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: IGFL1

Gene summary for IGFL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGFL1

Gene ID

374918

Gene nameIGF like family member 1
Gene AliasAPRG644
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q6UW32


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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
374918IGFL1LZE4THumanEsophagusESCC9.66e-096.43e-010.0811
374918IGFL1LZE6THumanEsophagusESCC5.26e-078.54e-010.0845
374918IGFL1P11T-EHumanEsophagusESCC3.66e-112.93e+000.1426
374918IGFL1P17T-EHumanEsophagusESCC4.79e-044.94e-010.1278
374918IGFL1P21T-EHumanEsophagusESCC1.66e-022.42e-010.1617
374918IGFL1P28T-EHumanEsophagusESCC9.44e-073.11e-010.1149
374918IGFL1P32T-EHumanEsophagusESCC7.90e-035.35e-010.1666
374918IGFL1P83T-EHumanEsophagusESCC6.97e-088.10e-010.1738
374918IGFL1P89T-EHumanEsophagusESCC1.41e-205.71e+000.1752
374918IGFL1P91T-EHumanEsophagusESCC1.38e-031.23e+000.1828
374918IGFL1P107T-EHumanEsophagusESCC1.48e-312.76e+000.171
374918IGFL1P130T-EHumanEsophagusESCC4.12e-117.66e-010.1676
374918IGFL1C04HumanOral cavityOSCC4.60e-232.07e+000.2633
374918IGFL1C30HumanOral cavityOSCC3.40e-075.09e-010.3055
374918IGFL1C06HumanOral cavityOSCC2.06e-092.77e+000.2699
374918IGFL1C07HumanOral cavityOSCC9.93e-033.41e+000.2491
374918IGFL1C09HumanOral cavityOSCC1.38e-061.11e+000.1431
374918IGFL1SYSMH2HumanOral cavityOSCC8.75e-053.20e-010.2326
374918IGFL1SYSMH3HumanOral cavityOSCC1.53e-251.27e+000.2442
374918IGFL1SYSMH5HumanOral cavityOSCC8.66e-113.14e-010.0647
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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
IGFL1insertionFrame_Shift_Insnovelc.155_156insTCTGGGAACTCTGGp.Gln52HisfsTer42p.Q52Hfs*42Q6UW32protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IGFL1insertionFrame_Shift_Insnovelc.158_159insAGAAGAAAGGTGGGAAAGCCAGAp.His53GlnfsTer44p.H53Qfs*44Q6UW32protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IGFL1SNVMissense_Mutationrs757887214c.58N>Tp.Leu20Phep.L20FQ6UW32protein_codingtolerated(0.24)benign(0.027)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IGFL1SNVMissense_Mutationc.172N>Tp.Asp58Tyrp.D58YQ6UW32protein_codingdeleterious(0)possibly_damaging(0.847)TCGA-DM-A0XD-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IGFL1SNVMissense_Mutationc.173A>Gp.Asp58Glyp.D58GQ6UW32protein_codingdeleterious(0.04)benign(0.027)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
IGFL1SNVMissense_Mutationc.293N>Tp.Ala98Valp.A98VQ6UW32protein_codingtolerated(0.22)benign(0.007)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
IGFL1SNVMissense_Mutationc.258C>Ap.Phe86Leup.F86LQ6UW32protein_codingtolerated(0.4)benign(0.001)TCGA-55-5899-01Lunglung adenocarcinomaMale<65I/IIChemotherapycarboplatinCR
IGFL1SNVMissense_Mutationc.260N>Ap.Met87Lysp.M87KQ6UW32protein_codingtolerated(0.34)benign(0.069)TCGA-62-A46O-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IGFL1SNVMissense_Mutationc.260N>Ap.Met87Lysp.M87KQ6UW32protein_codingtolerated(0.34)benign(0.069)TCGA-L9-A444-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
IGFL1SNVMissense_Mutationnovelc.154C>Ap.Gln52Lysp.Q52KQ6UW32protein_codingdeleterious(0.02)benign(0.057)TCGA-MN-A4N4-01Lunglung adenocarcinomaMale<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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