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:0030177110ThyroidATCpositive regulation of Wnt signaling pathway80/6293140/187238.75e-091.86e-0780
GO:003367325ThyroidATCnegative regulation of kinase activity122/6293237/187239.19e-091.94e-07122
GO:004578614ThyroidATCnegative regulation of cell cycle181/6293385/187232.64e-085.07e-07181
GO:004343428ThyroidATCresponse to peptide hormone192/6293414/187233.63e-086.70e-07192
GO:0090263110ThyroidATCpositive regulation of canonical Wnt signaling pathway62/6293106/187231.26e-072.09e-0662
GO:007116614ThyroidATCribonucleoprotein complex localization47/629377/187237.43e-079.89e-0647
GO:000640514ThyroidATCRNA export from nucleus50/629384/187239.81e-071.29e-0550
GO:003150316ThyroidATCprotein-containing complex localization108/6293220/187231.33e-061.69e-05108
GO:007142614ThyroidATCribonucleoprotein complex export from nucleus46/629376/187231.37e-061.71e-0546
GO:009028721ThyroidATCregulation of cellular response to growth factor stimulus140/6293304/187233.91e-064.33e-05140
GO:190402921ThyroidATCregulation of cyclin-dependent protein kinase activity53/629398/187232.36e-052.06e-0453
GO:000007921ThyroidATCregulation of cyclin-dependent protein serine/threonine kinase activity51/629394/187232.97e-052.48e-0451
GO:000640613ThyroidATCmRNA export from nucleus34/629359/187231.29e-049.10e-0434
GO:007142713ThyroidATCmRNA-containing ribonucleoprotein complex export from nucleus34/629359/187231.29e-049.10e-0434
GO:007190122ThyroidATCnegative regulation of protein serine/threonine kinase activity59/6293120/187232.95e-041.87e-0359
GO:00457657ThyroidATCregulation of angiogenesis141/6293342/187231.80e-038.85e-03141
GO:19013427ThyroidATCregulation of vasculature development143/6293348/187231.95e-039.44e-03143
GO:19040304ThyroidATCnegative regulation of cyclin-dependent protein kinase activity18/629333/187231.06e-023.84e-0218
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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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