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: AIF1

Gene summary for AIF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AIF1

Gene ID

199

Gene nameallograft inflammatory factor 1
Gene AliasAIF-1
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

I3WTX1


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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
199AIF1NCCBC11HumanBreastDCIS9.00e-087.92e-010.1232
199AIF1NCCBC14HumanBreastDCIS2.44e-085.08e-010.2021
199AIF1NCCBC3HumanBreastDCIS1.22e-391.05e+000.1198
199AIF1NCCBC5HumanBreastDCIS6.97e-218.38e-010.2046
199AIF1N_HPV_1HumanCervixN_HPV4.36e-055.04e-010.0079
199AIF1N_HPV_2HumanCervixN_HPV5.56e-053.83e-01-0.0131
199AIF1CCI_1HumanCervixCC3.17e-04-6.97e-010.528
199AIF1CCI_2HumanCervixCC4.44e-02-6.75e-010.5249
199AIF1CCI_3HumanCervixCC2.19e-04-6.81e-010.516
199AIF1CCII_1HumanCervixCC3.08e-09-6.97e-010.3249
199AIF1TumorHumanCervixCC3.04e-18-6.91e-010.1241
199AIF1sample1HumanCervixCC6.37e-04-6.42e-010.0959
199AIF1sample3HumanCervixCC1.02e-18-6.89e-010.1387
199AIF1H2HumanCervixHSIL_HPV2.16e-10-6.25e-010.0632
199AIF1T1HumanCervixCC3.61e-09-6.13e-010.0918
199AIF1T3HumanCervixCC3.70e-17-6.88e-010.1389
199AIF1S43HumanLiverCirrhotic1.08e-07-3.58e-01-0.0187
199AIF1HCC1_MengHumanLiverHCC6.75e-16-1.84e-010.0246
199AIF1HCC2_MengHumanLiverHCC2.01e-06-3.50e-010.0107
199AIF1cirrhotic1HumanLiverCirrhotic9.65e-05-2.13e-010.0202
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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
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
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
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:000268521BreastDCISregulation of leukocyte migration32/1390210/187237.94e-051.52e-0332
GO:003210321BreastDCISpositive regulation of response to external stimulus54/1390427/187238.34e-051.58e-0354
GO:002240722BreastDCISregulation of cell-cell adhesion56/1390448/187238.53e-051.61e-0356
GO:005127111BreastDCISnegative regulation of cellular component movement48/1390367/187238.97e-051.69e-0348
GO:002240921BreastDCISpositive regulation of cell-cell adhesion39/1390284/187231.44e-042.45e-0339
GO:003166822BreastDCIScellular response to extracellular stimulus35/1390246/187231.54e-042.59e-0335
GO:200014611BreastDCISnegative regulation of cell motility46/1390359/187232.01e-043.23e-0346
GO:005101724BreastDCISactin filament bundle assembly25/1390157/187232.31e-043.65e-0325
GO:007167721BreastDCISpositive regulation of mononuclear cell migration14/139065/187232.43e-043.78e-0314
GO:006157224BreastDCISactin filament bundle organization25/1390161/187233.43e-044.90e-0325
GO:005125814BreastDCISprotein polymerization39/1390297/187233.64e-045.15e-0339
GO:004209821BreastDCIST cell proliferation29/1390199/187233.64e-045.15e-0329
GO:004212921BreastDCISregulation of T cell proliferation26/1390171/187233.69e-045.19e-0326
GO:003033611BreastDCISnegative regulation of cell migration43/1390344/187235.41e-046.96e-0343
GO:007167421BreastDCISmononuclear cell migration28/1390196/187236.29e-047.90e-0328
GO:000268821BreastDCISregulation of leukocyte chemotaxis20/1390122/187236.42e-047.93e-0320
GO:004001311BreastDCISnegative regulation of locomotion47/1390391/187237.30e-048.69e-0347
GO:007167521BreastDCISregulation of mononuclear cell migration19/1390115/187237.86e-049.11e-0319
GO:00900252BreastDCISregulation of monocyte chemotaxis8/139029/187239.47e-041.07e-028
GO:000268721BreastDCISpositive regulation of leukocyte migration21/1390135/187239.64e-041.08e-0221
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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
AIF1SNVMissense_Mutationnovelc.253N>Cp.Glu85Glnp.E85QP55008protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AIF1deletionFrame_Shift_Delc.413delCp.Pro138GlnfsTer36p.P138Qfs*36P55008protein_codingTCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AIF1SNVMissense_Mutationnovelc.4N>Tp.Ser2Cysp.S2CP55008protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.757)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AIF1SNVMissense_Mutationnovelc.215N>Tp.Arg72Leup.R72LP55008protein_codingtolerated(0.15)possibly_damaging(0.887)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AIF1SNVMissense_Mutationnovelc.261G>Tp.Lys87Asnp.K87NP55008protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AIF1SNVMissense_Mutationnovelc.53N>Tp.Ala18Valp.A18VP55008protein_codingtolerated(0.1)benign(0.033)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
AIF1SNVMissense_Mutationc.220N>Ap.Leu74Metp.L74MP55008protein_codingtolerated(1)benign(0.17)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AIF1SNVMissense_Mutationnovelc.412C>Ap.Pro138Thrp.P138TP55008protein_codingdeleterious(0)probably_damaging(0.916)TCGA-78-8662-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownPD
AIF1SNVMissense_Mutationc.406N>Tp.Gly136Cysp.G136CP55008protein_codingdeleterious(0.02)benign(0.029)TCGA-BR-4280-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
AIF1SNVMissense_Mutationc.440N>Tp.Pro147Leup.P147LP55008protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BR-4362-01Stomachstomach 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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