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: D2HGDH

Gene summary for D2HGDH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

D2HGDH

Gene ID

728294

Gene nameD-2-hydroxyglutarate dehydrogenase
Gene AliasD2HGD
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

B3KSR6


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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
728294D2HGDHLZE4THumanEsophagusESCC4.69e-025.50e-020.0811
728294D2HGDHLZE8THumanEsophagusESCC2.16e-029.99e-020.067
728294D2HGDHLZE24THumanEsophagusESCC1.78e-102.28e-010.0596
728294D2HGDHLZE21THumanEsophagusESCC3.46e-042.32e-010.0655
728294D2HGDHP1T-EHumanEsophagusESCC1.36e-035.11e-010.0875
728294D2HGDHP2T-EHumanEsophagusESCC9.99e-101.99e-010.1177
728294D2HGDHP4T-EHumanEsophagusESCC2.37e-061.45e-010.1323
728294D2HGDHP5T-EHumanEsophagusESCC5.15e-048.22e-020.1327
728294D2HGDHP8T-EHumanEsophagusESCC3.28e-142.33e-010.0889
728294D2HGDHP9T-EHumanEsophagusESCC2.82e-061.11e-010.1131
728294D2HGDHP10T-EHumanEsophagusESCC5.14e-221.82e-010.116
728294D2HGDHP12T-EHumanEsophagusESCC7.90e-131.85e-010.1122
728294D2HGDHP15T-EHumanEsophagusESCC4.33e-245.30e-010.1149
728294D2HGDHP16T-EHumanEsophagusESCC1.49e-071.87e-010.1153
728294D2HGDHP17T-EHumanEsophagusESCC4.84e-051.46e-010.1278
728294D2HGDHP20T-EHumanEsophagusESCC2.23e-255.68e-010.1124
728294D2HGDHP21T-EHumanEsophagusESCC6.52e-193.27e-010.1617
728294D2HGDHP22T-EHumanEsophagusESCC4.10e-102.91e-010.1236
728294D2HGDHP23T-EHumanEsophagusESCC3.55e-061.19e-010.108
728294D2HGDHP24T-EHumanEsophagusESCC5.13e-061.41e-010.1287
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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:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
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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
D2HGDHSNVMissense_Mutationc.866T>Ap.Phe289Tyrp.F289YQ8N465protein_codingtolerated(0.6)possibly_damaging(0.601)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
D2HGDHSNVMissense_Mutationc.1249N>Ap.Asp417Asnp.D417NQ8N465protein_codingdeleterious(0.03)benign(0.316)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
D2HGDHSNVMissense_Mutationrs142050154c.326N>Tp.Ser109Leup.S109LQ8N465protein_codingdeleterious(0)benign(0.244)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
D2HGDHSNVMissense_Mutationnovelc.550N>Tp.Arg184Trpp.R184WQ8N465protein_codingtolerated(0.08)benign(0.045)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
D2HGDHSNVMissense_Mutationc.691N>Ap.Ala231Thrp.A231TQ8N465protein_codingdeleterious(0.02)possibly_damaging(0.619)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
D2HGDHSNVMissense_Mutationc.387N>Tp.Gln129Hisp.Q129HQ8N465protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
D2HGDHSNVMissense_Mutationc.644N>Ap.Arg215Glnp.R215QQ8N465protein_codingdeleterious(0.02)possibly_damaging(0.638)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
D2HGDHSNVMissense_Mutationrs201837754c.610N>Ap.Val204Metp.V204MQ8N465protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
D2HGDHSNVMissense_Mutationnovelc.622G>Ap.Ala208Thrp.A208TQ8N465protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
D2HGDHSNVMissense_Mutationnovelc.560N>Cp.Ile187Thrp.I187TQ8N465protein_codingtolerated(0.11)benign(0.038)TCGA-AX-A2HJ-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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