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: H4C3

Gene summary for H4C3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

H4C3

Gene ID

8364

Gene nameH4 clustered histone 3
Gene AliasH4-16
Cytomap6p22.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

B2R4R0


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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
8364H4C3HTA11_2112_2000001011HumanColorectumSER6.90e-097.96e-01-0.2196
8364H4C3HTA11_3361_2000001011HumanColorectumAD1.42e-209.08e-01-0.1207
8364H4C3HTA11_83_2000001011HumanColorectumSER4.15e-237.89e-01-0.1526
8364H4C3HTA11_696_2000001011HumanColorectumAD6.01e-682.40e+00-0.1464
8364H4C3HTA11_866_2000001011HumanColorectumAD8.59e-391.02e+00-0.1001
8364H4C3HTA11_1391_2000001011HumanColorectumAD5.40e-442.10e+00-0.059
8364H4C3HTA11_2992_2000001011HumanColorectumSER2.44e-096.23e-01-0.1706
8364H4C3HTA11_5212_2000001011HumanColorectumAD2.28e-026.52e-01-0.2061
8364H4C3HTA11_5216_2000001011HumanColorectumSER2.49e-085.38e-01-0.1462
8364H4C3HTA11_546_2000001011HumanColorectumAD4.93e-281.74e+00-0.0842
8364H4C3HTA11_7862_2000001011HumanColorectumAD4.04e-165.71e-01-0.0179
8364H4C3HTA11_866_3004761011HumanColorectumAD1.00e-499.47e-010.096
8364H4C3HTA11_4255_2000001011HumanColorectumSER1.20e-126.74e-010.0446
8364H4C3HTA11_8622_2000001021HumanColorectumSER1.03e-178.72e-010.0528
8364H4C3HTA11_7663_2000001011HumanColorectumSER8.45e-211.03e+000.0131
8364H4C3HTA11_10623_2000001011HumanColorectumAD2.05e-043.00e-01-0.0177
8364H4C3HTA11_6801_2000001011HumanColorectumSER1.85e-043.87e-010.0171
8364H4C3HTA11_10711_2000001011HumanColorectumAD2.76e-296.86e-010.0338
8364H4C3HTA11_7696_3000711011HumanColorectumAD2.19e-761.40e+000.0674
8364H4C3HTA11_6818_2000001011HumanColorectumAD7.84e-259.67e-010.0112
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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:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:004563710CervixCCregulation of myeloid cell differentiation48/2311210/187231.49e-052.93e-0448
GO:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00063381CervixCCchromatin remodeling45/2311255/187238.33e-034.30e-0245
GO:003009915CervixHSIL_HPVmyeloid cell differentiation36/737381/187231.19e-065.62e-0536
GO:190370613CervixHSIL_HPVregulation of hemopoiesis35/737367/187231.35e-066.21e-0535
GO:004563715CervixHSIL_HPVregulation of myeloid cell differentiation22/737210/187232.97e-058.57e-0422
GO:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0045637ColorectumADregulation of myeloid cell differentiation61/3918210/187233.17e-032.35e-0261
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00300991ColorectumSERmyeloid cell differentiation80/2897381/187232.28e-032.18e-0280
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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
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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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