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: DHX15

Gene summary for DHX15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHX15

Gene ID

1665

Gene nameDEAH-box helicase 15
Gene AliasDBP1
Cytomap4p15.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O43143


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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
1665DHX15HTA11_3410_2000001011HumanColorectumAD2.82e-16-6.33e-010.0155
1665DHX15HTA11_2487_2000001011HumanColorectumSER4.33e-03-4.36e-01-0.1808
1665DHX15HTA11_3361_2000001011HumanColorectumAD6.34e-03-5.30e-01-0.1207
1665DHX15HTA11_696_2000001011HumanColorectumAD3.39e-09-4.29e-01-0.1464
1665DHX15HTA11_866_2000001011HumanColorectumAD1.02e-04-3.48e-01-0.1001
1665DHX15HTA11_866_3004761011HumanColorectumAD6.86e-03-3.91e-010.096
1665DHX15HTA11_10711_2000001011HumanColorectumAD1.19e-03-4.92e-010.0338
1665DHX15HTA11_7696_3000711011HumanColorectumAD1.54e-11-4.61e-010.0674
1665DHX15HTA11_99999974143_84620HumanColorectumMSS2.06e-10-4.47e-010.3005
1665DHX15F007HumanColorectumFAP2.16e-02-2.08e-010.1176
1665DHX15A002-C-010HumanColorectumFAP7.51e-03-1.40e-010.242
1665DHX15A001-C-207HumanColorectumFAP7.31e-03-2.27e-010.1278
1665DHX15A015-C-203HumanColorectumFAP5.09e-35-4.22e-01-0.1294
1665DHX15A015-C-204HumanColorectumFAP1.36e-04-3.13e-01-0.0228
1665DHX15A014-C-040HumanColorectumFAP3.02e-04-3.60e-01-0.1184
1665DHX15A002-C-201HumanColorectumFAP4.23e-14-3.28e-010.0324
1665DHX15A002-C-203HumanColorectumFAP1.92e-05-1.44e-010.2786
1665DHX15A001-C-119HumanColorectumFAP3.90e-05-4.18e-01-0.1557
1665DHX15A001-C-108HumanColorectumFAP6.18e-18-2.52e-01-0.0272
1665DHX15A002-C-205HumanColorectumFAP9.26e-21-4.20e-01-0.1236
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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
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
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
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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00096362ColorectumMSSresponse to toxic substance73/3467262/187231.26e-041.94e-0373
GO:00083804ColorectumFAPRNA splicing108/2622434/187237.90e-101.86e-07108
GO:00096363ColorectumFAPresponse to toxic substance53/2622262/187233.35e-032.46e-0253
GO:00083805ColorectumCRCRNA splicing90/2078434/187232.80e-097.97e-0790
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:000963612LiverCirrhoticresponse to toxic substance104/4634262/187235.63e-081.74e-06104
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000963622LiverHCCresponse to toxic substance153/7958262/187231.37e-072.58e-06153
GO:00432791LiverHCCresponse to alkaloid62/7958115/187238.79e-033.42e-0262
GO:00083808LungIACRNA splicing75/2061434/187234.89e-051.12e-0375
GO:000838013LungAISRNA splicing68/1849434/187238.50e-052.11e-0368
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
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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
DHX15SNVMissense_Mutationc.1861G>Ap.Asp621Asnp.D621NO43143protein_codingtolerated(0.07)probably_damaging(0.984)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX15SNVMissense_Mutationnovelc.1714G>Ap.Ala572Thrp.A572TO43143protein_codingdeleterious(0)probably_damaging(0.919)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX15SNVMissense_Mutationnovelc.1083A>Cp.Glu361Aspp.E361DO43143protein_codingdeleterious(0)possibly_damaging(0.865)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX15SNVMissense_Mutationc.1495N>Ap.Tyr499Asnp.Y499NO43143protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AN-A0XV-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DHX15SNVMissense_Mutationc.2021N>Tp.Pro674Leup.P674LO43143protein_codingtolerated(0.1)benign(0.012)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DHX15SNVMissense_Mutationc.1568T>Cp.Val523Alap.V523AO43143protein_codingdeleterious(0.02)possibly_damaging(0.697)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX15SNVMissense_Mutationnovelc.1511N>Ap.Arg504Hisp.R504HO43143protein_codingdeleterious(0)probably_damaging(0.981)TCGA-E9-A54X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX15SNVMissense_Mutationnovelc.2221C>Gp.Leu741Valp.L741VO43143protein_codingdeleterious(0.02)possibly_damaging(0.794)TCGA-E9-A5FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX15insertionNonsense_Mutationnovelc.1230_1231insATTCCTTTGCTAGTTGTCAGTCTTTTCAACTGACAAAAGGAAp.Asn410_Gly411insIleProLeuLeuValValSerLeuPheAsnTerGlnLysGlup.N410_G411insIPLLVVSLFN*QKEO43143protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
DHX15SNVMissense_Mutationc.178N>Cp.Glu60Glnp.E60QO43143protein_codingtolerated_low_confidence(0.46)benign(0.031)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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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