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:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:000961216EsophagusESCCresponse to mechanical stimulus124/8552216/187233.30e-041.94e-03124
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:00380615EsophagusESCCNIK/NF-kappaB signaling81/8552143/187235.33e-032.00e-0281
GO:001810710EsophagusESCCpeptidyl-threonine phosphorylation66/8552116/187239.76e-033.37e-0266
GO:00512161EsophagusESCCcartilage development103/8552190/187231.08e-023.67e-02103
GO:001821010EsophagusESCCpeptidyl-threonine modification70/8552125/187231.29e-024.25e-0270
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:001810711LiverHCCpeptidyl-threonine phosphorylation68/7958116/187233.31e-042.33e-0368
GO:00705551LiverHCCresponse to interleukin-180/7958143/187237.95e-044.77e-0380
GO:001821011LiverHCCpeptidyl-threonine modification71/7958125/187238.68e-045.14e-0371
GO:003461211LiverHCCresponse to tumor necrosis factor132/7958253/187231.14e-036.48e-03132
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:00096124LiverHCCresponse to mechanical stimulus113/7958216/187232.20e-031.10e-02113
GO:00380611LiverHCCNIK/NF-kappaB signaling77/7958143/187233.98e-031.76e-0277
GO:003032311LiverHCCrespiratory tube development95/7958181/187234.15e-031.81e-0295
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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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