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:005170115CervixHSIL_HPVbiological process involved in interaction with host25/737203/187234.50e-072.36e-0525
GO:005237214CervixHSIL_HPVmodulation by symbiont of entry into host10/73749/187231.72e-055.26e-0410
GO:190390015CervixHSIL_HPVregulation of viral life cycle17/737148/187237.47e-051.71e-0317
GO:005079215CervixHSIL_HPVregulation of viral process18/737164/187238.43e-051.87e-0318
GO:004390314CervixHSIL_HPVregulation of biological process involved in symbiotic interaction11/73772/187231.10e-042.32e-0311
GO:00465965CervixHSIL_HPVregulation of viral entry into host cell8/73742/187232.00e-043.64e-038
GO:004659813CervixHSIL_HPVpositive regulation of viral entry into host cell4/73711/187236.30e-048.64e-034
GO:007529413CervixHSIL_HPVpositive regulation by symbiont of entry into host4/73711/187236.30e-048.64e-034
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0051701ColorectumADbiological process involved in interaction with host73/3918203/187235.08e-071.88e-0573
GO:0048524ColorectumADpositive regulation of viral process31/391865/187231.33e-064.23e-0531
GO:0052126ColorectumADmovement in host environment63/3918175/187232.85e-068.11e-0563
GO:0050792ColorectumADregulation of viral process59/3918164/187235.95e-061.52e-0459
GO:0046718ColorectumADviral entry into host cell51/3918144/187233.99e-057.16e-0451
GO:1903900ColorectumADregulation of viral life cycle51/3918148/187239.01e-051.38e-0351
GO:0044409ColorectumADentry into host51/3918151/187231.60e-042.21e-0351
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:1903902ColorectumADpositive regulation of viral life cycle14/391829/187239.40e-048.92e-0314
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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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