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: KHK

Gene summary for KHK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KHK

Gene ID

3795

Gene nameketohexokinase
Gene AliasKHK
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A140VJM6


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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
3795KHKLZE4THumanEsophagusESCC2.18e-062.02e-010.0811
3795KHKP2T-EHumanEsophagusESCC1.18e-122.30e-010.1177
3795KHKP4T-EHumanEsophagusESCC8.33e-133.29e-010.1323
3795KHKP8T-EHumanEsophagusESCC6.84e-053.95e-020.0889
3795KHKP10T-EHumanEsophagusESCC2.67e-123.03e-010.116
3795KHKP11T-EHumanEsophagusESCC2.46e-021.51e-010.1426
3795KHKP12T-EHumanEsophagusESCC1.18e-132.54e-010.1122
3795KHKP15T-EHumanEsophagusESCC3.34e-061.47e-010.1149
3795KHKP16T-EHumanEsophagusESCC1.71e-101.78e-010.1153
3795KHKP20T-EHumanEsophagusESCC3.97e-027.73e-020.1124
3795KHKP21T-EHumanEsophagusESCC1.11e-033.77e-020.1617
3795KHKP22T-EHumanEsophagusESCC3.48e-122.69e-010.1236
3795KHKP23T-EHumanEsophagusESCC1.48e-051.53e-010.108
3795KHKP24T-EHumanEsophagusESCC2.04e-038.12e-020.1287
3795KHKP26T-EHumanEsophagusESCC2.98e-092.08e-010.1276
3795KHKP27T-EHumanEsophagusESCC1.57e-028.34e-020.1055
3795KHKP28T-EHumanEsophagusESCC6.34e-213.70e-010.1149
3795KHKP48T-EHumanEsophagusESCC9.14e-111.62e-010.0959
3795KHKP49T-EHumanEsophagusESCC4.64e-065.34e-010.1768
3795KHKP52T-EHumanEsophagusESCC2.17e-048.56e-020.1555
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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
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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:004346719EsophagusESCCregulation of generation of precursor metabolites and energy81/8552130/187239.58e-056.81e-0481
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:00109065EsophagusESCCregulation of glucose metabolic process71/8552119/187231.46e-036.92e-0371
GO:00061096EsophagusESCCregulation of carbohydrate metabolic process101/8552178/187231.89e-038.52e-03101
GO:00106755EsophagusESCCregulation of cellular carbohydrate metabolic process83/8552146/187234.24e-031.69e-0283
GO:0009743111EsophagusESCCresponse to carbohydrate135/8552253/187238.16e-032.89e-02135
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:001598012LiverCirrhoticenergy derivation by oxidation of organic compounds154/4634318/187233.11e-208.87e-18154
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:000599612LiverCirrhoticmonosaccharide metabolic process104/4634257/187231.74e-086.32e-07104
GO:001931812LiverCirrhotichexose metabolic process97/4634237/187232.67e-089.16e-0797
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa000512EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0005111EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
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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
KHKSNVMissense_Mutationrs199989985c.745N>Tp.Arg249Cysp.R249CP50053protein_codingtolerated(0.07)benign(0.015)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KHKinsertionNonsense_Mutationnovelc.415_416insGCACTCCAGCCTGGGTGACAGAGTGACTCTGTCTCAAAAAAACAAAAp.Glu139GlyfsTer9p.E139Gfs*9P50053protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KHKSNVMissense_Mutationrs765447076c.235N>Cp.Tyr79Hisp.Y79HP50053protein_codingtolerated(0.21)benign(0.036)TCGA-DS-A7WH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KHKSNVMissense_Mutationc.836N>Cp.Arg279Thrp.R279TP50053protein_codingtolerated(1)benign(0.006)TCGA-JX-A3Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KHKSNVMissense_Mutationnovelc.87N>Tp.Glu29Aspp.E29DP50053protein_codingtolerated(1)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
KHKSNVMissense_Mutationrs201014038c.427G>Ap.Ala143Thrp.A143TP50053protein_codingtolerated(0.28)possibly_damaging(0.806)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
KHKSNVMissense_Mutationrs104893644c.127N>Ap.Ala43Thrp.A43TP50053protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KHKSNVMissense_Mutationnovelc.215N>Cp.Val72Alap.V72AP50053protein_codingtolerated(0.32)benign(0.277)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
KHKSNVMissense_Mutationnovelc.83N>Tp.Ser28Leup.S28LP50053protein_codingtolerated(0.09)benign(0.185)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
KHKSNVMissense_Mutationrs200431044c.157N>Tp.Leu53Phep.L53FP50053protein_codingdeleterious(0.03)probably_damaging(0.984)TCGA-AX-A0J0-01Endometriumuterine 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
3795KHKKINASE, ENZYME, DRUGGABLE GENOMEfructoseFRUCTOSE24915143
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