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: C1RL

Gene summary for C1RL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1RL

Gene ID

51279

Gene namecomplement C1r subcomponent like
Gene AliasC1RL1
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0002250

UniProtAcc

Q9NZP8


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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
51279C1RLC51HumanOral cavityOSCC2.33e-022.30e-010.2674
51279C1RLC07HumanOral cavityOSCC1.17e-079.22e-010.2491
51279C1RLC08HumanOral cavityOSCC1.09e-356.62e-010.1919
51279C1RLC09HumanOral cavityOSCC2.00e-092.77e-010.1431
51279C1RLNEOLP-1HumanOral cavityNEOLP2.00e-021.84e-01-0.0194
51279C1RLNEOLP-3HumanOral cavityNEOLP9.06e-031.54e-01-0.0191
51279C1RLSYSMH1HumanOral cavityOSCC1.72e-041.33e-010.1127
51279C1RLSYSMH2HumanOral cavityOSCC1.95e-081.92e-010.2326
51279C1RLSYSMH3HumanOral cavityOSCC7.50e-081.80e-010.2442
51279C1RLSYSMH6HumanOral cavityOSCC7.44e-031.04e-010.1275
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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
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
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
∗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:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:0031638LiverNAFLDzymogen activation16/188260/187232.08e-043.60e-0316
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:00316381LiverCirrhoticzymogen activation31/463460/187236.48e-061.02e-0431
GO:00164853LiverCirrhoticprotein processing85/4634225/187239.01e-061.32e-0485
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:001648511LiverHCCprotein processing121/7958225/187234.01e-042.71e-03121
GO:00316382LiverHCCzymogen activation38/795860/187239.06e-045.33e-0338
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:005160432Oral cavityNEOLPprotein maturation50/2005294/187236.46e-045.47e-0350
GO:001648521Oral cavityNEOLPprotein processing39/2005225/187231.68e-031.17e-0239
GO:000225313Oral cavityNEOLPactivation of immune response55/2005375/187239.87e-034.62e-0255
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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
C1RLSNVMissense_Mutationnovelc.1286N>Gp.His429Argp.H429RQ9NZP8protein_codingtolerated(0.1)benign(0.012)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C1RLSNVMissense_Mutationnovelc.681G>Tp.Gln227Hisp.Q227HQ9NZP8protein_codingtolerated(0.23)benign(0.003)TCGA-D8-A1X5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
C1RLSNVMissense_Mutationc.1090N>Ap.Glu364Lysp.E364KQ9NZP8protein_codingtolerated(0.09)possibly_damaging(0.752)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C1RLSNVMissense_Mutationnovelc.121N>Cp.Ser41Prop.S41PQ9NZP8protein_codingdeleterious(0.02)probably_damaging(0.984)TCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
C1RLSNVMissense_Mutationnovelc.836T>Gp.Leu279Argp.L279RQ9NZP8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-OL-A6VQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
C1RLSNVMissense_Mutationrs771340998c.1277N>Tp.Thr426Metp.T426MQ9NZP8protein_codingtolerated(0.44)benign(0.044)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C1RLSNVMissense_Mutationnovelc.661G>Ap.Asp221Asnp.D221NQ9NZP8protein_codingtolerated(0.35)benign(0.001)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C1RLSNVMissense_Mutationrs758559770c.1141N>Cp.Glu381Glnp.E381QQ9NZP8protein_codingtolerated(0.11)benign(0.117)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C1RLSNVMissense_Mutationc.739N>Tp.Gly247Cysp.G247CQ9NZP8protein_codingdeleterious(0)probably_damaging(0.978)TCGA-CM-5860-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinSD
C1RLSNVMissense_Mutationrs753114917c.1319N>Gp.Tyr440Cysp.Y440CQ9NZP8protein_codingdeleterious(0)probably_damaging(0.95)TCGA-F4-6703-01Colorectumcolon 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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