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: H2AJ

Gene summary for H2AJ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

H2AJ

Gene ID

55766

Gene nameH2A.J histone
Gene AliasH2AFJ
Cytomap12p12.3
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

A0A024RAS2


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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
55766H2AJCA_HPV_1HumanCervixCC1.41e-07-2.46e-010.0264
55766H2AJCCI_1HumanCervixCC1.93e-06-5.26e-010.528
55766H2AJCCI_2HumanCervixCC8.18e-06-5.26e-010.5249
55766H2AJCCI_3HumanCervixCC5.72e-09-5.26e-010.516
55766H2AJCCII_1HumanCervixCC7.66e-13-5.26e-010.3249
55766H2AJTumorHumanCervixCC1.30e-32-5.26e-010.1241
55766H2AJsample1HumanCervixCC1.45e-10-5.26e-010.0959
55766H2AJsample3HumanCervixCC1.30e-32-5.26e-010.1387
55766H2AJH2HumanCervixHSIL_HPV5.21e-31-5.26e-010.0632
55766H2AJL1HumanCervixCC3.46e-14-5.26e-010.0802
55766H2AJT1HumanCervixCC5.04e-24-5.26e-010.0918
55766H2AJT2HumanCervixCC1.97e-05-5.26e-010.0709
55766H2AJT3HumanCervixCC3.29e-32-5.26e-010.1389
55766H2AJHTA11_3410_2000001011HumanColorectumAD6.00e-081.74e-010.0155
55766H2AJHTA11_2487_2000001011HumanColorectumSER1.36e-225.68e-01-0.1808
55766H2AJHTA11_2951_2000001011HumanColorectumAD3.34e-043.08e-010.0216
55766H2AJHTA11_1938_2000001011HumanColorectumAD7.36e-225.54e-01-0.0811
55766H2AJHTA11_78_2000001011HumanColorectumAD2.20e-051.60e-01-0.1088
55766H2AJHTA11_347_2000001011HumanColorectumAD7.85e-284.79e-01-0.1954
55766H2AJHTA11_411_2000001011HumanColorectumSER6.89e-149.77e-01-0.2602
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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
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
∗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
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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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