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: H3F3A

Gene summary for H3F3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

H3F3A

Gene ID

3020

Gene nameH3.3 histone A
Gene AliasH3-3B
Cytomap1q42.12
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

B2R4P9


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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
3020H3F3AGSM4909281HumanBreastIDC2.86e-433.59e-010.21
3020H3F3AGSM4909282HumanBreastIDC1.42e-724.48e-01-0.0288
3020H3F3AGSM4909285HumanBreastIDC5.47e-1396.42e-010.21
3020H3F3AGSM4909286HumanBreastIDC3.32e-172.76e-010.1081
3020H3F3AGSM4909287HumanBreastIDC3.52e-322.03e-010.2057
3020H3F3AGSM4909288HumanBreastIDC1.87e-143.19e-010.0988
3020H3F3AGSM4909289HumanBreastIDC9.58e-103.28e-010.1064
3020H3F3AGSM4909290HumanBreastIDC1.76e-283.24e-010.2096
3020H3F3AGSM4909293HumanBreastIDC5.23e-1055.88e-010.1581
3020H3F3AGSM4909294HumanBreastIDC1.68e-664.27e-010.2022
3020H3F3AGSM4909295HumanBreastIDC1.32e-071.47e-010.0898
3020H3F3AGSM4909296HumanBreastIDC6.28e-242.31e-010.1524
3020H3F3AGSM4909297HumanBreastIDC2.08e-351.53e-010.1517
3020H3F3AGSM4909298HumanBreastIDC5.66e-503.92e-010.1551
3020H3F3AGSM4909301HumanBreastIDC9.87e-433.76e-010.1577
3020H3F3AGSM4909302HumanBreastIDC2.55e-232.08e-010.1545
3020H3F3AGSM4909303HumanBreastIDC1.26e-062.81e-010.0438
3020H3F3AGSM4909304HumanBreastIDC1.08e-031.64e-010.1636
3020H3F3AGSM4909305HumanBreastIDC6.15e-051.92e-010.0436
3020H3F3AGSM4909306HumanBreastIDC2.06e-263.10e-010.1564
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa05322CervixHSIL_HPVSystemic lupus erythematosus19/459137/84651.40e-041.74e-031.40e-0319
hsa0513125CervixHSIL_HPVShigellosis27/459247/84653.78e-043.49e-032.82e-0327
hsa053221CervixHSIL_HPVSystemic lupus erythematosus19/459137/84651.40e-041.74e-031.40e-0319
hsa0513135CervixHSIL_HPVShigellosis27/459247/84653.78e-043.49e-032.82e-0327
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
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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
H3F3ASNVMissense_Mutationc.307G>Tp.Gly103Cysp.G103CP84243protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.949)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
H3F3ASNVMissense_Mutationnovelc.25C>Gp.Arg9Glyp.R9GP84243protein_codingdeleterious_low_confidence(0.05)benign(0.001)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
H3F3ASNVMissense_Mutationc.7N>Gp.Arg3Glyp.R3GP84243protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-E9-A1R3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapymethotrexateSD
H3F3ASNVMissense_Mutationc.7C>Tp.Arg3Cysp.R3CP84243protein_codingdeleterious_low_confidence(0.01)benign(0.001)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
H3F3ASNVMissense_Mutationnovelc.8G>Cp.Arg3Prop.R3PP84243protein_codingdeleterious_low_confidence(0.03)benign(0)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
H3F3ASNVMissense_Mutationc.14N>Tp.Lys5Metp.K5MP84243protein_codingdeleterious_low_confidence(0)benign(0.271)TCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
H3F3ASNVMissense_Mutationnovelc.274G>Tp.Ala92Serp.A92SP84243protein_codingdeleterious_low_confidence(0)benign(0.284)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
H3F3ASNVMissense_Mutationc.385N>Tp.Arg129Cysp.R129CP84243protein_codingtolerated_low_confidence(0.09)benign(0.001)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
H3F3ASNVMissense_Mutationc.389G>Ap.Arg130Hisp.R130HP84243protein_codingtolerated_low_confidence(0.08)benign(0.001)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
H3F3ASNVMissense_Mutationc.245N>Tp.Asp82Valp.D82VP84243protein_codingdeleterious_low_confidence(0)possibly_damaging(0.858)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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