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: AFF3

Gene summary for AFF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AFF3

Gene ID

3899

Gene nameAF4/FMR2 family member 3
Gene AliasKINS
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P51826


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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
3899AFF3GSM4909282HumanBreastIDC3.57e-02-1.81e-01-0.0288
3899AFF3GSM4909285HumanBreastIDC2.34e-02-1.82e-010.21
3899AFF3GSM4909286HumanBreastIDC3.51e-04-1.87e-010.1081
3899AFF3GSM4909293HumanBreastIDC9.24e-071.17e-010.1581
3899AFF3GSM4909298HumanBreastIDC3.00e-056.14e-020.1551
3899AFF3GSM4909303HumanBreastIDC9.87e-106.11e-010.0438
3899AFF3GSM4909304HumanBreastIDC5.81e-204.73e-010.1636
3899AFF3GSM4909306HumanBreastIDC1.50e-072.93e-010.1564
3899AFF3GSM4909308HumanBreastIDC1.73e-143.00e-010.158
3899AFF3GSM4909311HumanBreastIDC2.38e-03-1.15e-010.1534
3899AFF3GSM4909315HumanBreastIDC3.51e-04-1.84e-010.21
3899AFF3GSM4909319HumanBreastIDC3.20e-05-1.16e-010.1563
3899AFF3brca1HumanBreastPrecancer4.74e-03-1.84e-01-0.0338
3899AFF3M5HumanBreastIDC9.17e-149.44e-010.1598
3899AFF3P3HumanBreastIDC4.27e-117.57e-010.1542
3899AFF3AEH-subject3HumanEndometriumAEH1.61e-144.93e-01-0.2576
3899AFF3AEH-subject4HumanEndometriumAEH3.03e-155.97e-01-0.2657
3899AFF3AEH-subject5HumanEndometriumAEH1.83e-288.64e-01-0.2953
3899AFF3EEC-subject1HumanEndometriumEEC2.31e-042.31e-01-0.2682
3899AFF3EEC-subject3HumanEndometriumEEC2.65e-02-2.24e-03-0.2525
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00346128BreastPrecancerresponse to tumor necrosis factor29/1080253/187233.32e-044.70e-0329
GO:003461213BreastIDCresponse to tumor necrosis factor36/1434253/187232.29e-043.64e-0336
GO:00351073EndometriumAEHappendage morphogenesis29/2100138/187236.06e-045.94e-0329
GO:00351083EndometriumAEHlimb morphogenesis29/2100138/187236.06e-045.94e-0329
GO:00487366EndometriumAEHappendage development33/2100172/187231.41e-031.18e-0233
GO:00601736EndometriumAEHlimb development33/2100172/187231.41e-031.18e-0233
GO:003461210EndometriumAEHresponse to tumor necrosis factor44/2100253/187232.08e-031.61e-0244
GO:0030326EndometriumAEHembryonic limb morphogenesis23/2100116/187234.58e-032.95e-0223
GO:0035113EndometriumAEHembryonic appendage morphogenesis23/2100116/187234.58e-032.95e-0223
GO:003461215EndometriumEECresponse to tumor necrosis factor48/2168253/187233.77e-044.03e-0348
GO:003510711EndometriumEECappendage morphogenesis29/2168138/187231.01e-038.89e-0329
GO:003510811EndometriumEEClimb morphogenesis29/2168138/187231.01e-038.89e-0329
GO:004873611EndometriumEECappendage development33/2168172/187232.38e-031.75e-0233
GO:006017311EndometriumEEClimb development33/2168172/187232.38e-031.75e-0233
GO:00303261EndometriumEECembryonic limb morphogenesis23/2168116/187236.73e-033.93e-0223
GO:00351131EndometriumEECembryonic appendage morphogenesis23/2168116/187236.73e-033.93e-0223
GO:003461211LiverHCCresponse to tumor necrosis factor132/7958253/187231.14e-036.48e-03132
GO:00346127LungIACresponse to tumor necrosis factor46/2061253/187234.28e-046.37e-0346
GO:003461212LungAISresponse to tumor necrosis factor39/1849253/187233.40e-033.23e-0239
GO:003461216ProstateBPHresponse to tumor necrosis factor68/3107253/187232.22e-052.67e-0468
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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
AFF3SNVMissense_Mutationc.2344N>Gp.Leu782Valp.L782VP51826protein_codingdeleterious(0)possibly_damaging(0.815)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AFF3SNVMissense_Mutationrs780730596c.278N>Ap.Arg93Glnp.R93QP51826protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
AFF3SNVMissense_Mutationnovelc.2367N>Tp.Arg789Serp.R789SP51826protein_codingdeleterious(0.01)benign(0.287)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AFF3SNVMissense_Mutationc.1516N>Ap.Pro506Thrp.P506TP51826protein_codingtolerated(0.6)benign(0.139)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AFF3SNVMissense_Mutationc.2428G>Cp.Glu810Glnp.E810QP51826protein_codingdeleterious(0.04)possibly_damaging(0.812)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AFF3SNVMissense_Mutationc.3506N>Tp.Pro1169Leup.P1169LP51826protein_codingdeleterious(0)benign(0.082)TCGA-AO-A1KP-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
AFF3SNVMissense_Mutationc.787N>Gp.Met263Valp.M263VP51826protein_codingdeleterious(0)probably_damaging(0.915)TCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
AFF3SNVMissense_Mutationc.234N>Ap.Phe78Leup.F78LP51826protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
AFF3SNVMissense_Mutationc.920N>Gp.Ser307Cysp.S307CP51826protein_codingdeleterious(0.03)possibly_damaging(0.754)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AFF3SNVMissense_Mutationc.3625N>Ap.Glu1209Lysp.E1209KP51826protein_codingdeleterious(0)probably_damaging(0.936)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
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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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