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: YAF2

Gene summary for YAF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YAF2

Gene ID

10138

Gene nameYY1 associated factor 2
Gene AliasYAF2
Cytomap12q12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IY57


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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
10138YAF2LZE2THumanEsophagusESCC5.27e-032.48e-010.082
10138YAF2LZE4THumanEsophagusESCC1.30e-101.95e-010.0811
10138YAF2LZE8THumanEsophagusESCC4.54e-021.10e-020.067
10138YAF2LZE20THumanEsophagusESCC1.97e-02-1.41e-020.0662
10138YAF2LZE24THumanEsophagusESCC1.96e-122.06e-010.0596
10138YAF2LZE21THumanEsophagusESCC1.29e-038.65e-020.0655
10138YAF2LZE6THumanEsophagusESCC2.47e-023.67e-020.0845
10138YAF2P1T-EHumanEsophagusESCC4.50e-042.48e-010.0875
10138YAF2P2T-EHumanEsophagusESCC9.38e-255.11e-010.1177
10138YAF2P4T-EHumanEsophagusESCC1.08e-103.19e-010.1323
10138YAF2P5T-EHumanEsophagusESCC1.27e-106.98e-020.1327
10138YAF2P8T-EHumanEsophagusESCC2.48e-295.81e-010.0889
10138YAF2P9T-EHumanEsophagusESCC8.33e-109.82e-020.1131
10138YAF2P10T-EHumanEsophagusESCC1.32e-153.17e-010.116
10138YAF2P11T-EHumanEsophagusESCC6.43e-051.68e-010.1426
10138YAF2P12T-EHumanEsophagusESCC2.42e-092.98e-010.1122
10138YAF2P15T-EHumanEsophagusESCC6.05e-071.69e-010.1149
10138YAF2P16T-EHumanEsophagusESCC4.97e-172.38e-010.1153
10138YAF2P19T-EHumanEsophagusESCC6.96e-032.38e-010.1662
10138YAF2P20T-EHumanEsophagusESCC1.66e-093.46e-010.1124
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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
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
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
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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
YAF2SNVMissense_Mutationnovelc.307N>Cp.Lys103Glnp.K103QQ8IY57protein_codingtolerated(0.06)possibly_damaging(0.804)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
YAF2insertionNonsense_Mutationnovelc.513_514insGGGACGAAGAAACATGCTCAGAGAATTTAGGTTGp.His172GlyfsTer10p.H172Gfs*10Q8IY57protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
YAF2SNVMissense_Mutationc.423N>Cp.Glu141Aspp.E141DQ8IY57protein_codingtolerated(0.16)possibly_damaging(0.637)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
YAF2SNVMissense_Mutationnovelc.468G>Tp.Glu156Aspp.E156DQ8IY57protein_codingtolerated(0.07)probably_damaging(0.953)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
YAF2insertionFrame_Shift_Insnovelc.331_332insAp.Ser111LysfsTer2p.S111Kfs*2Q8IY57protein_codingTCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
YAF2SNVMissense_Mutationnovelc.457G>Tp.Asp153Tyrp.D153YQ8IY57protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
YAF2SNVMissense_Mutationnovelc.547G>Cp.Glu183Glnp.E183QQ8IY57protein_codingtolerated(0.06)probably_damaging(0.974)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
YAF2SNVMissense_Mutationc.357N>Tp.Lys119Asnp.K119NQ8IY57protein_codingtolerated(0.06)benign(0.343)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
YAF2SNVMissense_Mutationnovelc.575C>Ap.Pro192Hisp.P192HQ8IY57protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A2IN-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
YAF2SNVMissense_Mutationc.308A>Cp.Lys103Thrp.K103TQ8IY57protein_codingdeleterious(0.03)benign(0.335)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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