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: HKDC1

Gene summary for HKDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HKDC1

Gene ID

80201

Gene namehexokinase domain containing 1
Gene AliasHKDC1
Cytomap10q22.1
Gene Typeprotein-coding
GO ID

GO:0001678

UniProtAcc

B3KT70


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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
80201HKDC1HTA11_3410_2000001011HumanColorectumAD4.21e-062.16e-010.0155
80201HKDC1HTA11_2487_2000001011HumanColorectumSER2.63e-157.42e-01-0.1808
80201HKDC1HTA11_1938_2000001011HumanColorectumAD2.32e-237.44e-01-0.0811
80201HKDC1HTA11_78_2000001011HumanColorectumAD2.68e-043.50e-01-0.1088
80201HKDC1HTA11_2112_2000001011HumanColorectumSER3.24e-024.72e-01-0.2196
80201HKDC1HTA11_3361_2000001011HumanColorectumAD2.33e-064.76e-01-0.1207
80201HKDC1HTA11_83_2000001011HumanColorectumSER2.40e-087.27e-01-0.1526
80201HKDC1HTA11_696_2000001011HumanColorectumAD6.15e-041.93e-01-0.1464
80201HKDC1HTA11_866_2000001011HumanColorectumAD1.48e-021.69e-01-0.1001
80201HKDC1HTA11_1391_2000001011HumanColorectumAD1.52e-261.00e+00-0.059
80201HKDC1HTA11_10711_2000001011HumanColorectumAD1.17e-032.13e-010.0338
80201HKDC1HTA11_7696_3000711011HumanColorectumAD3.42e-164.09e-010.0674
80201HKDC1HTA11_6818_2000001011HumanColorectumAD8.39e-033.42e-010.0112
80201HKDC1HTA11_6818_2000001021HumanColorectumAD3.92e-053.30e-010.0588
80201HKDC1HTA11_99999965104_69814HumanColorectumMSS5.57e-135.96e-010.281
80201HKDC1HTA11_99999971662_82457HumanColorectumMSS1.65e-369.29e-010.3859
80201HKDC1HTA11_99999973899_84307HumanColorectumMSS1.54e-074.60e-010.2585
80201HKDC1HTA11_99999974143_84620HumanColorectumMSS1.04e-286.62e-010.3005
80201HKDC1A001-C-104HumanColorectumFAP6.18e-042.37e-010.0184
80201HKDC1CRC-1-8810HumanColorectumCRC9.96e-073.29e-010.6257
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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: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:0009132ColorectumADnucleoside diphosphate metabolic process49/3918124/187231.75e-065.31e-0549
GO:0046939ColorectumADnucleotide phosphorylation42/3918101/187231.99e-065.92e-0542
GO:0016052ColorectumADcarbohydrate catabolic process56/3918154/187237.01e-061.73e-0456
GO:0006165ColorectumADnucleoside diphosphate phosphorylation40/391899/187238.02e-061.93e-0440
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00010ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
hsa04066ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa05230ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa00051ColorectumADFructose and mannose metabolism17/209234/84651.25e-038.02e-035.12e-0317
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa000101ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
hsa040661ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa052301ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa000511ColorectumADFructose and mannose metabolism17/209234/84651.25e-038.02e-035.12e-0317
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa040662ColorectumSERHIF-1 signaling pathway36/1580109/84652.27e-042.15e-031.56e-0336
hsa052302ColorectumSERCentral carbon metabolism in cancer25/158070/84655.43e-044.51e-033.27e-0325
hsa000102ColorectumSERGlycolysis / Gluconeogenesis24/158067/84656.62e-045.36e-033.89e-0324
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa040663ColorectumSERHIF-1 signaling pathway36/1580109/84652.27e-042.15e-031.56e-0336
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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
HKDC1SNVMissense_Mutationnovelc.885N>Cp.Lys295Asnp.K295NQ2TB90protein_codingdeleterious(0)probably_damaging(1)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
HKDC1SNVMissense_Mutationc.859A>Cp.Asn287Hisp.N287HQ2TB90protein_codingdeleterious(0.03)possibly_damaging(0.594)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
HKDC1SNVMissense_Mutationnovelc.720N>Tp.Glu240Aspp.E240DQ2TB90protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HKDC1SNVMissense_Mutationnovelc.2367C>Gp.Ile789Metp.I789MQ2TB90protein_codingdeleterious(0.02)probably_damaging(1)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
HKDC1SNVMissense_Mutationnovelc.1597N>Tp.Leu533Phep.L533FQ2TB90protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HKDC1insertionNonsense_Mutationnovelc.1795_1796insAGCTGGGACTACAGGCGCCCAGCACCACACCCGGAp.Phe599Terp.F599*Q2TB90protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
HKDC1insertionFrame_Shift_Insnovelc.782_783insCAAGCTGCTTCCCTCAGCGAGAp.Trp261CysfsTer23p.W261Cfs*23Q2TB90protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HKDC1insertionNonsense_Mutationnovelc.307_308insACTGTGCCCAGCCCCCACCTTTCAATTAATGGCATCTGTCTTGGp.Arg103HisfsTer10p.R103Hfs*10Q2TB90protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HKDC1SNVMissense_Mutationc.1099N>Ap.Asp367Asnp.D367NQ2TB90protein_codingdeleterious(0)probably_damaging(1)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HKDC1SNVMissense_Mutationnovelc.464N>Gp.Ser155Cysp.S155CQ2TB90protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A8EL-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
80201HKDC1DRUGGABLE GENOME, KINASESJ000044511CHEMBL592124
80201HKDC1DRUGGABLE GENOME, KINASEOXOPURPUREINEOXOPURPUREINE
80201HKDC1DRUGGABLE GENOME, KINASEDNDI1417874CHEMBL1865517
80201HKDC1DRUGGABLE GENOME, KINASE2,6-DIMETHOXYQUINONE2,6-DIMETHOXYQUINONE
80201HKDC1DRUGGABLE GENOME, KINASEALEXIDINE HYDROCHLORIDEALEXIDINE HYDROCHLORIDE
80201HKDC1DRUGGABLE GENOME, KINASEDEOXYVASICINONEDEOXYVASICINONE
80201HKDC1DRUGGABLE GENOME, KINASENSC-95397CHEMBL429095
80201HKDC1DRUGGABLE GENOME, KINASESJ000032153CHEMBL600862
80201HKDC1DRUGGABLE GENOME, KINASECHLORHEXIDINECHLORHEXIDINE
80201HKDC1DRUGGABLE GENOME, KINASENSC-37642CHEMBL1707907
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