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: H2AFX

Gene summary for H2AFX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

H2AFX

Gene ID

3014

Gene nameH2A.X variant histone
Gene AliasH2A.X
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P16104


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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
3014H2AFXCCI_2HumanCervixCC1.28e-033.35e-010.5249
3014H2AFXTumorHumanCervixCC3.12e-193.60e-010.1241
3014H2AFXsample1HumanCervixCC3.80e-113.98e-010.0959
3014H2AFXsample3HumanCervixCC2.75e-233.87e-010.1387
3014H2AFXH2HumanCervixHSIL_HPV8.81e-061.83e-010.0632
3014H2AFXL1HumanCervixCC6.94e-042.39e-010.0802
3014H2AFXT1HumanCervixCC7.83e-204.65e-010.0918
3014H2AFXT2HumanCervixCC2.79e-155.94e-010.0709
3014H2AFXT3HumanCervixCC4.88e-244.31e-010.1389
3014H2AFXLZE4THumanEsophagusESCC9.41e-104.35e-010.0811
3014H2AFXLZE7THumanEsophagusESCC5.34e-05-3.68e-020.0667
3014H2AFXLZE20THumanEsophagusESCC4.87e-125.96e-010.0662
3014H2AFXLZE22D1HumanEsophagusHGIN6.59e-091.36e+000.0595
3014H2AFXLZE22THumanEsophagusESCC1.27e-283.27e+000.068
3014H2AFXLZE24THumanEsophagusESCC3.53e-251.02e+000.0596
3014H2AFXLZE22D3HumanEsophagusHGIN9.00e-031.45e+000.0653
3014H2AFXLZE21THumanEsophagusESCC1.76e-039.26e-010.0655
3014H2AFXLZE6THumanEsophagusESCC4.06e-03-9.29e-020.0845
3014H2AFXP1T-EHumanEsophagusESCC3.17e-131.07e+000.0875
3014H2AFXP2T-EHumanEsophagusESCC1.28e-331.12e+000.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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
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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
H2AFXSNVMissense_Mutationnovelc.402G>Cp.Lys134Asnp.K134NP16104protein_codingdeleterious_low_confidence(0.04)benign(0.05)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
H2AFXSNVMissense_Mutationnovelc.184G>Ap.Glu62Lysp.E62KP16104protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
H2AFXSNVMissense_Mutationc.233N>Cp.Arg78Prop.R78PP16104protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.826)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
H2AFXSNVMissense_Mutationnovelc.161N>Tp.Ala54Valp.A54VP16104protein_codingdeleterious_low_confidence(0)possibly_damaging(0.755)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
H2AFXSNVMissense_Mutationc.248N>Gp.His83Argp.H83RP16104protein_codingdeleterious_low_confidence(0)probably_damaging(0.932)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
H2AFXSNVMissense_Mutationc.353C>Tp.Pro118Leup.P118LP16104protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.96)TCGA-F4-6806-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyirinotecanPD
H2AFXSNVMissense_Mutationc.407C>Tp.Ala136Valp.A136VP16104protein_codingtolerated_low_confidence(0.28)benign(0.05)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
H2AFXSNVMissense_Mutationrs752137831c.310N>Ap.Ala104Thrp.A104TP16104protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.944)TCGA-AX-A2HG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
H2AFXSNVMissense_Mutationc.412N>Ap.Gln138Lysp.Q138KP16104protein_codingtolerated_low_confidence(0.86)benign(0)TCGA-50-6590-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapypaclitaxelCR
H2AFXSNVMissense_Mutationc.311N>Ap.Ala104Aspp.A104DP16104protein_codingdeleterious_low_confidence(0)possibly_damaging(0.529)TCGA-55-A490-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinSD
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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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