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: YEATS2

Gene summary for YEATS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YEATS2

Gene ID

55689

Gene nameYEATS domain containing 2
Gene AliasFAME4
Cytomap3q27.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9ULM3


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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
55689YEATS2CCI_1HumanCervixCC3.77e-191.22e+000.528
55689YEATS2CCI_2HumanCervixCC1.79e-111.15e+000.5249
55689YEATS2CCI_3HumanCervixCC3.34e-301.31e+000.516
55689YEATS2LZE2THumanEsophagusESCC2.82e-087.10e-010.082
55689YEATS2LZE4THumanEsophagusESCC2.23e-277.10e-010.0811
55689YEATS2LZE5THumanEsophagusESCC1.14e-023.88e-010.0514
55689YEATS2LZE7THumanEsophagusESCC1.32e-093.24e-010.0667
55689YEATS2LZE20THumanEsophagusESCC1.33e-051.37e-010.0662
55689YEATS2LZE22THumanEsophagusESCC3.72e-022.81e-010.068
55689YEATS2LZE24THumanEsophagusESCC4.85e-194.80e-010.0596
55689YEATS2LZE21THumanEsophagusESCC3.38e-085.76e-010.0655
55689YEATS2P1T-EHumanEsophagusESCC9.50e-093.38e-010.0875
55689YEATS2P2T-EHumanEsophagusESCC3.60e-468.49e-010.1177
55689YEATS2P4T-EHumanEsophagusESCC4.58e-316.26e-010.1323
55689YEATS2P5T-EHumanEsophagusESCC3.45e-244.45e-010.1327
55689YEATS2P8T-EHumanEsophagusESCC1.02e-213.48e-010.0889
55689YEATS2P9T-EHumanEsophagusESCC4.78e-153.52e-010.1131
55689YEATS2P10T-EHumanEsophagusESCC3.87e-376.52e-010.116
55689YEATS2P11T-EHumanEsophagusESCC1.32e-185.23e-010.1426
55689YEATS2P12T-EHumanEsophagusESCC3.67e-183.77e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
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: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:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:00064732LiverHCCprotein acetylation135/7958201/187231.20e-125.92e-11135
GO:00435432LiverHCCprotein acylation157/7958243/187232.40e-121.12e-10157
GO:00183942LiverHCCpeptidyl-lysine acetylation116/7958169/187235.11e-122.23e-10116
GO:00064752LiverHCCinternal protein amino acid acetylation107/7958160/187233.77e-101.23e-08107
GO:00183932LiverHCCinternal peptidyl-lysine acetylation105/7958158/187239.48e-102.90e-08105
GO:00165732LiverHCChistone acetylation101/7958152/187231.99e-095.63e-08101
GO:0043966LiverHCChistone H3 acetylation37/795861/187233.21e-031.48e-0237
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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
YEATS2SNVMissense_Mutationc.557G>Cp.Gly186Alap.G186AQ9ULM3protein_codingtolerated(0.35)benign(0.021)TCGA-A2-A0T3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
YEATS2SNVMissense_Mutationnovelc.712N>Ap.Val238Ilep.V238IQ9ULM3protein_codingdeleterious(0.03)probably_damaging(0.979)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
YEATS2SNVMissense_Mutationc.1667N>Gp.Ser556Cysp.S556CQ9ULM3protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.781)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
YEATS2SNVMissense_Mutationrs750911091c.851N>Gp.Glu284Glyp.E284GQ9ULM3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
YEATS2SNVMissense_Mutationnovelc.536N>Tp.Arg179Metp.R179MQ9ULM3protein_codingdeleterious(0)possibly_damaging(0.641)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
YEATS2SNVMissense_Mutationnovelc.3841N>Ap.Gln1281Lysp.Q1281KQ9ULM3protein_codingdeleterious(0.03)benign(0.112)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
YEATS2SNVMissense_Mutationc.46N>Ap.Glu16Lysp.E16KQ9ULM3protein_codingdeleterious(0.01)possibly_damaging(0.651)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
YEATS2SNVMissense_Mutationnovelc.123G>Cp.Lys41Asnp.K41NQ9ULM3protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
YEATS2SNVMissense_Mutationc.2932G>Tp.Val978Leup.V978LQ9ULM3protein_codingtolerated_low_confidence(0.74)benign(0.005)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
YEATS2SNVMissense_Mutationc.251C>Gp.Ala84Glyp.A84GQ9ULM3protein_codingdeleterious(0)probably_damaging(0.934)TCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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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