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: H6PD

Gene summary for H6PD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

H6PD

Gene ID

9563

Gene namehexose-6-phosphate dehydrogenase/glucose 1-dehydrogenase
Gene AliasCORTRD1
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

R4GMU1


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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
9563H6PDNAFLD1HumanLiverNAFLD6.97e-097.38e-01-0.04
9563H6PDS43HumanLiverCirrhotic1.91e-091.68e-01-0.0187
9563H6PDHCC1_MengHumanLiverHCC4.08e-26-1.69e-010.0246
9563H6PDHCC2_MengHumanLiverHCC2.67e-09-1.72e-010.0107
9563H6PDcirrhotic3HumanLiverCirrhotic1.40e-051.59e-010.0215
9563H6PDHCC1HumanLiverHCC1.46e-073.53e+000.5336
9563H6PDHCC2HumanLiverHCC6.84e-062.75e+000.5341
9563H6PDHCC5HumanLiverHCC2.18e-022.70e+000.4932
9563H6PDPt13.aHumanLiverHCC3.02e-05-2.18e-010.021
9563H6PDPt13.bHumanLiverHCC2.39e-02-1.33e-010.0251
9563H6PDPt14.bHumanLiverHCC2.27e-031.43e-010.018
9563H6PDS015HumanLiverHCC1.13e-054.73e-010.2375
9563H6PDS016HumanLiverHCC3.99e-032.78e-010.2243
9563H6PDS027HumanLiverHCC2.28e-036.51e-010.2446
9563H6PDS028HumanLiverHCC6.91e-116.41e-010.2503
9563H6PDS029HumanLiverHCC6.18e-168.26e-010.2581
9563H6PDDong_P1HumanProstateTumor5.49e-101.04e-010.035
9563H6PDDong_P3HumanProstateTumor1.85e-061.47e-010.0278
9563H6PDGSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor8.38e-035.91e-010.1557
9563H6PDGSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor2.30e-025.44e-010.159
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00082023LiverNAFLDsteroid metabolic process69/1882319/187235.90e-101.28e-0769
GO:00059965LiverNAFLDmonosaccharide metabolic process53/1882257/187232.89e-071.92e-0553
GO:00620125LiverNAFLDregulation of small molecule metabolic process63/1882334/187236.55e-073.79e-0563
GO:00060917LiverNAFLDgeneration of precursor metabolites and energy84/1882490/187237.03e-073.95e-0584
GO:00193185LiverNAFLDhexose metabolic process49/1882237/187237.41e-074.12e-0549
GO:00060065LiverNAFLDglucose metabolic process42/1882196/187231.70e-067.47e-0542
GO:00192163LiverNAFLDregulation of lipid metabolic process61/1882331/187232.18e-069.24e-0561
GO:00060666LiverNAFLDalcohol metabolic process62/1882353/187239.01e-062.96e-0462
GO:00066943LiverNAFLDsteroid biosynthetic process34/1882173/187231.01e-042.02e-0334
GO:00192183LiverNAFLDregulation of steroid metabolic process22/1882100/187233.22e-044.98e-0322
GO:00468903LiverNAFLDregulation of lipid biosynthetic process32/1882171/187234.03e-045.99e-0332
GO:00973056LiverNAFLDresponse to alcohol42/1882253/187237.91e-049.89e-0342
GO:01202545LiverNAFLDolefinic compound metabolic process28/1882153/187231.28e-031.45e-0228
GO:00105653LiverNAFLDregulation of cellular ketone metabolic process25/1882133/187231.54e-031.66e-0225
GO:00424452LiverNAFLDhormone metabolic process36/1882218/187231.98e-031.98e-0236
GO:00421803LiverNAFLDcellular ketone metabolic process35/1882211/187232.09e-032.06e-0235
GO:1901617LiverNAFLDorganic hydroxy compound biosynthetic process37/1882237/187234.58e-033.68e-0237
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:000820211LiverCirrhoticsteroid metabolic process143/4634319/187232.79e-153.18e-13143
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120010LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0120011LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0120021LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa00030LiverCirrhoticPentose phosphate pathway16/253030/84656.04e-032.12e-021.30e-0216
hsa0120031LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa000301LiverCirrhoticPentose phosphate pathway16/253030/84656.04e-032.12e-021.30e-0216
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa000302LiverHCCPentose phosphate pathway21/402030/84651.06e-022.71e-021.51e-0221
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa000303LiverHCCPentose phosphate pathway21/402030/84651.06e-022.71e-021.51e-0221
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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
H6PDSNVMissense_Mutationc.827N>Cp.Gln276Prop.Q276Pprotein_codingdeleterious(0)probably_damaging(0.97)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
H6PDinsertionIn_Frame_Insnovelc.348_349insAGCCACCGCTACAGGGGATGCAGGGCAACCGTGAGAp.Ser117_Gln118insHisArgTyrArgGlyCysArgAlaThrValArgSerp.S117_Q118insHRYRGCRATVRSprotein_codingTCGA-B6-A0RI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
H6PDSNVMissense_Mutationrs200049650c.805G>Ap.Gly269Serp.G269Sprotein_codingdeleterious(0)probably_damaging(0.969)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
H6PDSNVMissense_Mutationnovelc.1185G>Tp.Lys395Asnp.K395Nprotein_codingtolerated(0.51)benign(0.088)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
H6PDSNVMissense_Mutationnovelc.1566G>Cp.Leu522Phep.L522Fprotein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A7XC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
H6PDSNVMissense_Mutationrs565031451c.1747G>Ap.Glu583Lysp.E583Kprotein_codingtolerated(0.25)benign(0.157)TCGA-FU-A3TQ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
H6PDSNVMissense_Mutationrs759193407c.775N>Ap.Glu259Lysp.E259Kprotein_codingtolerated(1)benign(0.018)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
H6PDSNVMissense_Mutationnovelc.950N>Tp.Gly317Valp.G317Vprotein_codingtolerated(0.16)benign(0.339)TCGA-VS-A9UQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
H6PDSNVMissense_Mutationrs149081812c.817N>Ap.Asp273Asnp.D273Nprotein_codingdeleterious(0)probably_damaging(0.947)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
H6PDSNVMissense_Mutationrs371234309c.1396N>Tp.Arg466Trpp.R466Wprotein_codingdeleterious(0.01)benign(0.029)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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