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: H2AFZ

Gene summary for H2AFZ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

H2AFZ

Gene ID

3015

Gene nameH2A.Z variant histone 1
Gene AliasH2A.Z-1
Cytomap4q23
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P0C0S5


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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
3015H2AFZGSM4909281HumanBreastIDC2.97e-093.12e-010.21
3015H2AFZGSM4909282HumanBreastIDC1.09e-364.50e-01-0.0288
3015H2AFZGSM4909285HumanBreastIDC5.09e-062.53e-010.21
3015H2AFZGSM4909286HumanBreastIDC6.81e-05-2.62e-010.1081
3015H2AFZGSM4909287HumanBreastIDC5.57e-072.23e-010.2057
3015H2AFZGSM4909290HumanBreastIDC1.67e-164.46e-010.2096
3015H2AFZGSM4909294HumanBreastIDC3.55e-05-1.27e-010.2022
3015H2AFZGSM4909296HumanBreastIDC1.57e-15-1.69e-010.1524
3015H2AFZGSM4909297HumanBreastIDC6.54e-23-4.44e-010.1517
3015H2AFZGSM4909299HumanBreastIDC4.10e-03-3.46e-010.035
3015H2AFZGSM4909300HumanBreastIDC3.36e-03-4.71e-010.0334
3015H2AFZGSM4909302HumanBreastIDC1.16e-04-4.06e-010.1545
3015H2AFZGSM4909303HumanBreastIDC1.70e-02-4.24e-010.0438
3015H2AFZGSM4909305HumanBreastIDC2.25e-07-4.15e-010.0436
3015H2AFZGSM4909311HumanBreastIDC8.98e-57-9.50e-010.1534
3015H2AFZGSM4909312HumanBreastIDC6.68e-13-2.99e-010.1552
3015H2AFZGSM4909313HumanBreastIDC8.41e-08-4.71e-010.0391
3015H2AFZGSM4909315HumanBreastIDC8.02e-06-4.33e-010.21
3015H2AFZGSM4909316HumanBreastIDC1.75e-06-5.17e-010.21
3015H2AFZGSM4909318HumanBreastIDC4.98e-022.03e-010.2031
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05322CervixHSIL_HPVSystemic lupus erythematosus19/459137/84651.40e-041.74e-031.40e-0319
hsa053221CervixHSIL_HPVSystemic lupus erythematosus19/459137/84651.40e-041.74e-031.40e-0319
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
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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
H2AFZSNVMissense_Mutationc.241N>Tp.Arg81Cysp.R81CP0C0S5protein_codingdeleterious(0.03)benign(0.025)TCGA-A1-A0SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
H2AFZSNVMissense_Mutationc.241C>Tp.Arg81Cysp.R81CP0C0S5protein_codingdeleterious(0.03)benign(0.025)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
H2AFZSNVMissense_Mutationc.24N>Cp.Lys8Asnp.K8NP0C0S5protein_codingdeleterious(0.03)possibly_damaging(0.771)TCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
H2AFZSNVMissense_Mutationc.116N>Ap.Ser39Tyrp.S39YP0C0S5protein_codingdeleterious(0)benign(0.275)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
H2AFZSNVMissense_Mutationc.127N>Tp.Ser43Cysp.S43CP0C0S5protein_codingdeleterious(0.03)probably_damaging(0.962)TCGA-DY-A1DF-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
H2AFZSNVMissense_Mutationnovelc.296N>Ap.Ser99Tyrp.S99YP0C0S5protein_codingdeleterious(0)possibly_damaging(0.675)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
H2AFZSNVMissense_Mutationnovelc.128N>Tp.Ser43Ilep.S43IP0C0S5protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
H2AFZSNVMissense_Mutationc.217G>Ap.Ala73Thrp.A73TP0C0S5protein_codingdeleterious(0.02)possibly_damaging(0.577)TCGA-BS-A0TE-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinPD
H2AFZSNVMissense_Mutationc.314N>Gp.Ile105Serp.I105SP0C0S5protein_codingdeleterious(0)benign(0.315)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
H2AFZSNVMissense_Mutationc.325N>Tp.Gly109Cysp.G109CP0C0S5protein_codingdeleterious(0)probably_damaging(0.941)TCGA-D1-A17B-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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