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: HDAC5

Gene summary for HDAC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HDAC5

Gene ID

10014

Gene namehistone deacetylase 5
Gene AliasHD5
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9UQL6


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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
10014HDAC5LZE4THumanEsophagusESCC1.49e-064.44e-020.0811
10014HDAC5LZE8THumanEsophagusESCC4.61e-02-7.03e-020.067
10014HDAC5LZE24THumanEsophagusESCC5.63e-174.56e-010.0596
10014HDAC5LZE21THumanEsophagusESCC1.82e-021.54e-010.0655
10014HDAC5LZE6THumanEsophagusESCC7.32e-031.99e-020.0845
10014HDAC5P1T-EHumanEsophagusESCC3.68e-102.79e-010.0875
10014HDAC5P2T-EHumanEsophagusESCC7.42e-131.59e-010.1177
10014HDAC5P4T-EHumanEsophagusESCC5.16e-146.07e-020.1323
10014HDAC5P5T-EHumanEsophagusESCC1.27e-09-5.80e-030.1327
10014HDAC5P8T-EHumanEsophagusESCC5.05e-141.76e-010.0889
10014HDAC5P9T-EHumanEsophagusESCC6.89e-116.59e-020.1131
10014HDAC5P10T-EHumanEsophagusESCC3.55e-08-3.84e-020.116
10014HDAC5P11T-EHumanEsophagusESCC1.98e-091.81e-010.1426
10014HDAC5P12T-EHumanEsophagusESCC9.40e-263.65e-010.1122
10014HDAC5P15T-EHumanEsophagusESCC7.44e-132.32e-010.1149
10014HDAC5P16T-EHumanEsophagusESCC5.19e-182.01e-010.1153
10014HDAC5P19T-EHumanEsophagusESCC1.19e-022.37e-010.1662
10014HDAC5P20T-EHumanEsophagusESCC3.47e-045.82e-020.1124
10014HDAC5P21T-EHumanEsophagusESCC1.27e-081.66e-010.1617
10014HDAC5P22T-EHumanEsophagusESCC4.70e-074.17e-020.1236
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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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:00987325EsophagusESCCmacromolecule deacylation80/8552116/187233.19e-074.50e-0680
GO:00165754EsophagusESCChistone deacetylation60/855282/187233.85e-075.32e-0660
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00064765EsophagusESCCprotein deacetylation70/8552101/187231.29e-061.58e-0570
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286918EsophagusESCCcellular response to insulin stimulus124/8552203/187236.63e-066.75e-05124
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
GO:007137516EsophagusESCCcellular response to peptide hormone stimulus166/8552290/187234.48e-053.55e-04166
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
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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
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa0520314Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
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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
HDAC5SNVMissense_Mutationc.155N>Ap.Gly52Glup.G52EQ9UQL6protein_codingtolerated_low_confidence(0.31)probably_damaging(0.998)TCGA-AR-A0U3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HDAC5SNVMissense_Mutationc.1703N>Ap.Gly568Glup.G568EQ9UQL6protein_codingtolerated(0.29)benign(0)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
HDAC5SNVMissense_Mutationnovelc.1853N>Tp.Pro618Leup.P618LQ9UQL6protein_codingtolerated(0.24)probably_damaging(0.948)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
HDAC5SNVMissense_Mutationrs760938209c.1268N>Tp.Ser423Phep.S423FQ9UQL6protein_codingtolerated(0.72)possibly_damaging(0.827)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
HDAC5insertionFrame_Shift_Insnovelc.1549_1550insTp.Gln517LeufsTer35p.Q517Lfs*35Q9UQL6protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HDAC5SNVMissense_Mutationnovelc.2684N>Ap.Arg895Hisp.R895HQ9UQL6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC5SNVMissense_Mutationnovelc.754N>Ap.Asp252Asnp.D252NQ9UQL6protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC5SNVMissense_Mutationc.2560N>Gp.Lys854Glup.K854EQ9UQL6protein_codingdeleterious(0)benign(0.303)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC5SNVMissense_Mutationc.287N>Cp.Phe96Serp.F96SQ9UQL6protein_codingdeleterious(0)probably_damaging(0.986)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HDAC5SNVMissense_Mutationnovelc.3064N>Ap.Ala1022Thrp.A1022TQ9UQL6protein_codingdeleterious(0.04)possibly_damaging(0.499)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGRESMINOSTATRESMINOSTAT
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGinhibitorSB939
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGinhibitorGIVINOSTATGIVINOSTAT
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGENTINOSTATENTINOSTAT19966789,20491440
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGPMID29671355-Compound-62
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGBUTANOIC ACIDBUTANOIC ACID19053749
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGMOCETINOSTATMOCETINOSTAT23829483,26287310
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGPMID29671355-Compound-31
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGCUDC-101CUDC-101
10014HDAC5TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, TRANSCRIPTION FACTOR BINDINGinhibitorCHEMBL3545368PANOBINOSTAT LACTATE
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