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: HIST1H4C

Gene summary for HIST1H4C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HIST1H4C

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
8364HIST1H4CGSM4909282HumanBreastIDC1.61e-461.10e+00-0.0288
8364HIST1H4CGSM4909286HumanBreastIDC1.85e-185.37e-010.1081
8364HIST1H4CGSM4909290HumanBreastIDC2.48e-044.58e-010.2096
8364HIST1H4CGSM4909291HumanBreastIDC2.09e-024.41e-010.1753
8364HIST1H4CGSM4909296HumanBreastIDC1.24e-052.15e-010.1524
8364HIST1H4CGSM4909297HumanBreastIDC2.92e-02-8.97e-020.1517
8364HIST1H4CGSM4909301HumanBreastIDC2.68e-053.97e-010.1577
8364HIST1H4CGSM4909311HumanBreastIDC2.18e-12-9.98e-020.1534
8364HIST1H4CGSM4909312HumanBreastIDC1.25e-031.69e-010.1552
8364HIST1H4CGSM4909319HumanBreastIDC2.61e-272.82e-010.1563
8364HIST1H4CGSM4909321HumanBreastIDC6.04e-08-3.20e-010.1559
8364HIST1H4Cbrca10HumanBreastPrecancer9.87e-06-3.41e-01-0.0029
8364HIST1H4CM1HumanBreastIDC3.51e-125.68e-010.1577
8364HIST1H4CNCCBC14HumanBreastDCIS1.59e-053.67e-020.2021
8364HIST1H4CNCCBC3HumanBreastDCIS6.11e-053.23e-010.1198
8364HIST1H4CNCCBC5HumanBreastDCIS1.44e-02-7.73e-020.2046
8364HIST1H4CP1HumanBreastIDC4.35e-132.68e-010.1527
8364HIST1H4CDCIS2HumanBreastDCIS2.77e-28-7.12e-020.0085
8364HIST1H4CCCI_2HumanCervixCC8.30e-157.06e-010.5249
8364HIST1H4CCCI_3HumanCervixCC7.43e-042.06e-010.516
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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
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
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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
HIST1H4CSNVMissense_Mutationc.31N>Ap.Leu11Metp.L11MP62805protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.456)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HIST1H4CSNVMissense_Mutationc.135G>Cp.Lys45Asnp.K45NP62805protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.79)TCGA-LP-A4AX-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HIST1H4CSNVMissense_Mutationnovelc.250G>Ap.Ala84Thrp.A84TP62805protein_codingtolerated(0.07)benign(0.094)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HIST1H4CSNVMissense_Mutationnovelc.157G>Cp.Glu53Glnp.E53QP62805protein_codingdeleterious(0.02)possibly_damaging(0.667)TCGA-DI-A1NO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
HIST1H4CSNVMissense_Mutationnovelc.118C>Gp.Arg40Glyp.R40GP62805protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BC-A8YO-01Liverliver hepatocellular carcinomaFemale>=65III/IVTargeted Molecular therapysorafenibPD
HIST1H4CSNVMissense_Mutationc.266A>Gp.Tyr89Cysp.Y89CP62805protein_codingdeleterious(0.04)benign(0.395)TCGA-CC-A7IJ-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
HIST1H4CSNVMissense_Mutationc.73G>Ap.Asp25Asnp.D25NP62805protein_codingtolerated_low_confidence(0.05)benign(0.243)TCGA-55-7995-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapycarboplatinCR
HIST1H4CSNVMissense_Mutationnovelc.299N>Tp.Gly100Valp.G100VP62805protein_codingdeleterious_low_confidence(0)probably_damaging(0.983)TCGA-55-8507-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
HIST1H4CSNVMissense_Mutationc.195N>Ap.Asn65Lysp.N65KP62805protein_codingdeleterious(0)benign(0.198)TCGA-86-7955-01Lunglung adenocarcinomaMale<65I/IIChemotherapyetoposidePD
HIST1H4CSNVMissense_Mutationc.70C>Tp.Arg24Trpp.R24WP62805protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-L9-A8F4-01Lunglung adenocarcinomaFemale<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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