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: GNB1L

Gene summary for GNB1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNB1L

Gene ID

54584

Gene nameG protein subunit beta 1 like
Gene AliasDGCRK3
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9BYB4


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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
54584GNB1LHTA11_2951_2000001011HumanColorectumAD6.35e-063.30e-010.0216
54584GNB1LHTA11_1938_2000001011HumanColorectumAD5.72e-031.95e-01-0.0811
54584GNB1LHTA11_3361_2000001011HumanColorectumAD1.48e-072.61e-01-0.1207
54584GNB1LHTA11_83_2000001011HumanColorectumSER3.24e-052.88e-01-0.1526
54584GNB1LHTA11_696_2000001011HumanColorectumAD4.57e-113.12e-01-0.1464
54584GNB1LHTA11_866_2000001011HumanColorectumAD1.01e-082.53e-01-0.1001
54584GNB1LHTA11_1391_2000001011HumanColorectumAD1.30e-103.29e-01-0.059
54584GNB1LHTA11_866_3004761011HumanColorectumAD2.13e-113.02e-010.096
54584GNB1LHTA11_4255_2000001011HumanColorectumSER1.73e-075.03e-010.0446
54584GNB1LHTA11_8622_2000001021HumanColorectumSER9.25e-042.68e-010.0528
54584GNB1LHTA11_7663_2000001011HumanColorectumSER2.76e-034.40e-010.0131
54584GNB1LHTA11_10711_2000001011HumanColorectumAD2.18e-042.08e-010.0338
54584GNB1LHTA11_7696_3000711011HumanColorectumAD3.12e-031.36e-010.0674
54584GNB1LHTA11_6818_2000001011HumanColorectumAD8.56e-042.67e-010.0112
54584GNB1LHTA11_6818_2000001021HumanColorectumAD7.24e-072.85e-010.0588
54584GNB1LHTA11_99999970781_79442HumanColorectumMSS4.37e-122.95e-010.294
54584GNB1LHTA11_99999965062_69753HumanColorectumMSI-H3.61e-098.29e-010.3487
54584GNB1LHTA11_99999971662_82457HumanColorectumMSS1.13e-256.71e-010.3859
54584GNB1LHTA11_99999973899_84307HumanColorectumMSS6.00e-032.50e-010.2585
54584GNB1LLZE7THumanEsophagusESCC1.62e-041.67e-010.0667
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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
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
∗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
GNB1LSNVMissense_Mutationc.62N>Tp.Ser21Leup.S21LQ9BYB4protein_codingdeleterious(0.02)benign(0.438)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GNB1LinsertionIn_Frame_Insnovelc.419_420insCCTCATGAGAGCGAGACCGGATGGGCCTGTGCAp.Val140_Gln141insLeuMetArgAlaArgProAspGlyProValHisp.V140_Q141insLMRARPDGPVHQ9BYB4protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
GNB1LSNVMissense_Mutationnovelc.890N>Tp.Ala297Valp.A297VQ9BYB4protein_codingtolerated(0.15)benign(0.006)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNB1LSNVMissense_Mutationnovelc.547N>Ap.Ala183Thrp.A183TQ9BYB4protein_codingdeleterious(0.03)possibly_damaging(0.878)TCGA-VS-A9V2-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GNB1LSNVMissense_Mutationrs371832244c.737N>Ap.Arg246Hisp.R246HQ9BYB4protein_codingtolerated(0.59)benign(0.018)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNB1LSNVMissense_Mutationrs751815278c.379N>Tp.Arg127Cysp.R127CQ9BYB4protein_codingtolerated(0.11)benign(0.001)TCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
GNB1LSNVMissense_Mutationrs572852392c.532C>Tp.Arg178Cysp.R178CQ9BYB4protein_codingtolerated(0.1)benign(0.003)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GNB1LSNVMissense_Mutationnovelc.258N>Tp.Gln86Hisp.Q86HQ9BYB4protein_codingtolerated(0.09)benign(0.168)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNB1LSNVMissense_Mutationrs765685532c.227N>Tp.Thr76Metp.T76MQ9BYB4protein_codingtolerated(0.13)benign(0.02)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNB1LSNVMissense_Mutationrs781497461c.203G>Ap.Gly68Aspp.G68DQ9BYB4protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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