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:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0009060ColorectumADaerobic respiration108/3918189/187239.14e-281.43e-24108
GO:0045333ColorectumADcellular respiration119/3918230/187233.21e-254.02e-22119
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0009135ColorectumADpurine nucleoside diphosphate metabolic process47/3918103/187231.61e-089.22e-0747
GO:0009179ColorectumADpurine ribonucleoside diphosphate metabolic process47/3918103/187231.61e-089.22e-0747
GO:0006090ColorectumADpyruvate metabolic process47/3918106/187234.85e-082.55e-0647
GO:0009185ColorectumADribonucleoside diphosphate metabolic process47/3918106/187234.85e-082.55e-0647
GO:0046031ColorectumADADP metabolic process41/391890/187231.37e-076.42e-0641
GO:0006096ColorectumADglycolytic process38/391881/187231.52e-076.78e-0638
GO:0006757ColorectumADATP generation from ADP38/391882/187232.26e-079.37e-0638
GO:0006099ColorectumADtricarboxylic acid cycle19/391830/187235.82e-072.09e-0519
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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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