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: SH3BGRL3

Gene summary for SH3BGRL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SH3BGRL3

Gene ID

83442

Gene nameSH3 domain binding glutamate rich protein like 3
Gene AliasHEL-S-297
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9H299


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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
83442SH3BGRL3GSM4909281HumanBreastIDC7.83e-063.25e-010.21
83442SH3BGRL3GSM4909285HumanBreastIDC2.14e-03-1.74e-010.21
83442SH3BGRL3GSM4909286HumanBreastIDC1.65e-14-4.10e-010.1081
83442SH3BGRL3GSM4909290HumanBreastIDC1.45e-08-5.65e-010.2096
83442SH3BGRL3GSM4909293HumanBreastIDC7.43e-041.29e-020.1581
83442SH3BGRL3GSM4909296HumanBreastIDC1.97e-078.26e-020.1524
83442SH3BGRL3GSM4909297HumanBreastIDC7.22e-18-3.93e-010.1517
83442SH3BGRL3GSM4909298HumanBreastIDC2.51e-06-3.25e-010.1551
83442SH3BGRL3GSM4909311HumanBreastIDC8.34e-38-6.68e-010.1534
83442SH3BGRL3GSM4909312HumanBreastIDC3.12e-20-6.17e-010.1552
83442SH3BGRL3GSM4909315HumanBreastIDC3.44e-062.82e-010.21
83442SH3BGRL3GSM4909319HumanBreastIDC1.14e-43-3.67e-010.1563
83442SH3BGRL3GSM4909321HumanBreastIDC7.28e-09-3.30e-010.1559
83442SH3BGRL3ctrl6HumanBreastPrecancer7.74e-044.21e-01-0.0061
83442SH3BGRL3brca1HumanBreastPrecancer1.51e-517.62e-01-0.0338
83442SH3BGRL3brca2HumanBreastPrecancer4.57e-163.94e-01-0.024
83442SH3BGRL3brca3HumanBreastPrecancer5.25e-103.91e-01-0.0263
83442SH3BGRL3brca10HumanBreastPrecancer4.35e-236.15e-01-0.0029
83442SH3BGRL3NCCBC14HumanBreastDCIS3.32e-051.52e-020.2021
83442SH3BGRL3NCCBC3HumanBreastDCIS2.82e-027.38e-020.1198
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
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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
SH3BGRL3SNVMissense_Mutationrs373102479c.94C>Tp.Arg32Cysp.R32CQ9H299protein_codingtolerated(0.14)benign(0.009)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SH3BGRL3SNVMissense_Mutationrs373102479c.94N>Tp.Arg32Cysp.R32CQ9H299protein_codingtolerated(0.14)benign(0.009)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SH3BGRL3SNVMissense_Mutationnovelc.163G>Tp.Gly55Cysp.G55CQ9H299protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EO-A22T-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SH3BGRL3SNVMissense_Mutationnovelc.220N>Cp.Tyr74Hisp.Y74HQ9H299protein_codingtolerated(0.06)probably_damaging(0.992)TCGA-EO-A3AY-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
SH3BGRL3SNVMissense_Mutationnovelc.147N>Cp.Glu49Aspp.E49DQ9H299protein_codingtolerated(0.06)possibly_damaging(0.811)TCGA-55-7913-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownPD
SH3BGRL3SNVMissense_Mutationrs200815881c.95N>Ap.Arg32Hisp.R32HQ9H299protein_codingtolerated(0.24)benign(0.001)TCGA-99-8025-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapygemzarSD
SH3BGRL3SNVMissense_Mutationnovelc.131N>Gp.Asn44Serp.N44SQ9H299protein_codingtolerated(0.65)benign(0.03)TCGA-CR-7370-01Oral cavityhead & neck squamous cell carcinomaFemale>=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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