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: HTRA2

Gene summary for HTRA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HTRA2

Gene ID

27429

Gene nameHtrA serine peptidase 2
Gene AliasMGCA8
Cytomap2p13.1
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

O43464


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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
27429HTRA2LZE4THumanEsophagusESCC5.46e-123.98e-010.0811
27429HTRA2LZE7THumanEsophagusESCC1.69e-031.81e-010.0667
27429HTRA2LZE8THumanEsophagusESCC2.09e-021.22e-010.067
27429HTRA2LZE20THumanEsophagusESCC1.96e-052.04e-010.0662
27429HTRA2LZE22THumanEsophagusESCC2.94e-032.95e-010.068
27429HTRA2LZE24THumanEsophagusESCC4.76e-296.79e-010.0596
27429HTRA2LZE21THumanEsophagusESCC1.07e-043.82e-010.0655
27429HTRA2LZE6THumanEsophagusESCC5.23e-043.43e-010.0845
27429HTRA2P1T-EHumanEsophagusESCC9.80e-073.80e-010.0875
27429HTRA2P2T-EHumanEsophagusESCC2.58e-387.47e-010.1177
27429HTRA2P4T-EHumanEsophagusESCC9.34e-296.51e-010.1323
27429HTRA2P5T-EHumanEsophagusESCC8.03e-183.84e-010.1327
27429HTRA2P8T-EHumanEsophagusESCC7.24e-151.99e-010.0889
27429HTRA2P9T-EHumanEsophagusESCC1.78e-163.34e-010.1131
27429HTRA2P10T-EHumanEsophagusESCC3.10e-143.08e-010.116
27429HTRA2P11T-EHumanEsophagusESCC1.55e-125.29e-010.1426
27429HTRA2P12T-EHumanEsophagusESCC1.87e-326.05e-010.1122
27429HTRA2P15T-EHumanEsophagusESCC1.40e-164.27e-010.1149
27429HTRA2P16T-EHumanEsophagusESCC1.78e-376.71e-010.1153
27429HTRA2P17T-EHumanEsophagusESCC1.48e-154.67e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa042156EsophagusESCCApoptosis - multiple species25/420532/84659.13e-042.92e-031.49e-0325
hsa05012310EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0421511EsophagusESCCApoptosis - multiple species25/420532/84659.13e-042.92e-031.49e-0325
hsa0501214LiverCirrhoticParkinson disease158/2530266/84653.62e-246.02e-223.71e-22158
hsa0502214LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa042106LiverCirrhoticApoptosis58/2530136/84659.84e-045.55e-033.42e-0358
hsa0501215LiverCirrhoticParkinson disease158/2530266/84653.62e-246.02e-223.71e-22158
hsa0502215LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0421011LiverCirrhoticApoptosis58/2530136/84659.84e-045.55e-033.42e-0358
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa042102LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa042103LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
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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
HTRA2SNVMissense_Mutationnovelc.84N>Tp.Arg28Serp.R28SO43464protein_codingtolerated_low_confidence(0.32)benign(0.007)TCGA-JW-A5VG-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
HTRA2SNVMissense_Mutationrs201615648c.1031G>Ap.Arg344Hisp.R344HO43464protein_codingdeleterious(0.01)probably_damaging(0.925)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HTRA2SNVMissense_Mutationnovelc.191G>Ap.Gly64Glup.G64EO43464protein_codingdeleterious_low_confidence(0)benign(0.338)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
HTRA2SNVMissense_Mutationrs755545814c.1057N>Ap.Gly353Argp.G353RO43464protein_codingdeleterious(0.04)possibly_damaging(0.548)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HTRA2deletionFrame_Shift_Delnovelc.370delNp.Gly125ValfsTer84p.G125Vfs*84O43464protein_codingTCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
HTRA2SNVMissense_Mutationrs746881352c.1156N>Ap.Asp386Asnp.D386NO43464protein_codingtolerated(0.17)probably_damaging(0.993)TCGA-AJ-A8CT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HTRA2SNVMissense_Mutationnovelc.699N>Tp.Arg233Serp.R233SO43464protein_codingdeleterious(0)benign(0.179)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
HTRA2SNVMissense_Mutationrs772099633c.1295N>Ap.Arg432Glnp.R432QO43464protein_codingtolerated(0.17)probably_damaging(0.986)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HTRA2SNVMissense_Mutationnovelc.1289N>Tp.Ala430Valp.A430VO43464protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
HTRA2SNVMissense_Mutationc.1078N>Tp.Arg360Cysp.R360CO43464protein_codingdeleterious(0.02)benign(0.146)TCGA-B5-A11E-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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