQ99805protein_codingdeleterious(0.03)benign(0.144)TCGA-BH-A1ES-06Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TM9SF2SNVMissense_Mutationc.1815N>Gp.Ile605Metp.I605MQ99805protein_codingtolerated(0.18)benign(0.213)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TM9SF2deletionFrame_Shift_Delc.1074_1102delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Pro359SerfsTer55p.P359Sfs*55Q99805protein_codingTCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TM9SF2SNVMissense_Mutationnovelc.337A>Gp.Thr113Alap.T113AQ99805protein_codingtolerated(0.43)benign(0.009)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TM9SF2SNVMissense_Mutationnovelc.1097C>Tp.Ser366Leup.S366LQ99805protein_codingdeleterious(0.03)possibly_damaging(0.904)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TM9SF2SNVMissense_Mutationnovelc.1178C>Tp.Pro393Leup.P393LQ99805protein_codingdeleterious(0.02)probably_damaging(0.924)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TM9SF2insertionFrame_Shift_Insnovelc.426_427insAp.Ser145LysfsTer14p.S145Kfs*14Q99805protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TM9SF2SNVMissense_Mutationc.1534N>Tp.Pro512Serp.P512SQ99805protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/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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