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: TM9SF1

Gene summary for TM9SF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM9SF1

Gene ID

10548

Gene nametransmembrane 9 superfamily member 1
Gene AliasHMP70
Cytomap14q12
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

O15321


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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
10548TM9SF1LZE2DHumanEsophagusHGIN3.64e-033.63e-010.0642
10548TM9SF1LZE2THumanEsophagusESCC9.54e-065.92e-010.082
10548TM9SF1LZE3DHumanEsophagusHGIN6.21e-059.10e-010.0668
10548TM9SF1LZE4THumanEsophagusESCC1.39e-205.15e-010.0811
10548TM9SF1LZE5THumanEsophagusESCC1.00e-094.74e-010.0514
10548TM9SF1LZE7THumanEsophagusESCC6.13e-073.02e-010.0667
10548TM9SF1LZE8THumanEsophagusESCC2.41e-133.70e-010.067
10548TM9SF1LZE20THumanEsophagusESCC8.11e-144.12e-010.0662
10548TM9SF1LZE21D1HumanEsophagusHGIN4.41e-044.09e-010.0632
10548TM9SF1LZE22THumanEsophagusESCC1.15e-084.25e-010.068
10548TM9SF1LZE24D1HumanEsophagusHGIN3.66e-035.69e-010.054
10548TM9SF1LZE24THumanEsophagusESCC3.85e-388.78e-010.0596
10548TM9SF1LZE22D3HumanEsophagusHGIN1.73e-023.47e-010.0653
10548TM9SF1LZE21THumanEsophagusESCC1.97e-094.74e-010.0655
10548TM9SF1LZE6THumanEsophagusESCC3.41e-185.87e-010.0845
10548TM9SF1P1T-EHumanEsophagusESCC1.98e-117.21e-010.0875
10548TM9SF1P2T-EHumanEsophagusESCC1.07e-447.15e-010.1177
10548TM9SF1P4T-EHumanEsophagusESCC8.46e-478.30e-010.1323
10548TM9SF1P5T-EHumanEsophagusESCC1.78e-204.33e-010.1327
10548TM9SF1P8T-EHumanEsophagusESCC8.43e-639.27e-010.0889
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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
∗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
TM9SF1SNVMissense_Mutationc.208N>Ap.Glu70Lysp.E70KO15321protein_codingtolerated(0.23)benign(0.02)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TM9SF1SNVMissense_Mutationnovelc.22C>Gp.Arg8Glyp.R8GO15321protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TM9SF1SNVMissense_Mutationc.1807N>Gp.Leu603Valp.L603VO15321protein_codingtolerated(0.41)benign(0.011)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
TM9SF1insertionIn_Frame_Insnovelc.505_506insGGCTGGAAAATTATCCATACAGATGTCTTCCGCTTCCCCCCATACp.Phe169delinsTrpLeuGluAsnTyrProTyrArgCysLeuProLeuProProIleLeup.F169delinsWLENYPYRCLPLPPILO15321protein_codingTCGA-A2-A04X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TM9SF1insertionNonsense_Mutationnovelc.828_829insATAACAAAAAATTAGCCGGGCATGGTGGTTCACATCTGTAAp.Ala277IlefsTer5p.A277Ifs*5O15321protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TM9SF1SNVMissense_Mutationnovelc.282N>Cp.Glu94Aspp.E94DO15321protein_codingtolerated(0.57)benign(0.001)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TM9SF1SNVMissense_Mutationc.1408N>Cp.Gly470Argp.G470RO15321protein_codingdeleterious(0)probably_damaging(0.986)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
TM9SF1SNVMissense_Mutationnovelc.1789N>Tp.Arg597Trpp.R597WO15321protein_codingdeleterious(0)benign(0.43)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TM9SF1SNVMissense_Mutationnovelc.1337G>Ap.Arg446Hisp.R446HO15321protein_codingdeleterious(0.04)probably_damaging(0.946)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TM9SF1SNVMissense_Mutationc.1144N>Gp.Leu382Valp.L382VO15321protein_codingdeleterious(0.03)benign(0.377)TCGA-AA-3530-01Colorectumcolon 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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