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: CHI3L1

Gene summary for CHI3L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHI3L1

Gene ID

1116

Gene namechitinase 3 like 1
Gene AliasASRT7
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R969


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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
1116CHI3L1GSM4909282HumanBreastIDC3.58e-123.25e-01-0.0288
1116CHI3L1GSM4909285HumanBreastIDC4.46e-04-2.30e-010.21
1116CHI3L1GSM4909286HumanBreastIDC1.76e-12-4.27e-010.1081
1116CHI3L1GSM4909290HumanBreastIDC3.77e-08-4.27e-010.2096
1116CHI3L1GSM4909291HumanBreastIDC2.68e-08-4.33e-010.1753
1116CHI3L1GSM4909293HumanBreastIDC6.19e-04-3.36e-010.1581
1116CHI3L1GSM4909294HumanBreastIDC5.36e-13-4.02e-010.2022
1116CHI3L1GSM4909296HumanBreastIDC5.75e-12-4.29e-010.1524
1116CHI3L1GSM4909297HumanBreastIDC9.60e-13-4.12e-010.1517
1116CHI3L1GSM4909298HumanBreastIDC1.81e-04-3.44e-010.1551
1116CHI3L1GSM4909299HumanBreastIDC8.97e-065.51e-010.035
1116CHI3L1GSM4909301HumanBreastIDC2.12e-16-4.33e-010.1577
1116CHI3L1GSM4909302HumanBreastIDC1.05e-08-3.98e-010.1545
1116CHI3L1GSM4909304HumanBreastIDC1.17e-02-3.11e-010.1636
1116CHI3L1GSM4909308HumanBreastIDC2.56e-06-3.95e-010.158
1116CHI3L1GSM4909311HumanBreastIDC3.34e-08-3.63e-010.1534
1116CHI3L1GSM4909312HumanBreastIDC1.44e-09-4.16e-010.1552
1116CHI3L1GSM4909313HumanBreastIDC2.89e-024.26e-010.0391
1116CHI3L1GSM4909315HumanBreastIDC4.80e-16-4.31e-010.21
1116CHI3L1GSM4909316HumanBreastIDC2.04e-03-4.33e-010.21
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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
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
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
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
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
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:00713473Oral cavityOSCCcellular response to interleukin-158/7305113/187235.14e-032.01e-0258
GO:00518976Oral cavityOSCCpositive regulation of protein kinase B signaling61/7305120/187235.52e-032.14e-0261
GO:00434107Oral cavityOSCCpositive regulation of MAPK cascade213/7305480/187238.71e-033.16e-02213
GO:00703716Oral cavityOSCCERK1 and ERK2 cascade150/7305330/187239.47e-033.38e-02150
GO:00518967Oral cavityOSCCregulation of protein kinase B signaling88/7305185/187231.07e-023.64e-0288
GO:0006040Oral cavityOSCCamino sugar metabolic process24/730542/187231.30e-024.34e-0224
GO:00703724Oral cavityOSCCregulation of ERK1 and ERK2 cascade140/7305309/187231.34e-024.46e-02140
GO:0046348Oral cavityOSCCamino sugar catabolic process10/730514/187231.44e-024.69e-0210
GO:000961217SkinAKresponse to mechanical stimulus42/1910216/187233.07e-055.21e-0442
GO:003367424SkinAKpositive regulation of kinase activity73/1910467/187231.42e-041.71e-0373
GO:007135624SkinAKcellular response to tumor necrosis factor40/1910229/187234.98e-044.58e-0340
GO:00518977SkinAKpositive regulation of protein kinase B signaling24/1910120/187239.53e-047.64e-0324
GO:003032410SkinAKlung development32/1910177/187239.60e-047.68e-0332
GO:003032310SkinAKrespiratory tube development32/1910181/187231.41e-031.04e-0232
GO:00434917SkinAKprotein kinase B signaling36/1910211/187231.42e-031.05e-0236
GO:004586019SkinAKpositive regulation of protein kinase activity58/1910386/187231.71e-031.20e-0258
GO:003461225SkinAKresponse to tumor necrosis factor41/1910253/187231.92e-031.31e-0241
GO:00705557SkinAKresponse to interleukin-126/1910143/187232.53e-031.63e-0226
GO:000181917SkinAKpositive regulation of cytokine production67/1910467/187232.59e-031.67e-0267
GO:00605418SkinAKrespiratory system development34/1910203/187232.60e-031.67e-0234
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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
CHI3L1SNVMissense_Mutationc.113N>Tp.Asp38Valp.D38VP36222protein_codingtolerated(0.4)benign(0.007)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CHI3L1SNVMissense_Mutationc.139G>Ap.Asp47Asnp.D47NP36222protein_codingdeleterious(0.03)possibly_damaging(0.811)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CHI3L1SNVMissense_Mutationc.217N>Ap.Asp73Asnp.D73NP36222protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CHI3L1SNVMissense_Mutationrs376864309c.267C>Ap.Asn89Lysp.N89KP36222protein_codingtolerated(0.95)benign(0.007)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHI3L1SNVMissense_Mutationc.620N>Gp.Asp207Glyp.D207GP36222protein_codingdeleterious(0)probably_damaging(0.96)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CHI3L1SNVMissense_Mutationc.379N>Gp.Leu127Valp.L127VP36222protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A15E-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CHI3L1SNVMissense_Mutationrs762736598c.185N>Ap.Ser62Asnp.S62NP36222protein_codingtolerated(0.86)benign(0.033)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
CHI3L1insertionNonsense_Mutationnovelc.779_780insTAGGCACCTGGGATAGCCCTCTGGCTATGGGGCTGAGGTCp.Phe261ArgfsTer5p.F261Rfs*5P36222protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
CHI3L1insertionNonsense_Mutationnovelc.502_503insAGCTGCTATGAAAGTATTTTGGAAAGGGAAGTp.Gly168GlufsTer4p.G168Efs*4P36222protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHI3L1insertionFrame_Shift_Insnovelc.225_226insGp.Leu76AlafsTer58p.L76Afs*58P36222protein_codingTCGA-E2-A1LK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
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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
1116CHI3L1CELL SURFACE, DRUGGABLE GENOMEANTI-INFLAMMATORY DRUGS16035398
1116CHI3L1CELL SURFACE, DRUGGABLE GENOMECHEMOKINES15015934
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