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: HAT1

Gene summary for HAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HAT1

Gene ID

8520

Gene namehistone acetyltransferase 1
Gene AliasKAT1
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0006323

UniProtAcc

O14929


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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
8520HAT1LZE2THumanEsophagusESCC1.11e-048.03e-010.082
8520HAT1LZE3DHumanEsophagusHGIN2.82e-026.51e-010.0668
8520HAT1LZE4THumanEsophagusESCC1.85e-186.90e-010.0811
8520HAT1LZE7THumanEsophagusESCC6.28e-056.37e-010.0667
8520HAT1LZE8THumanEsophagusESCC7.23e-063.37e-010.067
8520HAT1LZE24THumanEsophagusESCC8.49e-155.45e-010.0596
8520HAT1LZE21THumanEsophagusESCC5.44e-043.32e-010.0655
8520HAT1LZE6THumanEsophagusESCC1.96e-044.88e-010.0845
8520HAT1P1T-EHumanEsophagusESCC2.03e-071.68e-010.0875
8520HAT1P2T-EHumanEsophagusESCC8.86e-285.39e-010.1177
8520HAT1P4T-EHumanEsophagusESCC1.69e-208.18e-010.1323
8520HAT1P5T-EHumanEsophagusESCC1.17e-205.08e-010.1327
8520HAT1P8T-EHumanEsophagusESCC6.10e-143.69e-010.0889
8520HAT1P9T-EHumanEsophagusESCC1.98e-391.18e+000.1131
8520HAT1P10T-EHumanEsophagusESCC3.35e-194.15e-010.116
8520HAT1P11T-EHumanEsophagusESCC4.96e-114.98e-010.1426
8520HAT1P12T-EHumanEsophagusESCC6.85e-306.35e-010.1122
8520HAT1P15T-EHumanEsophagusESCC1.19e-135.93e-010.1149
8520HAT1P16T-EHumanEsophagusESCC1.80e-204.86e-010.1153
8520HAT1P17T-EHumanEsophagusESCC2.83e-064.13e-010.1278
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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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:000758410EsophagusESCCresponse to nutrient114/8552174/187239.43e-081.56e-06114
GO:003166712LiverCirrhoticresponse to nutrient levels174/4634474/187233.08e-091.27e-07174
GO:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
GO:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00064751LiverCirrhoticinternal protein amino acid acetylation65/4634160/187236.66e-061.04e-0465
GO:00183931LiverCirrhoticinternal peptidyl-lysine acetylation64/4634158/187238.75e-061.29e-0464
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
HAT1SNVMissense_Mutationc.1105G>Cp.Asp369Hisp.D369HO14929protein_codingtolerated(0.08)benign(0.136)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HAT1SNVMissense_Mutationc.1026N>Ap.Met342Ilep.M342IO14929protein_codingtolerated(0.71)benign(0.031)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HAT1SNVMissense_Mutationc.1119N>Ap.Met373Ilep.M373IO14929protein_codingtolerated(0.16)benign(0.005)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HAT1SNVMissense_Mutationc.106A>Cp.Lys36Glnp.K36QO14929protein_codingdeleterious(0)possibly_damaging(0.901)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HAT1SNVMissense_Mutationnovelc.407T>Cp.Phe136Serp.F136SO14929protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HAT1SNVMissense_Mutationc.1172N>Cp.Ile391Thrp.I391TO14929protein_codingtolerated(0.58)benign(0.003)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
HAT1SNVMissense_Mutationc.569N>Cp.Ser190Thrp.S190TO14929protein_codingdeleterious(0.04)possibly_damaging(0.569)TCGA-AY-6386-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapy5-fuSD
HAT1SNVMissense_Mutationc.758G>Ap.Gly253Aspp.G253DO14929protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HAT1SNVMissense_Mutationnovelc.24N>Tp.Glu8Aspp.E8DO14929protein_codingtolerated_low_confidence(0.27)benign(0.056)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HAT1insertionFrame_Shift_Insnovelc.143_144insATTCCp.Arg49PhefsTer26p.R49Ffs*26O14929protein_codingTCGA-AM-5820-01Colorectumcolon 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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