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: ILRUN

Gene summary for ILRUN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ILRUN

Gene ID

64771

Gene nameinflammation and lipid regulator with UBA-like and NBR1-like domains
Gene AliasC6orf106
Cytomap6p21.31
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9H6K1


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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
64771ILRUNHTA11_3410_2000001011HumanColorectumAD3.31e-071.88e-010.0155
64771ILRUNHTA11_2487_2000001011HumanColorectumSER9.55e-184.77e-01-0.1808
64771ILRUNHTA11_1938_2000001011HumanColorectumAD2.05e-205.26e-01-0.0811
64771ILRUNHTA11_78_2000001011HumanColorectumAD2.07e-154.23e-01-0.1088
64771ILRUNHTA11_347_2000001011HumanColorectumAD1.17e-336.12e-01-0.1954
64771ILRUNHTA11_411_2000001011HumanColorectumSER1.35e-127.18e-01-0.2602
64771ILRUNHTA11_2112_2000001011HumanColorectumSER2.75e-126.83e-01-0.2196
64771ILRUNHTA11_3361_2000001011HumanColorectumAD8.67e-123.30e-01-0.1207
64771ILRUNHTA11_83_2000001011HumanColorectumSER4.95e-133.95e-01-0.1526
64771ILRUNHTA11_696_2000001011HumanColorectumAD2.92e-234.22e-01-0.1464
64771ILRUNHTA11_866_2000001011HumanColorectumAD2.92e-233.91e-01-0.1001
64771ILRUNHTA11_1391_2000001011HumanColorectumAD7.06e-256.06e-01-0.059
64771ILRUNHTA11_2992_2000001011HumanColorectumSER1.94e-063.33e-01-0.1706
64771ILRUNHTA11_5212_2000001011HumanColorectumAD1.00e-073.63e-01-0.2061
64771ILRUNHTA11_5216_2000001011HumanColorectumSER3.40e-032.52e-01-0.1462
64771ILRUNHTA11_546_2000001011HumanColorectumAD6.66e-123.74e-01-0.0842
64771ILRUNHTA11_7862_2000001011HumanColorectumAD3.08e-042.52e-01-0.0179
64771ILRUNHTA11_866_3004761011HumanColorectumAD1.27e-122.72e-010.096
64771ILRUNHTA11_4255_2000001011HumanColorectumSER2.79e-073.63e-010.0446
64771ILRUNHTA11_8622_2000001021HumanColorectumSER2.50e-083.65e-010.0528
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:1900180ColorectumADregulation of protein localization to nucleus55/3918136/187231.70e-077.34e-0655
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0051101ColorectumADregulation of DNA binding42/3918118/187231.62e-042.23e-0342
GO:1903828ColorectumADnegative regulation of cellular protein localization39/3918117/187231.18e-031.06e-0239
GO:0051100ColorectumADnegative regulation of binding50/3918162/187231.84e-031.51e-0250
GO:00510981ColorectumSERregulation of binding97/2897363/187231.98e-081.43e-0697
GO:19001801ColorectumSERregulation of protein localization to nucleus46/2897136/187238.50e-085.27e-0646
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00345041ColorectumSERprotein localization to nucleus74/2897290/187235.74e-062.05e-0474
GO:00511011ColorectumSERregulation of DNA binding33/2897118/187233.70e-045.71e-0333
GO:00511001ColorectumSERnegative regulation of binding40/2897162/187231.46e-031.59e-0240
GO:19038281ColorectumSERnegative regulation of cellular protein localization30/2897117/187232.96e-032.62e-0230
GO:00510988LungIACregulation of binding66/2061363/187232.78e-057.29e-0466
GO:00511018LungIACregulation of DNA binding27/2061118/187231.63e-042.93e-0327
GO:00162366LungIACmacroautophagy51/2061291/187235.30e-047.49e-0351
GO:00096156LungIACresponse to virus61/2061367/187236.75e-049.12e-0361
GO:00511007LungIACnegative regulation of binding32/2061162/187237.30e-049.60e-0332
GO:00345047LungIACprotein localization to nucleus50/2061290/187238.71e-041.11e-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
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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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