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: IL4I1

Gene summary for IL4I1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL4I1

Gene ID

259307

Gene nameinterleukin 4 induced 1
Gene AliasFIG1
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q96RQ9


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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
259307IL4I1PTCwithHT_6HumanThyroidHT4.82e-021.66e-010.02
259307IL4I1ATC09HumanThyroidATC6.36e-277.54e-010.2871
259307IL4I1ATC12HumanThyroidATC5.14e-031.16e-010.34
259307IL4I1ATC1HumanThyroidATC1.78e-278.14e-010.2878
259307IL4I1ATC4HumanThyroidATC1.97e-051.87e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00506708ThyroidHTregulation of lymphocyte proliferation33/1272225/187232.35e-055.25e-0433
GO:00024494ThyroidHTlymphocyte mediated immunity45/1272350/187232.76e-056.05e-0445
GO:00329447ThyroidHTregulation of mononuclear cell proliferation33/1272227/187232.82e-056.13e-0433
GO:00300986ThyroidHTlymphocyte differentiation47/1272374/187233.32e-057.02e-0447
GO:000268319ThyroidHTnegative regulation of immune system process52/1272434/187234.74e-059.49e-0452
GO:00024434ThyroidHTleukocyte mediated immunity51/1272440/187231.30e-042.07e-0351
GO:00024605ThyroidHTadaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains43/1272356/187231.74e-042.59e-0343
GO:190210517ThyroidHTregulation of leukocyte differentiation35/1272279/187233.32e-044.28e-0335
GO:00224088ThyroidHTnegative regulation of cell-cell adhesion27/1272196/187233.55e-044.54e-0327
GO:00421133ThyroidHTB cell activation39/1272334/187236.66e-047.61e-0339
GO:000242410ThyroidHTT cell mediated immune response to tumor cell5/127212/187237.59e-048.37e-035
GO:19021078ThyroidHTpositive regulation of leukocyte differentiation22/1272157/187239.54e-049.83e-0322
GO:19037088ThyroidHTpositive regulation of hemopoiesis22/1272157/187239.54e-049.83e-0322
GO:00023473ThyroidHTresponse to tumor cell9/127239/187239.90e-041.01e-029
GO:00302178ThyroidHTT cell differentiation31/1272257/187231.35e-031.29e-0231
GO:004670020ThyroidHTheterocycle catabolic process47/1272445/187231.76e-031.58e-0247
GO:001943920ThyroidHTaromatic compound catabolic process48/1272467/187232.74e-032.25e-0248
GO:000716218ThyroidHTnegative regulation of cell adhesion34/1272303/187232.76e-032.27e-0234
GO:000283110ThyroidHTregulation of response to biotic stimulus36/1272327/187232.91e-032.36e-0236
GO:190136120ThyroidHTorganic cyclic compound catabolic process50/1272495/187233.22e-032.55e-0250
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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
IL4I1SNVMissense_Mutationnovelc.1664N>Gp.Val555Glyp.V555GQ96RQ9protein_codingtolerated_low_confidence(0.07)benign(0.017)TCGA-A2-A0T5-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificTaxotereSD
IL4I1SNVMissense_Mutationnovelc.1502N>Ap.Ala501Aspp.A501DQ96RQ9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
IL4I1SNVMissense_Mutationnovelc.1664N>Gp.Val555Glyp.V555GQ96RQ9protein_codingtolerated_low_confidence(0.07)benign(0.017)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
IL4I1SNVMissense_Mutationrs141664132c.149N>Ap.Arg50Hisp.R50HQ96RQ9protein_codingtolerated(0.68)benign(0)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
IL4I1insertionFrame_Shift_Insnovelc.397dupGp.Glu133GlyfsTer97p.E133Gfs*97Q96RQ9protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IL4I1SNVMissense_Mutationc.1207N>Tp.Arg403Cysp.R403CQ96RQ9protein_codingdeleterious(0.02)probably_damaging(1)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IL4I1SNVMissense_Mutationc.1442N>Ap.Pro481Glnp.P481QQ96RQ9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IL4I1SNVMissense_Mutationrs369942631c.517G>Ap.Glu173Lysp.E173KQ96RQ9protein_codingtolerated(0.05)benign(0.143)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
IL4I1SNVMissense_Mutationnovelc.515N>Cp.His172Prop.H172PQ96RQ9protein_codingdeleterious(0)benign(0.284)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IL4I1SNVMissense_Mutationc.614N>Gp.Tyr205Cysp.Y205CQ96RQ9protein_codingdeleterious(0.01)possibly_damaging(0.87)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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