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: TM7SF3

Gene summary for TM7SF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM7SF3

Gene ID

51768

Gene nametransmembrane 7 superfamily member 3
Gene AliasTM7SF3
Cytomap12p11.23
Gene Typeprotein-coding
GO ID

GO:0002790

UniProtAcc

Q9NS93


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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
51768TM7SF3HTA11_1938_2000001011HumanColorectumAD1.54e-065.60e-01-0.0811
51768TM7SF3HTA11_347_2000001011HumanColorectumAD4.91e-074.05e-01-0.1954
51768TM7SF3HTA11_1391_2000001011HumanColorectumAD5.14e-066.19e-01-0.059
51768TM7SF3HTA11_99999965062_69753HumanColorectumMSI-H4.16e-049.99e-010.3487
51768TM7SF3HTA11_99999965104_69814HumanColorectumMSS3.78e-024.12e-010.281
51768TM7SF3A015-C-203HumanColorectumFAP3.73e-13-2.80e-01-0.1294
51768TM7SF3A015-C-204HumanColorectumFAP4.84e-02-2.04e-01-0.0228
51768TM7SF3A002-C-201HumanColorectumFAP3.28e-05-2.08e-010.0324
51768TM7SF3A001-C-119HumanColorectumFAP1.95e-02-2.55e-01-0.1557
51768TM7SF3A001-C-108HumanColorectumFAP1.50e-06-1.62e-01-0.0272
51768TM7SF3A002-C-205HumanColorectumFAP3.28e-08-2.55e-01-0.1236
51768TM7SF3A001-C-104HumanColorectumFAP1.75e-02-1.83e-010.0184
51768TM7SF3A015-C-006HumanColorectumFAP4.26e-03-1.46e-01-0.0994
51768TM7SF3A015-C-106HumanColorectumFAP4.69e-06-1.06e-01-0.0511
51768TM7SF3A002-C-114HumanColorectumFAP2.49e-06-2.36e-01-0.1561
51768TM7SF3A015-C-104HumanColorectumFAP6.55e-12-2.39e-01-0.1899
51768TM7SF3A001-C-014HumanColorectumFAP1.38e-10-2.30e-010.0135
51768TM7SF3A002-C-016HumanColorectumFAP7.31e-07-1.47e-010.0521
51768TM7SF3A015-C-002HumanColorectumFAP1.44e-02-2.29e-01-0.0763
51768TM7SF3A001-C-203HumanColorectumFAP8.77e-07-1.55e-01-0.0481
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0051222ColorectumADpositive regulation of protein transport106/3918303/187238.45e-095.08e-07106
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0050796ColorectumADregulation of insulin secretion54/3918165/187232.60e-043.25e-0354
GO:0051047ColorectumADpositive regulation of secretion90/3918310/187234.11e-044.66e-0390
GO:0030073ColorectumADinsulin secretion61/3918195/187234.28e-044.81e-0361
GO:1903532ColorectumADpositive regulation of secretion by cell82/3918282/187236.85e-047.00e-0382
GO:0006986ColorectumADresponse to unfolded protein45/3918137/187237.43e-047.48e-0345
GO:0015833ColorectumADpeptide transport77/3918264/187238.90e-048.60e-0377
GO:0034620ColorectumADcellular response to unfolded protein33/391896/187231.53e-031.29e-0233
GO:0090087ColorectumADregulation of peptide transport60/3918202/187231.94e-031.58e-0260
GO:0030072ColorectumADpeptide hormone secretion68/3918236/187232.39e-031.85e-0268
GO:0002791ColorectumADregulation of peptide secretion59/3918200/187232.50e-031.92e-0259
GO:0090276ColorectumADregulation of peptide hormone secretion58/3918196/187232.51e-031.92e-0258
GO:0002790ColorectumADpeptide secretion69/3918242/187232.97e-032.22e-0269
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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
TM7SF3SNVMissense_Mutationc.1068N>Gp.Ser356Argp.S356RQ9NS93protein_codingtolerated(0.09)possibly_damaging(0.65)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
TM7SF3SNVMissense_Mutationnovelc.1316N>Cp.Gly439Alap.G439AQ9NS93protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
TM7SF3SNVMissense_Mutationc.1026C>Gp.Ile342Metp.I342MQ9NS93protein_codingdeleterious(0.02)benign(0.09)TCGA-E2-A1BC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TM7SF3SNVMissense_Mutationc.1704N>Cp.Leu568Phep.L568FQ9NS93protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EW-A1OY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TM7SF3SNVMissense_Mutationc.1515A>Cp.Arg505Serp.R505SQ9NS93protein_codingdeleterious(0.01)benign(0.413)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TM7SF3SNVMissense_Mutationnovelc.140G>Cp.Arg47Thrp.R47TQ9NS93protein_codingdeleterious(0.04)benign(0.037)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TM7SF3SNVMissense_Mutationnovelc.1694N>Ap.Arg565Lysp.R565KQ9NS93protein_codingdeleterious(0.02)possibly_damaging(0.679)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TM7SF3SNVMissense_Mutationnovelc.1246G>Ap.Ala416Thrp.A416TQ9NS93protein_codingtolerated(0.4)benign(0.012)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TM7SF3SNVMissense_Mutationc.101N>Cp.Glu34Alap.E34AQ9NS93protein_codingtolerated(0.09)probably_damaging(0.984)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TM7SF3SNVMissense_Mutationrs762862395c.1069N>Ap.Val357Ilep.V357IQ9NS93protein_codingtolerated(0.69)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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