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: DHX16

Gene summary for DHX16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHX16

Gene ID

8449

Gene nameDEAH-box helicase 16
Gene AliasDBP2
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A1U9X7L7


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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
8449DHX16LZE2THumanEsophagusESCC3.12e-034.19e-010.082
8449DHX16LZE4THumanEsophagusESCC1.70e-091.76e-010.0811
8449DHX16LZE7THumanEsophagusESCC2.00e-042.88e-010.0667
8449DHX16LZE8THumanEsophagusESCC1.27e-051.65e-010.067
8449DHX16LZE21D1HumanEsophagusHGIN1.83e-022.16e-010.0632
8449DHX16LZE22THumanEsophagusESCC4.04e-023.42e-010.068
8449DHX16LZE24THumanEsophagusESCC6.25e-103.33e-010.0596
8449DHX16LZE6THumanEsophagusESCC5.44e-072.64e-010.0845
8449DHX16P1T-EHumanEsophagusESCC9.71e-084.48e-010.0875
8449DHX16P2T-EHumanEsophagusESCC3.30e-314.76e-010.1177
8449DHX16P4T-EHumanEsophagusESCC1.68e-185.03e-010.1323
8449DHX16P5T-EHumanEsophagusESCC1.80e-142.62e-010.1327
8449DHX16P8T-EHumanEsophagusESCC3.98e-152.43e-010.0889
8449DHX16P9T-EHumanEsophagusESCC1.23e-173.55e-010.1131
8449DHX16P10T-EHumanEsophagusESCC5.45e-171.95e-010.116
8449DHX16P11T-EHumanEsophagusESCC3.93e-094.07e-010.1426
8449DHX16P12T-EHumanEsophagusESCC1.75e-163.50e-010.1122
8449DHX16P15T-EHumanEsophagusESCC1.15e-123.44e-010.1149
8449DHX16P16T-EHumanEsophagusESCC2.90e-142.97e-010.1153
8449DHX16P17T-EHumanEsophagusESCC2.12e-155.38e-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:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:000037720EsophagusHGINRNA splicing, via transesterification reactions with bulged adenosine as nucleophile113/2587320/187231.24e-229.26e-20113
GO:000039820EsophagusHGINmRNA splicing, via spliceosome113/2587320/187231.24e-229.26e-20113
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
GO:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
GO:0000375110Oral cavityLPRNA splicing, via transesterification reactions181/4623324/187231.36e-331.70e-30181
GO:0000377110Oral cavityLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile179/4623320/187232.48e-332.22e-30179
GO:0000398110Oral cavityLPmRNA splicing, via spliceosome179/4623320/187232.48e-332.22e-30179
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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
DHX16SNVMissense_Mutationc.2207N>Tp.Arg736Leup.R736LO60231protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DHX16insertionNonsense_Mutationnovelc.2123_2124insATAGCAGCATTTATTTATAATp.Ser708_Leu709insTerp.S708_L709ins*O60231protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DHX16insertionFrame_Shift_Insnovelc.2122_2123insGTATGAAGAAATCCCGTTTCCAACGAAGGp.Ser708CysfsTer73p.S708Cfs*73O60231protein_codingTCGA-A7-A0D9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
DHX16insertionFrame_Shift_Insnovelc.2028_2029insATCTCTCCTTTCTTTTTAACTGTCTTCCCAGTGGp.Ala677IlefsTer13p.A677Ifs*13O60231protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX16insertionIn_Frame_Insnovelc.418_419insTATGTCATTGTTTTGGTTGTGCATp.Ala140delinsValCysHisCysPheGlyCysAlaSerp.A140delinsVCHCFGCASO60231protein_codingTCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
DHX16deletionFrame_Shift_Delc.3097delNp.Ile1033Terp.I1033*O60231protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX16insertionIn_Frame_Insnovelc.2646_2647insGGGATTACAGGTGTGAGCCACCATGCCCAGp.Leu882_Asn883insGlyIleThrGlyValSerHisHisAlaGlnp.L882_N883insGITGVSHHAQO60231protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DHX16insertionNonsense_Mutationnovelc.373_374insTGACCAATTTATCTCATATCTCTTCCTGAAATTGACTGTp.Arg125delinsLeuThrAsnLeuSerHisIleSerSerTerAsnTerLeuTrpp.R125delinsLTNLSHISS*N*LWO60231protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DHX16SNVMissense_Mutationnovelc.2114G>Ap.Gly705Aspp.G705DO60231protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DHX16SNVMissense_Mutationnovelc.121N>Ap.Glu41Lysp.E41KO60231protein_codingtolerated(0.76)benign(0.007)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
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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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