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: TM7SF2

Gene summary for TM7SF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM7SF2

Gene ID

7108

Gene nametransmembrane 7 superfamily member 2
Gene AliasANG1
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

O76062


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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
7108TM7SF2LZE4THumanEsophagusESCC7.34e-041.75e-010.0811
7108TM7SF2LZE7THumanEsophagusESCC1.68e-064.92e-010.0667
7108TM7SF2LZE22THumanEsophagusESCC1.15e-032.78e-010.068
7108TM7SF2LZE24THumanEsophagusESCC8.10e-206.70e-010.0596
7108TM7SF2P1T-EHumanEsophagusESCC1.69e-044.53e-010.0875
7108TM7SF2P2T-EHumanEsophagusESCC1.45e-036.21e-020.1177
7108TM7SF2P4T-EHumanEsophagusESCC3.75e-571.48e+000.1323
7108TM7SF2P5T-EHumanEsophagusESCC6.25e-131.52e-010.1327
7108TM7SF2P8T-EHumanEsophagusESCC2.21e-407.30e-010.0889
7108TM7SF2P9T-EHumanEsophagusESCC2.41e-047.12e-020.1131
7108TM7SF2P10T-EHumanEsophagusESCC3.71e-378.31e-010.116
7108TM7SF2P11T-EHumanEsophagusESCC2.15e-064.69e-010.1426
7108TM7SF2P12T-EHumanEsophagusESCC1.64e-356.76e-010.1122
7108TM7SF2P15T-EHumanEsophagusESCC4.27e-255.84e-010.1149
7108TM7SF2P16T-EHumanEsophagusESCC2.95e-102.85e-010.1153
7108TM7SF2P20T-EHumanEsophagusESCC3.50e-024.30e-030.1124
7108TM7SF2P21T-EHumanEsophagusESCC1.86e-081.92e-010.1617
7108TM7SF2P23T-EHumanEsophagusESCC1.05e-083.80e-010.108
7108TM7SF2P26T-EHumanEsophagusESCC1.95e-234.32e-010.1276
7108TM7SF2P27T-EHumanEsophagusESCC4.65e-102.43e-010.1055
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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
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
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
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00161263EsophagusESCCsterol biosynthetic process46/855264/187231.91e-051.67e-0446
GO:00066953EsophagusESCCcholesterol biosynthetic process41/855257/187235.25e-054.06e-0441
GO:19026533EsophagusESCCsecondary alcohol biosynthetic process41/855257/187235.25e-054.06e-0441
GO:19026524EsophagusESCCsecondary alcohol metabolic process87/8552147/187236.58e-043.50e-0387
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:00066946EsophagusESCCsteroid biosynthetic process98/8552173/187232.34e-031.03e-0298
GO:00082034EsophagusESCCcholesterol metabolic process79/8552137/187233.11e-031.29e-0279
GO:00161254EsophagusESCCsterol metabolic process86/8552152/187234.37e-031.73e-0286
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:000820211LiverCirrhoticsteroid metabolic process143/4634319/187232.79e-153.18e-13143
GO:19026521LiverCirrhoticsecondary alcohol metabolic process75/4634147/187235.62e-123.91e-1075
GO:00082031LiverCirrhoticcholesterol metabolic process70/4634137/187232.59e-111.55e-0970
GO:00161251LiverCirrhoticsterol metabolic process75/4634152/187234.54e-112.61e-0975
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:00066941LiverCirrhoticsteroid biosynthetic process77/4634173/187231.02e-083.91e-0777
GO:0016126LiverCirrhoticsterol biosynthetic process37/463464/187231.74e-086.32e-0737
GO:0006695LiverCirrhoticcholesterol biosynthetic process34/463457/187232.22e-087.77e-0734
GO:1902653LiverCirrhoticsecondary alcohol biosynthetic process34/463457/187232.22e-087.77e-0734
GO:0046165LiverCirrhoticalcohol biosynthetic process55/4634140/187239.74e-051.03e-0355
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa001005EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa0010012EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa00100LiverCirrhoticSteroid biosynthesis12/253020/84654.92e-031.76e-021.09e-0212
hsa001001LiverCirrhoticSteroid biosynthesis12/253020/84654.92e-031.76e-021.09e-0212
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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
TM7SF2SNVMissense_Mutationnovelc.542N>Ap.Pro181Hisp.P181HO76062protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TM7SF2SNVMissense_Mutationc.630G>Ap.Met210Ilep.M210IO76062protein_codingtolerated(0.14)benign(0)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
TM7SF2SNVMissense_Mutationc.630N>Cp.Met210Ilep.M210IO76062protein_codingtolerated(0.14)benign(0)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TM7SF2SNVMissense_Mutationc.694C>Tp.Leu232Phep.L232FO76062protein_codingtolerated(0.16)probably_damaging(0.987)TCGA-DM-A285-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TM7SF2SNVMissense_Mutationnovelc.1234N>Tp.Arg412Cysp.R412CO76062protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TM7SF2SNVMissense_Mutationc.310N>Gp.Gln104Glup.Q104EO76062protein_codingtolerated(0.16)benign(0.296)TCGA-AG-A01J-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TM7SF2deletionFrame_Shift_Delc.487delNp.Asn165ThrfsTer45p.N165Tfs*45O76062protein_codingTCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TM7SF2SNVMissense_Mutationnovelc.1030N>Ap.Gly344Serp.G344SO76062protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TM7SF2SNVMissense_Mutationnovelc.886N>Gp.Ile296Valp.I296VO76062protein_codingtolerated(0.16)benign(0.013)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TM7SF2SNVMissense_Mutationnovelc.934A>Cp.Asn312Hisp.N312HO76062protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<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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