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: HHEX

Gene summary for HHEX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HHEX

Gene ID

3087

Gene namehematopoietically expressed homeobox
Gene AliasHEX
Cytomap10q23.33
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

Q03014


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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
3087HHEXS43HumanLiverCirrhotic2.23e-14-3.78e-01-0.0187
3087HHEXHCC1_MengHumanLiverHCC5.44e-86-3.55e-020.0246
3087HHEXHCC2_MengHumanLiverHCC5.48e-13-3.50e-010.0107
3087HHEXcirrhotic1HumanLiverCirrhotic2.76e-112.65e-010.0202
3087HHEXcirrhotic2HumanLiverCirrhotic4.64e-203.73e-010.0201
3087HHEXHCC1HumanLiverHCC1.40e-033.58e+000.5336
3087HHEXHCC2HumanLiverHCC8.68e-053.17e+000.5341
3087HHEXHCC5HumanLiverHCC6.38e-11-1.61e-010.4932
3087HHEXPt13.bHumanLiverHCC1.87e-06-9.11e-020.0251
3087HHEXPt13.cHumanLiverHCC2.77e-03-3.69e-010.0076
3087HHEXS016HumanLiverHCC9.45e-06-3.64e-010.2243
3087HHEXS027HumanLiverHCC4.05e-026.80e-010.2446
3087HHEXS028HumanLiverHCC6.28e-088.42e-010.2503
3087HHEXS029HumanLiverHCC8.44e-109.87e-010.2581
3087HHEXAdj_PTCwithHT_6HumanThyroidHT1.01e-03-4.94e-010.02
3087HHEXPTCwithHT_6HumanThyroidHT7.66e-04-5.10e-010.02
3087HHEXPTCwithHT_8HumanThyroidHT1.06e-04-4.55e-010.0351
3087HHEXPTCwithoutHT_2HumanThyroidPTC3.73e-02-4.20e-010.0419
3087HHEXmale-WTAHumanThyroidPTC1.28e-592.99e-010.1037
3087HHEXPTC01HumanThyroidPTC2.74e-105.74e-010.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:005116926ThyroidATCnuclear transport180/6293301/187236.97e-211.30e-18180
GO:000640326ThyroidATCRNA localization132/6293201/187231.13e-201.93e-18132
GO:001056334ThyroidATCnegative regulation of phosphorus metabolic process234/6293442/187232.30e-172.31e-15234
GO:004593634ThyroidATCnegative regulation of phosphate metabolic process233/6293441/187233.68e-173.47e-15233
GO:001605525ThyroidATCWnt signaling pathway234/6293444/187234.64e-174.31e-15234
GO:019873825ThyroidATCcell-cell signaling by wnt234/6293446/187239.26e-178.25e-15234
GO:000193333ThyroidATCnegative regulation of protein phosphorylation186/6293342/187231.43e-151.08e-13186
GO:005116833ThyroidATCnuclear export100/6293154/187231.63e-151.20e-13100
GO:004232634ThyroidATCnegative regulation of phosphorylation203/6293385/187235.30e-153.53e-13203
GO:003011125ThyroidATCregulation of Wnt signaling pathway177/6293328/187231.83e-141.05e-12177
GO:005123623ThyroidATCestablishment of RNA localization102/6293166/187231.71e-138.60e-12102
GO:005065722ThyroidATCnucleic acid transport100/6293163/187233.39e-131.56e-11100
GO:005065822ThyroidATCRNA transport100/6293163/187233.39e-131.56e-11100
GO:005134834ThyroidATCnegative regulation of transferase activity144/6293268/187237.63e-122.91e-10144
GO:001593122ThyroidATCnucleobase-containing compound transport122/6293222/187234.30e-111.41e-09122
GO:005102822ThyroidATCmRNA transport80/6293130/187236.13e-111.99e-0980
GO:006082825ThyroidATCregulation of canonical Wnt signaling pathway134/6293253/187231.49e-104.56e-09134
GO:006007025ThyroidATCcanonical Wnt signaling pathway154/6293303/187233.68e-101.02e-08154
GO:007190025ThyroidATCregulation of protein serine/threonine kinase activity176/6293359/187238.35e-102.17e-08176
GO:000646925ThyroidATCnegative regulation of protein kinase activity114/6293212/187231.06e-092.69e-08114
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
HHEXSNVMissense_Mutationc.563G>Tp.Arg188Leup.R188LQ03014protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C8-A131-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
HHEXSNVMissense_Mutationc.245A>Gp.His82Argp.H82RQ03014protein_codingtolerated(0.28)benign(0.189)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
HHEXSNVMissense_Mutationnovelc.751N>Cp.Ser251Prop.S251PQ03014protein_codingdeleterious(0)probably_damaging(0.96)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HHEXSNVMissense_Mutationc.196N>Tp.Arg66Trpp.R66WQ03014protein_codingdeleterious(0)probably_damaging(0.981)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
HHEXSNVMissense_Mutationc.794N>Tp.Ser265Ilep.S265IQ03014protein_codingdeleterious_low_confidence(0.01)benign(0.058)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
HHEXSNVMissense_Mutationnovelc.792N>Cp.Lys264Asnp.K264NQ03014protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.725)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HHEXSNVMissense_Mutationnovelc.484C>Ap.Leu162Ilep.L162IQ03014protein_codingdeleterious(0)probably_damaging(0.99)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HHEXSNVMissense_Mutationnovelc.625N>Ap.Glu209Lysp.E209KQ03014protein_codingtolerated(0.1)benign(0.003)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HHEXSNVMissense_Mutationnovelc.605G>Tp.Ser202Ilep.S202IQ03014protein_codingdeleterious(0.03)benign(0.291)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
HHEXSNVMissense_Mutationrs200052261c.747N>Tp.Glu249Aspp.E249DQ03014protein_codingtolerated(0.93)benign(0.003)TCGA-B5-A11E-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
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