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: TMPRSS4

Gene summary for TMPRSS4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMPRSS4

Gene ID

56649

Gene nametransmembrane serine protease 4
Gene AliasCAP2
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9NRS4


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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
56649TMPRSS4CA_HPV_2HumanCervixCC2.95e-042.88e-010.0391
56649TMPRSS4HSIL_HPV_1HumanCervixHSIL_HPV2.04e-02-1.35e-010.0116
56649TMPRSS4CCI_1HumanCervixCC2.20e-091.04e+000.528
56649TMPRSS4CCI_2HumanCervixCC1.33e-026.81e-010.5249
56649TMPRSS4TumorHumanCervixCC6.25e-093.82e-010.1241
56649TMPRSS4sample3HumanCervixCC1.23e-386.78e-010.1387
56649TMPRSS4H2HumanCervixHSIL_HPV2.84e-185.51e-010.0632
56649TMPRSS4T3HumanCervixCC2.61e-306.52e-010.1389
56649TMPRSS4HTA11_3410_2000001011HumanColorectumAD1.44e-09-4.88e-010.0155
56649TMPRSS4HTA11_1938_2000001011HumanColorectumAD1.18e-107.91e-01-0.0811
56649TMPRSS4HTA11_78_2000001011HumanColorectumAD4.74e-055.99e-01-0.1088
56649TMPRSS4HTA11_347_2000001011HumanColorectumAD4.29e-391.17e+00-0.1954
56649TMPRSS4HTA11_411_2000001011HumanColorectumSER3.04e-091.22e+00-0.2602
56649TMPRSS4HTA11_83_2000001011HumanColorectumSER5.90e-046.26e-01-0.1526
56649TMPRSS4HTA11_696_2000001011HumanColorectumAD8.79e-075.71e-01-0.1464
56649TMPRSS4HTA11_1391_2000001011HumanColorectumAD1.07e-025.84e-01-0.059
56649TMPRSS4HTA11_99999965062_69753HumanColorectumMSI-H1.60e-028.79e-010.3487
56649TMPRSS4HTA11_99999971662_82457HumanColorectumMSS1.54e-139.52e-010.3859
56649TMPRSS4F007HumanColorectumFAP1.60e-08-5.12e-010.1176
56649TMPRSS4A002-C-010HumanColorectumFAP2.88e-10-4.21e-010.242
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:005212610CervixCCmovement in host environment52/2311175/187237.03e-108.76e-0852
GO:004440910CervixCCentry into host47/2311151/187238.45e-101.03e-0747
GO:005170110CervixCCbiological process involved in interaction with host57/2311203/187231.18e-091.41e-0757
GO:004671810CervixCCviral entry into host cell44/2311144/187235.47e-095.03e-0744
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:005079210CervixCCregulation of viral process38/2311164/187238.12e-051.10e-0338
GO:190390010CervixCCregulation of viral life cycle33/2311148/187234.86e-044.76e-0333
GO:00523728CervixCCmodulation by symbiont of entry into host15/231149/187235.81e-045.52e-0315
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:004390310CervixCCregulation of biological process involved in symbiotic interaction19/231172/187239.11e-047.81e-0319
GO:00465988CervixCCpositive regulation of viral entry into host cell5/231111/187236.92e-033.74e-025
GO:00752948CervixCCpositive regulation by symbiont of entry into host5/231111/187236.92e-033.74e-025
GO:004440915CervixHSIL_HPVentry into host24/737151/187235.42e-097.61e-0724
GO:005212615CervixHSIL_HPVmovement in host environment25/737175/187232.41e-082.18e-0625
GO:001905815CervixHSIL_HPVviral life cycle35/737317/187233.94e-083.17e-0635
GO:004440315CervixHSIL_HPVbiological process involved in symbiotic interaction33/737290/187234.67e-083.59e-0633
GO:004671815CervixHSIL_HPVviral entry into host cell22/737144/187234.88e-083.62e-0622
GO:001603215CervixHSIL_HPVviral process41/737415/187236.43e-084.49e-0641
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516414CervixCCInfluenza A43/1267171/84653.03e-041.64e-039.68e-0443
hsa0516415CervixCCInfluenza A43/1267171/84653.03e-041.64e-039.68e-0443
hsa0516422CervixHSIL_HPVInfluenza A23/459171/84654.65e-056.48e-045.24e-0423
hsa0516432CervixHSIL_HPVInfluenza A23/459171/84654.65e-056.48e-045.24e-0423
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516412LungIACInfluenza A35/1053171/84651.82e-031.00e-026.66e-0335
hsa0516413LungIACInfluenza A35/1053171/84651.82e-031.00e-026.66e-0335
hsa0516418Oral cavityOSCCInfluenza A116/3704171/84651.23e-101.78e-099.08e-10116
hsa0516419Oral cavityOSCCInfluenza A116/3704171/84651.23e-101.78e-099.08e-10116
hsa0516424Oral cavityLPInfluenza A80/2418171/84652.56e-073.41e-062.20e-0680
hsa0516434Oral cavityLPInfluenza A80/2418171/84652.56e-073.41e-062.20e-0680
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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
TMPRSS4SNVMissense_Mutationc.1186N>Ap.Asp396Asnp.D396NQ9NRS4protein_codingtolerated(0.29)possibly_damaging(0.505)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
TMPRSS4SNVMissense_Mutationc.295N>Cp.Gly99Argp.G99RQ9NRS4protein_codingtolerated(0.11)benign(0.003)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMPRSS4SNVMissense_Mutationnovelc.1109T>Gp.Met370Argp.M370RQ9NRS4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
TMPRSS4SNVMissense_Mutationrs781599975c.673N>Ap.Asp225Asnp.D225NQ9NRS4protein_codingtolerated(0.97)benign(0.003)TCGA-E9-A1R0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TMPRSS4SNVMissense_Mutationnovelc.1037N>Tp.Ala346Valp.A346VQ9NRS4protein_codingdeleterious(0)possibly_damaging(0.632)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMPRSS4SNVMissense_Mutationrs774877636c.341N>Gp.Gln114Argp.Q114RQ9NRS4protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMPRSS4SNVMissense_Mutationc.523N>Tp.Arg175Cysp.R175CQ9NRS4protein_codingdeleterious(0)benign(0.394)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMPRSS4SNVMissense_Mutationrs144820624c.524N>Ap.Arg175Hisp.R175HQ9NRS4protein_codingtolerated(0.17)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMPRSS4SNVMissense_Mutationrs762712812c.1289N>Gp.Tyr430Cysp.Y430CQ9NRS4protein_codingdeleterious(0)possibly_damaging(0.784)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMPRSS4SNVMissense_Mutationnovelc.939C>Ap.Phe313Leup.F313LQ9NRS4protein_codingdeleterious(0.01)benign(0.406)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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