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:19031465LiverCirrhoticregulation of autophagy of mitochondrion18/463433/187232.33e-042.11e-0318
GO:00067202LiverCirrhoticisoprenoid metabolic process46/4634116/187232.71e-042.41e-0346
GO:00619124LiverCirrhoticselective autophagy30/463468/187233.72e-043.12e-0330
GO:20010566LiverCirrhoticpositive regulation of cysteine-type endopeptidase activity55/4634148/187235.12e-044.06e-0355
GO:19004077LiverCirrhoticregulation of cellular response to oxidative stress36/463489/187237.79e-045.73e-0336
GO:19032143LiverCirrhoticregulation of protein targeting to mitochondrion21/463444/187237.88e-045.79e-0321
GO:00092666LiverCirrhoticresponse to temperature stimulus63/4634178/187239.38e-046.66e-0363
GO:00004235LiverCirrhoticmitophagy15/463428/187239.91e-046.98e-0315
GO:00067212LiverCirrhoticterpenoid metabolic process38/463497/187231.16e-037.89e-0338
GO:0006643LiverCirrhoticmembrane lipid metabolic process69/4634203/187231.89e-031.19e-0269
GO:00108223LiverCirrhoticpositive regulation of mitochondrion organization30/463474/187231.97e-031.23e-0230
GO:003526411LiverCirrhoticmulticellular organism growth47/4634132/187233.40e-031.89e-0247
GO:0035456LiverCirrhoticresponse to interferon-beta15/463432/187235.36e-032.73e-0215
GO:19032027LiverCirrhoticnegative regulation of oxidative stress-induced cell death22/463453/187235.36e-032.73e-0222
GO:19028827LiverCirrhoticregulation of response to oxidative stress36/463498/187235.44e-032.77e-0236
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
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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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