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: DHX35

Gene summary for DHX35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHX35

Gene ID

60625

Gene nameDEAH-box helicase 35
Gene AliasC20orf15
Cytomap20q11.23-q12
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q9H5Z1


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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
60625DHX35LZE4THumanEsophagusESCC3.99e-061.54e-010.0811
60625DHX35LZE7THumanEsophagusESCC3.93e-031.95e-010.0667
60625DHX35LZE20THumanEsophagusESCC4.89e-051.23e-010.0662
60625DHX35LZE24THumanEsophagusESCC3.71e-142.20e-010.0596
60625DHX35P1T-EHumanEsophagusESCC1.54e-031.46e-010.0875
60625DHX35P2T-EHumanEsophagusESCC2.92e-142.14e-010.1177
60625DHX35P4T-EHumanEsophagusESCC9.57e-101.84e-010.1323
60625DHX35P5T-EHumanEsophagusESCC2.83e-041.18e-010.1327
60625DHX35P8T-EHumanEsophagusESCC8.80e-061.54e-010.0889
60625DHX35P9T-EHumanEsophagusESCC7.36e-038.91e-020.1131
60625DHX35P10T-EHumanEsophagusESCC3.69e-173.15e-010.116
60625DHX35P11T-EHumanEsophagusESCC4.72e-062.75e-010.1426
60625DHX35P12T-EHumanEsophagusESCC1.25e-235.27e-010.1122
60625DHX35P15T-EHumanEsophagusESCC1.14e-193.32e-010.1149
60625DHX35P16T-EHumanEsophagusESCC4.96e-242.90e-010.1153
60625DHX35P17T-EHumanEsophagusESCC3.98e-041.71e-010.1278
60625DHX35P20T-EHumanEsophagusESCC4.14e-071.59e-010.1124
60625DHX35P21T-EHumanEsophagusESCC1.06e-071.57e-010.1617
60625DHX35P22T-EHumanEsophagusESCC1.73e-132.38e-010.1236
60625DHX35P23T-EHumanEsophagusESCC3.45e-202.09e-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
∗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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
DHX35SNVMissense_Mutationc.741C>Gp.Ile247Metp.I247MQ9H5Z1protein_codingdeleterious(0.03)possibly_damaging(0.581)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DHX35SNVMissense_Mutationc.994T>Cp.Ser332Prop.S332PQ9H5Z1protein_codingtolerated(1)benign(0.003)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHX35SNVMissense_Mutationnovelc.689N>Tp.Arg230Metp.R230MQ9H5Z1protein_codingtolerated(0.05)benign(0.087)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DHX35SNVMissense_Mutationrs149661086c.1607N>Ap.Arg536Hisp.R536HQ9H5Z1protein_codingdeleterious(0.02)benign(0.12)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DHX35SNVMissense_Mutationnovelc.454N>Gp.Leu152Valp.L152VQ9H5Z1protein_codingtolerated(0.15)benign(0.01)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DHX35SNVMissense_Mutationc.391N>Ap.Glu131Lysp.E131KQ9H5Z1protein_codingdeleterious(0.04)possibly_damaging(0.825)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
DHX35SNVMissense_Mutationnovelc.1845N>Ap.Phe615Leup.F615LQ9H5Z1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
DHX35SNVMissense_Mutationnovelc.1943N>Gp.Lys648Argp.K648RQ9H5Z1protein_codingtolerated(0.12)benign(0.012)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DHX35SNVMissense_Mutationnovelc.1657N>Ap.Glu553Lysp.E553KQ9H5Z1protein_codingtolerated(0.74)benign(0.011)TCGA-AA-3819-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DHX35SNVMissense_Mutationrs138301896c.1192N>Tp.Arg398Cysp.R398CQ9H5Z1protein_codingdeleterious(0.03)probably_damaging(0.963)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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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