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: AIF1L

Gene summary for AIF1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AIF1L

Gene ID

83543

Gene nameallograft inflammatory factor 1 like
Gene AliasC9orf58
Cytomap9q34.12-q34.13
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9BQI0


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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
83543AIF1LLZE7THumanEsophagusESCC1.23e-062.74e-010.0667
83543AIF1LLZE20THumanEsophagusESCC2.57e-052.44e-010.0662
83543AIF1LLZE24THumanEsophagusESCC8.34e-035.73e-020.0596
83543AIF1LP2T-EHumanEsophagusESCC1.70e-255.68e-010.1177
83543AIF1LP4T-EHumanEsophagusESCC6.58e-265.02e-010.1323
83543AIF1LP5T-EHumanEsophagusESCC1.03e-041.19e-010.1327
83543AIF1LP8T-EHumanEsophagusESCC4.11e-031.54e-010.0889
83543AIF1LP9T-EHumanEsophagusESCC5.31e-039.48e-020.1131
83543AIF1LP10T-EHumanEsophagusESCC3.31e-037.08e-020.116
83543AIF1LP11T-EHumanEsophagusESCC9.42e-051.81e-010.1426
83543AIF1LP15T-EHumanEsophagusESCC4.75e-081.87e-010.1149
83543AIF1LP16T-EHumanEsophagusESCC7.79e-184.26e-010.1153
83543AIF1LP17T-EHumanEsophagusESCC4.59e-041.47e-010.1278
83543AIF1LP22T-EHumanEsophagusESCC4.82e-031.09e-010.1236
83543AIF1LP24T-EHumanEsophagusESCC9.53e-071.71e-010.1287
83543AIF1LP27T-EHumanEsophagusESCC1.54e-031.11e-010.1055
83543AIF1LP28T-EHumanEsophagusESCC3.86e-071.63e-010.1149
83543AIF1LP30T-EHumanEsophagusESCC5.88e-052.15e-010.137
83543AIF1LP31T-EHumanEsophagusESCC1.51e-112.36e-010.1251
83543AIF1LP37T-EHumanEsophagusESCC1.27e-051.17e-010.1371
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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
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:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:005101727EsophagusESCCactin filament bundle assembly100/8552157/187233.87e-064.17e-05100
GO:006157227EsophagusESCCactin filament bundle organization101/8552161/187239.22e-068.82e-05101
GO:00315299EsophagusESCCruffle organization39/855256/187232.44e-041.51e-0339
GO:00971789EsophagusESCCruffle assembly32/855244/187232.50e-041.54e-0332
GO:000701530ThyroidHTactin filament organization50/1272442/187232.71e-043.73e-0350
GO:005101730ThyroidHTactin filament bundle assembly23/1272157/187233.91e-044.90e-0323
GO:006157230ThyroidHTactin filament bundle organization23/1272161/187235.63e-046.62e-0323
GO:009717814ThyroidHTruffle assembly10/127244/187235.97e-046.95e-0310
GO:003152916ThyroidHTruffle organization11/127256/187231.19e-031.16e-0211
GO:0007015112ThyroidPTCactin filament organization225/5968442/187233.76e-173.44e-15225
GO:0051017112ThyroidPTCactin filament bundle assembly83/5968157/187233.73e-088.18e-0783
GO:0061572112ThyroidPTCactin filament bundle organization84/5968161/187236.75e-081.40e-0684
GO:003152917ThyroidPTCruffle organization35/596856/187232.34e-063.11e-0535
GO:009717815ThyroidPTCruffle assembly28/596844/187231.46e-051.56e-0428
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
GO:0051017210ThyroidATCactin filament bundle assembly85/6293157/187238.99e-081.54e-0685
GO:0061572210ThyroidATCactin filament bundle organization86/6293161/187231.68e-072.69e-0686
GO:003152921ThyroidATCruffle organization34/629356/187232.92e-052.45e-0434
GO:009717821ThyroidATCruffle assembly27/629344/187231.49e-041.03e-0327
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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
AIF1LSNVMissense_Mutationc.362T>Cp.Val121Alap.V121AQ9BQI0protein_codingdeleterious(0.03)benign(0.065)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AIF1LSNVMissense_Mutationc.207N>Tp.Glu69Aspp.E69DQ9BQI0protein_codingtolerated(0.1)possibly_damaging(0.796)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AIF1LSNVMissense_Mutationnovelc.445N>Tp.Val149Phep.V149FQ9BQI0protein_codingdeleterious(0)probably_damaging(0.967)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AIF1LSNVMissense_Mutationnovelc.288N>Ap.Met96Ilep.M96IQ9BQI0protein_codingdeleterious(0)benign(0.075)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AIF1LSNVMissense_Mutationc.178N>Ap.Leu60Metp.L60MQ9BQI0protein_codingdeleterious(0.03)possibly_damaging(0.558)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
AIF1LSNVMissense_Mutationc.207N>Tp.Glu69Aspp.E69DQ9BQI0protein_codingtolerated(0.1)possibly_damaging(0.796)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AIF1LSNVMissense_Mutationnovelc.240N>Tp.Glu80Aspp.E80DQ9BQI0protein_codingtolerated(0.09)benign(0.414)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AIF1LSNVMissense_Mutationnovelc.223C>Tp.Leu75Phep.L75FQ9BQI0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
AIF1LSNVMissense_Mutationnovelc.410N>Cp.Met137Thrp.M137TQ9BQI0protein_codingdeleterious(0)benign(0.213)TCGA-EY-A1GK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AIF1LinsertionIn_Frame_Insnovelc.424_425insAGCTCGATTCCAATGCAAGCCCGTCTGACTCTAGAAp.Lys141_Arg142insGlnLeuAspSerAsnAlaSerProSerAspSerArgp.K141_R142insQLDSNASPSDSRQ9BQI0protein_codingTCGA-BG-A0LX-01Endometriumuterine corpus endometrioid carcinomaFemale<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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