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: MACROH2A1

Gene summary for MACROH2A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MACROH2A1

Gene ID

9555

Gene namemacroH2A.1 histone
Gene AliasH2A.y
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

O75367


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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
9555MACROH2A1CA_HPV_1HumanCervixCC2.45e-051.45e-010.0264
9555MACROH2A1CA_HPV_3HumanCervixCC3.87e-035.01e-020.0414
9555MACROH2A1CCI_1HumanCervixCC1.11e-08-6.18e-010.528
9555MACROH2A1CCI_2HumanCervixCC6.44e-08-6.18e-010.5249
9555MACROH2A1CCI_3HumanCervixCC9.21e-12-6.18e-010.516
9555MACROH2A1CCII_1HumanCervixCC1.79e-16-6.18e-010.3249
9555MACROH2A1TumorHumanCervixCC3.92e-37-6.18e-010.1241
9555MACROH2A1sample1HumanCervixCC1.05e-13-6.18e-010.0959
9555MACROH2A1sample3HumanCervixCC5.67e-38-6.18e-010.1387
9555MACROH2A1H2HumanCervixHSIL_HPV4.25e-40-6.18e-010.0632
9555MACROH2A1L1HumanCervixCC4.17e-18-6.18e-010.0802
9555MACROH2A1T1HumanCervixCC5.15e-30-6.18e-010.0918
9555MACROH2A1T2HumanCervixCC1.88e-07-6.18e-010.0709
9555MACROH2A1T3HumanCervixCC1.49e-37-6.18e-010.1389
9555MACROH2A1HTA11_3410_2000001011HumanColorectumAD1.87e-376.89e-010.0155
9555MACROH2A1HTA11_2487_2000001011HumanColorectumSER3.00e-398.85e-01-0.1808
9555MACROH2A1HTA11_2951_2000001011HumanColorectumAD6.82e-156.74e-010.0216
9555MACROH2A1HTA11_1938_2000001011HumanColorectumAD4.25e-401.19e+00-0.0811
9555MACROH2A1HTA11_78_2000001011HumanColorectumAD3.36e-681.50e+00-0.1088
9555MACROH2A1HTA11_347_2000001011HumanColorectumAD7.09e-821.32e+00-0.1954
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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
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:00719007CervixCCregulation of protein serine/threonine kinase activity75/2311359/187232.76e-068.02e-0575
GO:005134810CervixCCnegative regulation of transferase activity60/2311268/187232.77e-068.02e-0560
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
GO:00456822CervixCCregulation of epidermis development22/231165/187235.56e-061.38e-0422
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:00456042CervixCCregulation of epidermal cell differentiation20/231158/187231.07e-052.33e-0420
GO:004232610CervixCCnegative regulation of phosphorylation77/2311385/187231.09e-052.38e-0477
GO:000193310CervixCCnegative regulation of protein phosphorylation69/2311342/187232.29e-054.01e-0469
GO:000646910CervixCCnegative regulation of protein kinase activity47/2311212/187234.13e-056.36e-0447
GO:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00070646CervixCCmitotic sister chromatid cohesion12/231128/187235.47e-058.06e-0412
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00456163CervixCCregulation of keratinocyte differentiation14/231137/187236.97e-059.81e-0414
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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