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: DHTKD1

Gene summary for DHTKD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHTKD1

Gene ID

55526

Gene namedehydrogenase E1 and transketolase domain containing 1
Gene AliasAAKAD
Cytomap10p14
Gene Typeprotein-coding
GO ID

GO:0002244

UniProtAcc

Q96HY7


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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
55526DHTKD1HTA11_347_2000001011HumanColorectumAD4.56e-053.64e-01-0.1954
55526DHTKD1HTA11_696_2000001011HumanColorectumAD1.17e-043.15e-01-0.1464
55526DHTKD1HTA11_1391_2000001011HumanColorectumAD9.93e-044.14e-01-0.059
55526DHTKD1HTA11_7696_3000711011HumanColorectumAD1.48e-074.75e-010.0674
55526DHTKD1HTA11_99999971662_82457HumanColorectumMSS1.42e-023.88e-010.3859
55526DHTKD1F007HumanColorectumFAP3.28e-02-2.20e-010.1176
55526DHTKD1A015-C-203HumanColorectumFAP1.09e-02-2.30e-02-0.1294
55526DHTKD1A002-C-201HumanColorectumFAP3.65e-02-1.19e-010.0324
55526DHTKD1A002-C-205HumanColorectumFAP1.50e-03-1.00e-01-0.1236
55526DHTKD1A015-C-104HumanColorectumFAP2.75e-04-4.12e-02-0.1899
55526DHTKD1A002-C-016HumanColorectumFAP2.86e-03-1.04e-010.0521
55526DHTKD1A002-C-116HumanColorectumFAP2.17e-05-9.99e-02-0.0452
55526DHTKD1A018-E-020HumanColorectumFAP2.39e-02-6.71e-02-0.2034
55526DHTKD1F034HumanColorectumFAP4.13e-02-9.58e-02-0.0665
55526DHTKD1LZE2THumanEsophagusESCC1.33e-034.75e-010.082
55526DHTKD1LZE5THumanEsophagusESCC6.66e-032.21e-010.0514
55526DHTKD1LZE8THumanEsophagusESCC1.45e-024.55e-020.067
55526DHTKD1LZE24THumanEsophagusESCC3.97e-102.61e-010.0596
55526DHTKD1P2T-EHumanEsophagusESCC5.72e-234.94e-010.1177
55526DHTKD1P4T-EHumanEsophagusESCC1.20e-122.76e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
∗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:00196936LiverNAFLDribose phosphate metabolic process73/1882396/187232.23e-071.53e-0573
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00060917LiverNAFLDgeneration of precursor metabolites and energy84/1882490/187237.03e-073.95e-0584
GO:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:00091507LiverNAFLDpurine ribonucleotide metabolic process67/1882368/187231.10e-065.44e-0567
GO:00091857LiverNAFLDribonucleoside diphosphate metabolic process28/1882106/187231.29e-066.02e-0528
GO:00061637LiverNAFLDpurine nucleotide metabolic process70/1882396/187231.93e-068.23e-0570
GO:00091357LiverNAFLDpurine nucleoside diphosphate metabolic process26/1882103/187237.51e-062.55e-0426
GO:00091797LiverNAFLDpurine ribonucleoside diphosphate metabolic process26/1882103/187237.51e-062.55e-0426
GO:00060907LiverNAFLDpyruvate metabolic process26/1882106/187231.31e-053.93e-0426
GO:00460317LiverNAFLDADP metabolic process23/188290/187232.00e-055.64e-0423
GO:00091327LiverNAFLDnucleoside diphosphate metabolic process28/1882124/187233.22e-058.40e-0428
GO:00060967LiverNAFLDglycolytic process21/188281/187233.58e-059.07e-0421
GO:00067577LiverNAFLDATP generation from ADP21/188282/187234.37e-051.06e-0321
GO:00160526LiverNAFLDcarbohydrate catabolic process32/1882154/187235.29e-051.21e-0332
GO:00061657LiverNAFLDnucleoside diphosphate phosphorylation22/188299/187232.77e-044.46e-0322
GO:00469397LiverNAFLDnucleotide phosphorylation22/1882101/187233.73e-045.60e-0322
GO:00460347LiverNAFLDATP metabolic process46/1882277/187234.55e-046.69e-0346
GO:00159807LiverNAFLDenergy derivation by oxidation of organic compounds48/1882318/187232.78e-032.54e-0248
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00310ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa003102ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003103ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003104ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa003105ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa003108LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031011LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa003802LiverCirrhoticTryptophan metabolism22/253042/84651.85e-038.37e-035.16e-0322
hsa0031021LiverCirrhoticLysine degradation29/253063/84654.81e-031.74e-021.07e-0229
hsa0038011LiverCirrhoticTryptophan metabolism22/253042/84651.85e-038.37e-035.16e-0322
hsa0031031LiverCirrhoticLysine degradation29/253063/84654.81e-031.74e-021.07e-0229
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa00785LiverHCCLipoic acid metabolism14/402019/84651.89e-024.40e-022.45e-0214
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa007851LiverHCCLipoic acid metabolism14/402019/84651.89e-024.40e-022.45e-0214
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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
DHTKD1SNVMissense_Mutationnovelc.1499N>Tp.Pro500Leup.P500LQ96HY7protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
DHTKD1SNVMissense_Mutationrs759869851c.1249C>Tp.Arg417Cysp.R417CQ96HY7protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
DHTKD1SNVMissense_Mutationc.624N>Ap.Met208Ilep.M208IQ96HY7protein_codingtolerated(0.44)benign(0.003)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
DHTKD1SNVMissense_Mutationc.1849N>Cp.Tyr617Hisp.Y617HQ96HY7protein_codingtolerated(0.43)benign(0.012)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHTKD1insertionNonsense_Mutationnovelc.1346_1347insATTGTTTGTGCATTCACTCATCGAACCTTTGp.Tyr449Terp.Y449*Q96HY7protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
DHTKD1insertionFrame_Shift_Insnovelc.2572_2572+1insATp.His859IlefsTer43p.H859Ifs*43Q96HY7protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
DHTKD1insertionFrame_Shift_Insnovelc.1998_1999insCCAACTTTTCTCATCTp.Asp667ProfsTer6p.D667Pfs*6Q96HY7protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
DHTKD1deletionFrame_Shift_Delnovelc.360delCp.Tyr121IlefsTer49p.Y121Ifs*49Q96HY7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DHTKD1deletionFrame_Shift_Delnovelc.504delAp.Lys168AsnfsTer2p.K168Nfs*2Q96HY7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DHTKD1SNVMissense_Mutationnovelc.331G>Ap.Glu111Lysp.E111KQ96HY7protein_codingtolerated(0.48)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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