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: GNB2L1

Gene summary for GNB2L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNB2L1

Gene ID

10399

Gene namereceptor for activated C kinase 1
Gene AliasGNB2L1
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

E9KL35


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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
10399GNB2L1GSM4909277HumanBreastPrecancer4.91e-03-1.11e+000.0177
10399GNB2L1GSM4909280HumanBreastPrecancer1.33e-06-1.11e+000.0305
10399GNB2L1GSM4909281HumanBreastIDC6.38e-36-1.11e+000.21
10399GNB2L1GSM4909282HumanBreastIDC6.38e-36-1.11e+00-0.0288
10399GNB2L1GSM4909285HumanBreastIDC6.38e-36-1.11e+000.21
10399GNB2L1GSM4909286HumanBreastIDC1.65e-35-1.11e+000.1081
10399GNB2L1GSM4909287HumanBreastIDC3.68e-41-1.11e+000.2057
10399GNB2L1GSM4909288HumanBreastIDC5.57e-12-1.11e+000.0988
10399GNB2L1GSM4909289HumanBreastIDC3.61e-09-1.11e+000.1064
10399GNB2L1GSM4909290HumanBreastIDC1.74e-30-1.11e+000.2096
10399GNB2L1GSM4909291HumanBreastIDC2.52e-25-1.11e+000.1753
10399GNB2L1GSM4909292HumanBreastIDC3.65e-05-1.11e+000.1236
10399GNB2L1GSM4909293HumanBreastIDC6.38e-36-1.11e+000.1581
10399GNB2L1GSM4909294HumanBreastIDC6.38e-36-1.11e+000.2022
10399GNB2L1GSM4909295HumanBreastIDC1.46e-20-1.11e+000.0898
10399GNB2L1GSM4909296HumanBreastIDC2.45e-36-1.11e+000.1524
10399GNB2L1GSM4909297HumanBreastIDC1.37e-37-1.11e+000.1517
10399GNB2L1GSM4909298HumanBreastIDC1.65e-35-1.11e+000.1551
10399GNB2L1GSM4909299HumanBreastIDC1.65e-35-1.11e+000.035
10399GNB2L1GSM4909300HumanBreastIDC1.68e-18-1.11e+000.0334
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa05162LungIACMeasles27/1053139/84651.16e-024.20e-022.79e-0227
hsa051621LungIACMeasles27/1053139/84651.16e-024.20e-022.79e-0227
hsa051628Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa0516212Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa0516241Oral cavityEOLPMeasles42/1218139/84651.11e-069.96e-065.87e-0642
hsa051625Oral cavityEOLPMeasles42/1218139/84651.11e-069.96e-065.87e-0642
hsa051626Oral cavityNEOLPMeasles35/1112139/84658.30e-056.14e-043.86e-0435
hsa051627Oral cavityNEOLPMeasles35/1112139/84658.30e-056.14e-043.86e-0435
hsa051624ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa0516211ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa051622ProstateTumorMeasles44/1791139/84652.33e-038.85e-035.49e-0344
hsa051623ProstateTumorMeasles44/1791139/84652.33e-038.85e-035.49e-0344
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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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