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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: HTRA1

Gene summary for HTRA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HTRA1

Gene ID

5654

Gene nameHtrA serine peptidase 1
Gene AliasARMD7
Cytomap10q26.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q92743


Top

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
5654HTRA1AEH-subject1HumanEndometriumAEH7.25e-21-4.36e-01-0.3059
5654HTRA1AEH-subject2HumanEndometriumAEH5.42e-13-3.81e-01-0.2525
5654HTRA1AEH-subject3HumanEndometriumAEH9.13e-04-2.88e-01-0.2576
5654HTRA1AEH-subject4HumanEndometriumAEH8.66e-07-3.47e-01-0.2657
5654HTRA1AEH-subject5HumanEndometriumAEH6.72e-29-5.23e-01-0.2953
5654HTRA1EEC-subject1HumanEndometriumEEC2.44e-05-2.38e-01-0.2682
5654HTRA1EEC-subject2HumanEndometriumEEC1.19e-24-5.17e-01-0.2607
5654HTRA1EEC-subject3HumanEndometriumEEC2.77e-33-4.31e-01-0.2525
5654HTRA1EEC-subject4HumanEndometriumEEC3.48e-13-4.06e-01-0.2571
5654HTRA1EEC-subject5HumanEndometriumEEC2.32e-16-4.48e-01-0.249
5654HTRA1GSM5276934HumanEndometriumEEC2.53e-06-2.18e-01-0.0913
5654HTRA1GSM5276935HumanEndometriumEEC1.20e-02-2.85e-01-0.123
5654HTRA1GSM5276937HumanEndometriumEEC1.97e-12-4.10e-01-0.0897
5654HTRA1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.23e-23-4.07e-01-0.1869
5654HTRA1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.98e-23-4.24e-01-0.1875
5654HTRA1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.84e-21-4.58e-01-0.1883
5654HTRA1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC7.20e-20-7.10e-02-0.1934
5654HTRA1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.80e-37-5.60e-01-0.1917
5654HTRA1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.61e-38-5.60e-01-0.1916
5654HTRA1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.25e-12-3.72e-01-0.1269
Page: 1 2 3 4 5 6 7 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00614589EndometriumAEHreproductive system development88/2100427/187239.50e-096.41e-0788
GO:00486089EndometriumAEHreproductive structure development87/2100424/187231.43e-089.12e-0787
GO:00018909EndometriumAEHplacenta development39/2100144/187231.07e-075.20e-0639
GO:00506738EndometriumAEHepithelial cell proliferation84/2100437/187234.88e-071.94e-0584
GO:00506788EndometriumAEHregulation of epithelial cell proliferation73/2100381/187233.04e-068.44e-0573
GO:00715596EndometriumAEHresponse to transforming growth factor beta53/2100256/187237.01e-061.69e-0453
GO:00071787EndometriumAEHtransmembrane receptor protein serine/threonine kinase signaling pathway67/2100355/187231.28e-052.80e-0467
GO:00715606EndometriumAEHcellular response to transforming growth factor beta stimulus51/2100250/187231.59e-053.32e-0451
GO:00506795EndometriumAEHpositive regulation of epithelial cell proliferation43/2100207/187234.55e-057.61e-0443
GO:00305092EndometriumAEHBMP signaling pathway32/2100152/187233.15e-043.54e-0332
GO:00096159EndometriumAEHresponse to virus63/2100367/187233.81e-044.10e-0363
GO:00071796EndometriumAEHtransforming growth factor beta receptor signaling pathway38/2100198/187236.41e-046.23e-0338
GO:00717722EndometriumAEHresponse to BMP32/2100165/187231.38e-031.16e-0232
GO:00717732EndometriumAEHcellular response to BMP stimulus32/2100165/187231.38e-031.16e-0232
GO:00026838EndometriumAEHnegative regulation of immune system process69/2100434/187231.76e-031.41e-0269
GO:00900922EndometriumAEHregulation of transmembrane receptor protein serine/threonine kinase signaling pathway43/2100256/187234.47e-032.93e-0243
GO:006145815EndometriumEECreproductive system development91/2168427/187234.54e-093.13e-0791
GO:004860814EndometriumEECreproductive structure development90/2168424/187236.77e-094.41e-0790
GO:000189015EndometriumEECplacenta development40/2168144/187238.31e-084.23e-0640
GO:005067315EndometriumEECepithelial cell proliferation83/2168437/187233.38e-069.14e-0583
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
HTRA1SNVMissense_Mutationc.1367N>Tp.Ser456Ilep.S456IQ92743protein_codingdeleterious(0.03)benign(0.396)TCGA-AC-A2FG-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
HTRA1SNVMissense_Mutationrs750423045c.806N>Ap.Arg269Hisp.R269HQ92743protein_codingtolerated(0.42)benign(0.023)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HTRA1SNVMissense_Mutationrs773859508c.1157N>Ap.Arg386Glnp.R386QQ92743protein_codingtolerated(0.06)possibly_damaging(0.458)TCGA-EW-A1IY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
HTRA1SNVMissense_Mutationrs751200867c.1297G>Ap.Val433Ilep.V433IQ92743protein_codingtolerated(0.46)benign(0.13)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
HTRA1insertionFrame_Shift_Insnovelc.755_756insTCCTTTATp.Leu253ProfsTer48p.L253Pfs*48Q92743protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
HTRA1SNVMissense_Mutationrs587776445c.821N>Ap.Arg274Glnp.R274QQ92743protein_codingtolerated(0.05)possibly_damaging(0.899)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HTRA1SNVMissense_Mutationrs587776449c.961N>Ap.Ala321Thrp.A321TQ92743protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HTRA1SNVMissense_Mutationc.743N>Cp.Lys248Thrp.K248TQ92743protein_codingdeleterious(0)possibly_damaging(0.697)TCGA-AA-3819-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HTRA1SNVMissense_Mutationc.1322N>Tp.Ser441Phep.S441FQ92743protein_codingdeleterious(0)possibly_damaging(0.656)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HTRA1SNVMissense_Mutationc.568N>Tp.Arg190Cysp.R190CQ92743protein_codingtolerated(0.18)probably_damaging(0.938)TCGA-AA-3980-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 

Top

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
5654HTRA1ENZYME, DRUGGABLE GENOME, PROTEASEbevacizumabBEVACIZUMAB22594510,23559864,23842101,23337555
5654HTRA1ENZYME, DRUGGABLE GENOME, PROTEASEranibizumabRANIBIZUMAB22594510,23559864,23842101,23337555
5654HTRA1ENZYME, DRUGGABLE GENOME, PROTEASEHYDROGEN PEROXIDE10517331
Page: 1