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: HDAC3

Gene summary for HDAC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HDAC3

Gene ID

8841

Gene namehistone deacetylase 3
Gene AliasHD3
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O15379


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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
8841HDAC3LZE4THumanEsophagusESCC7.39e-088.01e-020.0811
8841HDAC3LZE7THumanEsophagusESCC4.69e-072.83e-010.0667
8841HDAC3LZE8THumanEsophagusESCC1.78e-051.33e-010.067
8841HDAC3LZE22THumanEsophagusESCC1.20e-032.83e-010.068
8841HDAC3LZE24THumanEsophagusESCC2.80e-154.39e-010.0596
8841HDAC3LZE21THumanEsophagusESCC1.73e-022.55e-010.0655
8841HDAC3LZE6THumanEsophagusESCC3.69e-021.78e-010.0845
8841HDAC3P1T-EHumanEsophagusESCC7.67e-114.53e-010.0875
8841HDAC3P2T-EHumanEsophagusESCC3.34e-447.66e-010.1177
8841HDAC3P4T-EHumanEsophagusESCC2.30e-184.63e-010.1323
8841HDAC3P5T-EHumanEsophagusESCC5.93e-254.47e-010.1327
8841HDAC3P8T-EHumanEsophagusESCC2.30e-212.16e-010.0889
8841HDAC3P9T-EHumanEsophagusESCC1.33e-202.69e-010.1131
8841HDAC3P10T-EHumanEsophagusESCC2.27e-264.60e-010.116
8841HDAC3P11T-EHumanEsophagusESCC1.68e-146.25e-010.1426
8841HDAC3P12T-EHumanEsophagusESCC3.87e-448.30e-010.1122
8841HDAC3P15T-EHumanEsophagusESCC7.74e-206.12e-010.1149
8841HDAC3P16T-EHumanEsophagusESCC1.76e-244.09e-010.1153
8841HDAC3P17T-EHumanEsophagusESCC6.15e-054.15e-010.1278
8841HDAC3P19T-EHumanEsophagusESCC2.70e-057.67e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
GO:0032386111ThyroidPTCregulation of intracellular transport202/5968337/187231.12e-263.93e-24202
GO:0033157112ThyroidPTCregulation of intracellular protein transport149/5968229/187233.83e-251.15e-22149
GO:0006913112ThyroidPTCnucleocytoplasmic transport181/5968301/187232.93e-247.69e-22181
GO:0051169112ThyroidPTCnuclear transport181/5968301/187232.93e-247.69e-22181
GO:0032388112ThyroidPTCpositive regulation of intracellular transport132/5968202/187231.10e-222.57e-20132
GO:0031647113ThyroidPTCregulation of protein stability174/5968298/187232.05e-214.05e-19174
GO:0034504111ThyroidPTCprotein localization to nucleus170/5968290/187233.34e-216.38e-19170
GO:0090316110ThyroidPTCpositive regulation of intracellular protein transport109/5968160/187234.20e-217.79e-19109
GO:1903320113ThyroidPTCregulation of protein modification by small protein conjugation or removal148/5968242/187234.49e-218.10e-19148
GO:1903829113ThyroidPTCpositive regulation of cellular protein localization162/5968276/187232.40e-203.52e-18162
GO:0031396113ThyroidPTCregulation of protein ubiquitination128/5968210/187233.06e-183.27e-16128
GO:1904951113ThyroidPTCpositive regulation of establishment of protein localization175/5968319/187231.10e-171.12e-15175
GO:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:004682223ThyroidPTCregulation of nucleocytoplasmic transport76/5968106/187234.11e-173.70e-1576
GO:0051222113ThyroidPTCpositive regulation of protein transport163/5968303/187231.58e-151.16e-13163
GO:1900180111ThyroidPTCregulation of protein localization to nucleus84/5968136/187236.52e-133.08e-1184
GO:004682420ThyroidPTCpositive regulation of nucleocytoplasmic transport47/596862/187231.44e-126.50e-1147
GO:1900182110ThyroidPTCpositive regulation of protein localization to nucleus59/596887/187236.13e-122.61e-1059
GO:0017038111ThyroidPTCprotein import109/5968206/187232.74e-108.96e-09109
GO:005117017ThyroidPTCimport into nucleus85/5968159/187231.30e-083.08e-0785
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0491928EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa04919113EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa0491912LiverHCCThyroid hormone signaling pathway75/4020121/84658.76e-043.38e-031.88e-0375
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa0491913LiverHCCThyroid hormone signaling pathway75/4020121/84658.76e-043.38e-031.88e-0375
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa0491926Oral cavityOSCCThyroid hormone signaling pathway73/3704121/84651.63e-045.52e-042.81e-0473
hsa0520314Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa04919112Oral cavityOSCCThyroid hormone signaling pathway73/3704121/84651.63e-045.52e-042.81e-0473
hsa0520324Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
hsa0520334Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
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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
HDAC3SNVMissense_Mutationc.597N>Gp.Phe199Leup.F199LO15379protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
HDAC3SNVMissense_Mutationc.1012C>Tp.Leu338Phep.L338FO15379protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HDAC3deletionFrame_Shift_Delnovelc.731delNp.Val244GlyfsTer72p.V244Gfs*72O15379protein_codingTCGA-LL-A6FQ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
HDAC3SNVMissense_Mutationnovelc.445G>Ap.Asp149Asnp.D149NO15379protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC3SNVMissense_Mutationnovelc.38T>Cp.Val13Alap.V13AO15379protein_codingdeleterious(0.01)possibly_damaging(0.897)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
HDAC3SNVMissense_Mutationc.708C>Gp.Phe236Leup.F236LO15379protein_codingdeleterious(0)benign(0.366)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HDAC3SNVMissense_Mutationc.803N>Ap.Cys268Tyrp.C268YO15379protein_codingdeleterious(0)probably_damaging(0.997)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC3SNVMissense_Mutationc.1271N>Ap.Ser424Asnp.S424NO15379protein_codingtolerated(0.57)benign(0)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
HDAC3SNVMissense_Mutationc.192N>Tp.Glu64Aspp.E64DO15379protein_codingtolerated(1)benign(0.003)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HDAC3SNVMissense_Mutationnovelc.712C>Tp.Pro238Serp.P238SO15379protein_codingtolerated(0.08)probably_damaging(0.95)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
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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
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEinhibitorCUDC-101CUDC-101
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEBELINOSTATBELINOSTAT25937017
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOME7-ETHYL-10-HYDROXY-CAMPTOTHECIN7-ETHYL-10-HYDROXYCAMPTOTHECIN23622981
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEinhibitor187051792PANOBINOSTAT
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEVALPROIC ACIDVALPROIC ACID18294844,16921367,25304896
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOMERG2833
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEPMID29671355-Compound-25
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEinhibitor252166579TACEDINALINE
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEinhibitorVALPROIC ACIDDEPAKOTE
8841HDAC3ENZYME, TRANSCRIPTION FACTOR, DRUGGABLE GENOME2-ENE-VALPROATECHEMBL11748717566732
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