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: ST14

Gene summary for ST14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST14

Gene ID

6768

Gene nameST14 transmembrane serine protease matriptase
Gene AliasARCI11
Cytomap11q24.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y5Y6


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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
6768ST14HTA11_2487_2000001011HumanColorectumSER5.43e-149.40e-01-0.1808
6768ST14HTA11_1938_2000001011HumanColorectumAD6.16e-151.02e+00-0.0811
6768ST14HTA11_347_2000001011HumanColorectumAD2.74e-461.25e+00-0.1954
6768ST14HTA11_411_2000001011HumanColorectumSER2.62e-141.93e+00-0.2602
6768ST14HTA11_2112_2000001011HumanColorectumSER1.43e-161.49e+00-0.2196
6768ST14HTA11_3361_2000001011HumanColorectumAD1.57e-129.54e-01-0.1207
6768ST14HTA11_83_2000001011HumanColorectumSER1.52e-139.74e-01-0.1526
6768ST14HTA11_696_2000001011HumanColorectumAD4.24e-391.25e+00-0.1464
6768ST14HTA11_866_2000001011HumanColorectumAD2.90e-197.88e-01-0.1001
6768ST14HTA11_1391_2000001011HumanColorectumAD1.84e-221.19e+00-0.059
6768ST14HTA11_2992_2000001011HumanColorectumSER3.83e-047.27e-01-0.1706
6768ST14HTA11_5212_2000001011HumanColorectumAD4.70e-099.95e-01-0.2061
6768ST14HTA11_5216_2000001011HumanColorectumSER3.42e-089.10e-01-0.1462
6768ST14HTA11_546_2000001011HumanColorectumAD8.41e-161.10e+00-0.0842
6768ST14HTA11_866_3004761011HumanColorectumAD1.74e-251.10e+000.096
6768ST14HTA11_8622_2000001021HumanColorectumSER5.15e-057.56e-010.0528
6768ST14HTA11_7663_2000001011HumanColorectumSER6.11e-141.18e+000.0131
6768ST14HTA11_10623_2000001011HumanColorectumAD9.32e-141.01e+00-0.0177
6768ST14HTA11_6801_2000001011HumanColorectumSER4.73e-058.03e-010.0171
6768ST14HTA11_10711_2000001011HumanColorectumAD3.05e-127.75e-010.0338
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:006071122SkincSCClabyrinthine layer development23/486444/187231.74e-041.49e-0323
GO:006071323SkincSCClabyrinthine layer morphogenesis14/486422/187232.22e-041.83e-0314
GO:001402015SkincSCCprimary neural tube formation39/486494/187237.37e-045.15e-0339
GO:000184315SkincSCCneural tube closure37/486488/187237.39e-045.15e-0337
GO:006060615SkincSCCtube closure37/486489/187239.52e-046.47e-0337
GO:000184117SkincSCCneural tube formation41/4864102/187231.16e-037.61e-0341
GO:000183822SkincSCCembryonic epithelial tube formation47/4864121/187231.26e-038.18e-0347
GO:001633113SkincSCCmorphogenesis of embryonic epithelium55/4864147/187231.45e-039.11e-0355
GO:003514822SkincSCCtube formation54/4864148/187233.00e-031.66e-0254
GO:007217521SkincSCCepithelial tube formation49/4864132/187233.06e-031.68e-0249
GO:006067013SkincSCCbranching involved in labyrinthine layer morphogenesis8/486413/187237.25e-033.44e-028
GO:00020646StomachGCepithelial cell development30/1159220/187233.92e-059.90e-0430
GO:0003382StomachGCepithelial cell morphogenesis8/115933/187237.27e-049.50e-038
GO:00085443StomachGCepidermis development33/1159324/187233.43e-032.96e-0233
GO:00099134StomachGCepidermal cell differentiation23/1159202/187233.50e-033.02e-0223
GO:000206411StomachCAG with IMepithelial cell development29/1050220/187231.64e-055.16e-0429
GO:00033821StomachCAG with IMepithelial cell morphogenesis7/105033/187232.02e-032.10e-027
GO:000991311StomachCAG with IMepidermal cell differentiation22/1050202/187232.23e-032.25e-0222
GO:000854411StomachCAG with IMepidermis development31/1050324/187232.66e-032.58e-0231
GO:000206421StomachCSGepithelial cell development28/1034220/187233.30e-059.05e-0428
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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
ST14SNVMissense_Mutationc.2086N>Tp.Arg696Cysp.R696CQ9Y5Y6protein_codingdeleterious(0)probably_damaging(0.973)TCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ST14SNVMissense_Mutationc.2174N>Tp.Ser725Phep.S725FQ9Y5Y6protein_codingdeleterious(0.01)possibly_damaging(0.575)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ST14SNVMissense_Mutationrs749681872c.113N>Cp.Phe38Serp.F38SQ9Y5Y6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-E2-A156-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ST14SNVMissense_Mutationc.1560N>Cp.Glu520Aspp.E520DQ9Y5Y6protein_codingdeleterious(0.02)probably_damaging(1)TCGA-E2-A1LI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ST14SNVMissense_Mutationnovelc.1622N>Tp.Ser541Ilep.S541IQ9Y5Y6protein_codingdeleterious(0.04)possibly_damaging(0.632)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
ST14SNVMissense_Mutationc.923N>Gp.Ser308Cysp.S308CQ9Y5Y6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
ST14SNVMissense_Mutationnovelc.1053N>Ap.Phe351Leup.F351LQ9Y5Y6protein_codingtolerated(0.08)benign(0.02)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
ST14SNVMissense_Mutationnovelc.2360G>Ap.Arg787Hisp.R787HQ9Y5Y6protein_codingdeleterious(0.03)possibly_damaging(0.572)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST14SNVMissense_Mutationc.1631N>Ap.Cys544Tyrp.C544YQ9Y5Y6protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ST14SNVMissense_Mutationnovelc.1193C>Tp.Pro398Leup.P398LQ9Y5Y6protein_codingtolerated(0.74)benign(0.029)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEUS8569313, Inhibitor 14
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEinhibitor252166696
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEUS8569313, Inhibitor 19
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEUS8569313, Inhibitor 18
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASESURAMINSURAMIN15590895
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEinhibitor405067326
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEPROTEASE INHIBITOR10373425
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEinhibitor252166825
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEUS8569313, Inhibitor 15
6768ST14ENZYME, DRUGGABLE GENOME, PROTEASEinhibitor252166691
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