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: DHX38

Gene summary for DHX38

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHX38

Gene ID

9785

Gene nameDEAH-box helicase 38
Gene AliasDDX38
Cytomap16q22.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q92620


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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
9785DHX38LZE4THumanEsophagusESCC2.41e-093.69e-010.0811
9785DHX38LZE7THumanEsophagusESCC1.13e-073.66e-010.0667
9785DHX38LZE8THumanEsophagusESCC5.19e-052.26e-010.067
9785DHX38LZE24THumanEsophagusESCC2.43e-082.18e-010.0596
9785DHX38P1T-EHumanEsophagusESCC2.70e-075.33e-010.0875
9785DHX38P2T-EHumanEsophagusESCC5.28e-141.39e-010.1177
9785DHX38P4T-EHumanEsophagusESCC1.04e-081.42e-010.1323
9785DHX38P5T-EHumanEsophagusESCC1.00e-121.42e-010.1327
9785DHX38P8T-EHumanEsophagusESCC1.57e-172.94e-010.0889
9785DHX38P9T-EHumanEsophagusESCC1.28e-091.85e-010.1131
9785DHX38P10T-EHumanEsophagusESCC4.19e-171.37e-010.116
9785DHX38P11T-EHumanEsophagusESCC1.05e-032.69e-010.1426
9785DHX38P12T-EHumanEsophagusESCC2.06e-111.75e-010.1122
9785DHX38P15T-EHumanEsophagusESCC1.14e-112.40e-010.1149
9785DHX38P16T-EHumanEsophagusESCC1.84e-059.55e-020.1153
9785DHX38P17T-EHumanEsophagusESCC3.54e-082.34e-010.1278
9785DHX38P20T-EHumanEsophagusESCC1.76e-203.10e-010.1124
9785DHX38P21T-EHumanEsophagusESCC4.27e-182.84e-010.1617
9785DHX38P22T-EHumanEsophagusESCC1.40e-142.03e-010.1236
9785DHX38P23T-EHumanEsophagusESCC1.65e-224.28e-010.108
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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
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: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
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:0000375113ThyroidPTCRNA splicing, via transesterification reactions202/5968324/187236.81e-303.91e-27202
GO:0000377113ThyroidPTCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile199/5968320/187232.96e-291.44e-26199
GO:0000398113ThyroidPTCmRNA splicing, via spliceosome199/5968320/187232.96e-291.44e-26199
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
DHX38SNVMissense_Mutationc.2715N>Ap.Asp905Glup.D905EQ92620protein_codingdeleterious(0.01)possibly_damaging(0.867)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DHX38SNVMissense_Mutationnovelc.121N>Tp.Ala41Serp.A41SQ92620protein_codingtolerated(0.24)benign(0.023)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
DHX38SNVMissense_Mutationrs372776663c.133N>Tp.Arg45Cysp.R45CQ92620protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DHX38SNVMissense_Mutationc.731G>Ap.Arg244Glnp.R244QQ92620protein_codingtolerated(0.3)benign(0.007)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX38SNVMissense_Mutationc.952G>Ap.Asp318Asnp.D318NQ92620protein_codingtolerated(0.1)benign(0.142)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DHX38SNVMissense_Mutationnovelc.673T>Cp.Ser225Prop.S225PQ92620protein_codingtolerated(0.21)benign(0.003)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DHX38insertionFrame_Shift_Insnovelc.1718_1719insGGTGCCCTTGGTCTCCCATGTTTACCCAGGAGCTCTTTTTCp.Tyr574ValfsTer20p.Y574Vfs*20Q92620protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DHX38insertionIn_Frame_Insnovelc.3008_3009insGAGGCGGCCCCGGGAGCCp.Val1003_Pro1004insArgArgProArgGluProp.V1003_P1004insRRPREPQ92620protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX38insertionFrame_Shift_Insnovelc.3043_3044insGGTGCTGCTGCTCAAGTCCCTCGGGGTGCAGGp.Tyr1015TrpfsTer54p.Y1015Wfs*54Q92620protein_codingTCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
DHX38deletionFrame_Shift_Delrs767582321c.2822_2829delNNNNNNNNp.Thr942AlafsTer20p.T942Afs*20Q92620protein_codingTCGA-AC-A3EH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
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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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