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: TM9SF3

Gene summary for TM9SF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM9SF3

Gene ID

56889

Gene nametransmembrane 9 superfamily member 3
Gene AliasEP70-P-iso
Cytomap10q24.1
Gene Typeprotein-coding
GO ID

GO:0008104

UniProtAcc

A0A024QYS2


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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
56889TM9SF3EEC-subject3HumanEndometriumEEC1.00e-20-6.84e-02-0.2525
56889TM9SF3GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.69e-365.25e-02-0.1869
56889TM9SF3GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.50e-35-3.78e-02-0.1875
56889TM9SF3GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.52e-36-1.55e-01-0.1883
56889TM9SF3GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.76e-313.54e-01-0.1934
56889TM9SF3GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.19e-43-9.36e-02-0.1917
56889TM9SF3GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.53e-45-6.96e-02-0.1916
56889TM9SF3GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.83e-031.09e-01-0.1269
56889TM9SF3LZE4THumanEsophagusESCC1.52e-11-1.89e-010.0811
56889TM9SF3LZE8THumanEsophagusESCC5.11e-06-1.99e-010.067
56889TM9SF3LZE20THumanEsophagusESCC1.01e-12-1.55e-010.0662
56889TM9SF3LZE21D1HumanEsophagusHGIN3.31e-02-3.60e-010.0632
56889TM9SF3LZE22D1HumanEsophagusHGIN2.19e-07-2.60e-010.0595
56889TM9SF3LZE22THumanEsophagusESCC6.16e-122.25e-020.068
56889TM9SF3LZE24THumanEsophagusESCC1.87e-064.36e-010.0596
56889TM9SF3LZE21THumanEsophagusESCC3.03e-05-3.34e-010.0655
56889TM9SF3P2T-EHumanEsophagusESCC2.07e-192.25e-010.1177
56889TM9SF3P4T-EHumanEsophagusESCC9.20e-134.03e-010.1323
56889TM9SF3P5T-EHumanEsophagusESCC7.20e-07-1.83e-020.1327
56889TM9SF3P8T-EHumanEsophagusESCC1.50e-195.63e-010.0889
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
TM9SF3SNVMissense_Mutationc.939N>Ap.Met313Ilep.M313IQ9HD45protein_codingtolerated(1)benign(0)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TM9SF3SNVMissense_Mutationc.1075A>Tp.Met359Leup.M359LQ9HD45protein_codingtolerated(0.24)benign(0.238)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TM9SF3SNVMissense_Mutationnovelc.1137N>Ap.Phe379Leup.F379LQ9HD45protein_codingtolerated(0.38)benign(0.046)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TM9SF3SNVMissense_Mutationc.836N>Cp.Gly279Alap.G279AQ9HD45protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TM9SF3insertionNonsense_Mutationnovelc.1412_1413insCACCTTGATCTAGTTCCCCAAGCTCTCTAAGCTTCTGTAAAGTp.Phe472ThrfsTer4p.F472Tfs*4Q9HD45protein_codingTCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TM9SF3SNVMissense_Mutationc.263N>Gp.Glu88Glyp.E88GQ9HD45protein_codingdeleterious(0)probably_damaging(0.92)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TM9SF3SNVMissense_Mutationnovelc.190N>Tp.Pro64Serp.P64SQ9HD45protein_codingdeleterious(0)probably_damaging(1)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
TM9SF3SNVMissense_Mutationnovelc.343N>Cp.Glu115Glnp.E115QQ9HD45protein_codingtolerated(0.22)benign(0.011)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TM9SF3SNVMissense_Mutationrs755612180c.1670C>Tp.Ala557Valp.A557VQ9HD45protein_codingtolerated(0.11)benign(0.246)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TM9SF3SNVMissense_Mutationc.506N>Ap.Arg169Glnp.R169QQ9HD45protein_codingtolerated(0.99)benign(0.007)TCGA-AA-3977-01Colorectumcolon 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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