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: ZHX3

Gene summary for ZHX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZHX3

Gene ID

23051

Gene namezinc fingers and homeoboxes 3
Gene AliasTIX1
Cytomap20q12
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9H4I2


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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
23051ZHX3NAFLD1HumanLiverNAFLD4.83e-121.05e+00-0.04
23051ZHX3HCC1_MengHumanLiverHCC1.64e-36-1.06e-010.0246
23051ZHX3HCC2_MengHumanLiverHCC6.44e-05-1.44e-010.0107
23051ZHX3HCC1HumanLiverHCC1.29e-051.93e+000.5336
23051ZHX3HCC2HumanLiverHCC1.52e-142.53e+000.5341
23051ZHX3HCC5HumanLiverHCC1.49e-171.69e+000.4932
23051ZHX3Pt13.aHumanLiverHCC1.14e-03-1.83e-010.021
23051ZHX3Pt14.dHumanLiverHCC2.02e-03-1.71e-010.0143
23051ZHX3RNA-P25T1-P25T1-1HumanLungAIS1.22e-063.72e-01-0.2116
23051ZHX3RNA-P25T1-P25T1-4HumanLungAIS2.03e-085.80e-01-0.2119
23051ZHX3RNA-P6T2-P6T2-1HumanLungIAC2.72e-053.20e-01-0.0166
23051ZHX3RNA-P6T2-P6T2-2HumanLungIAC1.74e-062.76e-01-0.0132
23051ZHX3RNA-P6T2-P6T2-3HumanLungIAC1.68e-062.59e-01-0.013
23051ZHX3RNA-P6T2-P6T2-4HumanLungIAC3.51e-063.10e-01-0.0121
23051ZHX3RNA-P7T1-P7T1-1HumanLungAIS1.48e-045.17e-01-0.0961
23051ZHX3RNA-P7T1-P7T1-2HumanLungAIS6.55e-044.50e-01-0.0876
23051ZHX3HTA12-23-1HumanPancreasPDAC7.76e-055.79e-010.3405
23051ZHX3HTA12-26-1HumanPancreasPDAC5.33e-064.65e-010.3728
23051ZHX3HTA12-29-1HumanPancreasPDAC1.47e-337.11e-010.3722
23051ZHX3HTA12-9-2HumanPancreasPDAC2.02e-023.21e-010.0835
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000164911LiverHCCosteoblast differentiation115/7958229/187231.08e-023.99e-02115
GO:0001503110ThyroidPTCossification176/5968408/187239.26e-071.40e-05176
GO:0001649111ThyroidPTCosteoblast differentiation102/5968229/187233.66e-053.40e-04102
GO:00456697ThyroidPTCpositive regulation of osteoblast differentiation32/596869/187238.16e-033.44e-0232
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:000164932ThyroidATCosteoblast differentiation122/6293229/187236.04e-101.60e-08122
GO:004566721ThyroidATCregulation of osteoblast differentiation66/6293132/187237.03e-055.36e-0466
GO:004566912ThyroidATCpositive regulation of osteoblast differentiation38/629369/187231.97e-041.31e-0338
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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
ZHX3INCAFBreastADJFN1,COL11A1,POSTN, etc.2.45e-02The 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.
ZHX3INCAFBreastIDCFN1,COL11A1,POSTN, etc.5.09e-01The 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.
ZHX3INCAFBreastPrecancerFN1,COL11A1,POSTN, etc.1.35e-01The 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.
ZHX3ECMBreastPrecancerFN1,COL11A1,POSTN, etc.6.46e-02The 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.
∗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
ZHX3SNVMissense_Mutationrs386352383c.496N>Tp.Gly166Cysp.G166CQ9H4I2protein_codingdeleterious(0.01)possibly_damaging(0.469)TCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ZHX3SNVMissense_Mutationc.635N>Ap.Gly212Aspp.G212DQ9H4I2protein_codingdeleterious(0.03)benign(0.081)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZHX3SNVMissense_Mutationc.2146N>Gp.Ile716Valp.I716VQ9H4I2protein_codingtolerated(0.33)benign(0)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZHX3SNVMissense_Mutationrs751395106c.1114C>Tp.Arg372Trpp.R372WQ9H4I2protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A14Q-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZHX3insertionFrame_Shift_Insnovelc.827_828insCAGGGGCCATGGCTATCCTp.Gln276HisfsTer47p.Q276Hfs*47Q9H4I2protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZHX3insertionNonsense_Mutationnovelc.965_966insACAAAAGTGACGGGCCTCAGTACCAGAGAGGTGCGGAAATp.Phe323GlnfsTer3p.F323Qfs*3Q9H4I2protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ZHX3insertionNonsense_Mutationnovelc.2182_2183insGGACTATTACATGACACACAAGATGCTGTATGAAGAGGp.Asn728ArgfsTer5p.N728Rfs*5Q9H4I2protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZHX3insertionFrame_Shift_Insnovelc.640_641insTAGAAGAAATGTTTAGTATAATGGAAAATp.Ala214ValfsTer22p.A214Vfs*22Q9H4I2protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZHX3insertionFrame_Shift_Insnovelc.1517_1518insATCAATTTCTCp.Ala508IlefsTer6p.A508Ifs*6Q9H4I2protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
ZHX3insertionFrame_Shift_Insnovelc.1027_1028insGGAGp.Tyr343TrpfsTer25p.Y343Wfs*25Q9H4I2protein_codingTCGA-B6-A0RE-01Breastbreast invasive 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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