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: HYI

Gene summary for HYI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HYI

Gene ID

81888

Gene namehydroxypyruvate isomerase (putative)
Gene AliasHT036
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0006081

UniProtAcc

Q5T013


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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
81888HYILZE4THumanEsophagusESCC4.05e-075.46e-020.0811
81888HYILZE5THumanEsophagusESCC9.38e-072.21e-010.0514
81888HYILZE20THumanEsophagusESCC1.49e-049.31e-020.0662
81888HYILZE22THumanEsophagusESCC2.95e-032.21e-010.068
81888HYILZE24THumanEsophagusESCC2.36e-123.33e-010.0596
81888HYILZE21THumanEsophagusESCC3.53e-081.54e-010.0655
81888HYIP1T-EHumanEsophagusESCC1.64e-074.74e-010.0875
81888HYIP2T-EHumanEsophagusESCC1.43e-336.33e-010.1177
81888HYIP4T-EHumanEsophagusESCC8.67e-254.32e-010.1323
81888HYIP5T-EHumanEsophagusESCC2.74e-221.46e-010.1327
81888HYIP8T-EHumanEsophagusESCC2.93e-265.18e-010.0889
81888HYIP9T-EHumanEsophagusESCC4.24e-192.40e-010.1131
81888HYIP10T-EHumanEsophagusESCC8.21e-459.27e-010.116
81888HYIP11T-EHumanEsophagusESCC5.67e-106.88e-010.1426
81888HYIP12T-EHumanEsophagusESCC3.08e-317.81e-010.1122
81888HYIP15T-EHumanEsophagusESCC1.53e-173.13e-010.1149
81888HYIP16T-EHumanEsophagusESCC4.29e-325.69e-010.1153
81888HYIP17T-EHumanEsophagusESCC2.48e-211.12e+000.1278
81888HYIP19T-EHumanEsophagusESCC1.80e-121.58e+000.1662
81888HYIP20T-EHumanEsophagusESCC4.04e-193.36e-010.1124
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00060818EsophagusESCCcellular aldehyde metabolic process40/855260/187238.30e-044.28e-0340
GO:00060815LiverCirrhoticcellular aldehyde metabolic process28/463460/187231.83e-041.71e-0328
GO:000608112LiverHCCcellular aldehyde metabolic process39/795860/187233.61e-042.50e-0339
GO:00060817Oral cavityOSCCcellular aldehyde metabolic process36/730560/187237.94e-044.27e-0336
GO:00060816ProstateBPHcellular aldehyde metabolic process20/310760/187231.14e-037.10e-0320
GO:000608113ProstateTumorcellular aldehyde metabolic process21/324660/187237.59e-045.20e-0321
GO:00060819SkincSCCcellular aldehyde metabolic process28/486460/187234.35e-043.36e-0328
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa006306EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa0063013EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa006304LiverCirrhoticGlyoxylate and dicarboxylate metabolism20/253030/84653.36e-052.54e-041.57e-0420
hsa0063011LiverCirrhoticGlyoxylate and dicarboxylate metabolism20/253030/84653.36e-052.54e-041.57e-0420
hsa0063021LiverHCCGlyoxylate and dicarboxylate metabolism24/402030/84652.66e-041.24e-036.88e-0424
hsa0063031LiverHCCGlyoxylate and dicarboxylate metabolism24/402030/84652.66e-041.24e-036.88e-0424
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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
HYISNVMissense_Mutationnovelc.500N>Gp.Gln167Argp.Q167Rprotein_codingtolerated(0.2)benign(0.007)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
HYISNVMissense_Mutationrs746723799c.320N>Cp.Val107Alap.V107Aprotein_codingdeleterious(0.04)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HYISNVMissense_Mutationc.839N>Tp.Asp280Valp.D280Vprotein_codingdeleterious(0.04)possibly_damaging(0.877)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HYISNVMissense_Mutationnovelc.661A>Gp.Asn221Aspp.N221Dprotein_codingtolerated(0.43)benign(0.421)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HYISNVMissense_Mutationc.210G>Tp.Glu70Aspp.E70Dprotein_codingtolerated(0.48)benign(0.019)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
HYISNVMissense_Mutationrs201885225c.569N>Tp.Thr190Metp.T190Mprotein_codingtolerated(0.06)benign(0.26)TCGA-BK-A13C-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HYISNVMissense_Mutationnovelc.749C>Ap.Pro250Hisp.P250Hprotein_codingdeleterious(0.04)probably_damaging(0.914)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
HYISNVMissense_Mutationnovelc.824N>Gp.Tyr275Cysp.Y275Cprotein_codingdeleterious(0)probably_damaging(1)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
HYISNVMissense_Mutationnovelc.452A>Tp.Glu151Valp.E151Vprotein_codingdeleterious(0.05)benign(0.248)TCGA-G3-A7M6-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownPD
HYISNVMissense_Mutationnovelc.586N>Ap.Ala196Thrp.A196Tprotein_codingtolerated(0.06)benign(0.139)TCGA-CV-A6JZ-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
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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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