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: SH3GLB1

Gene summary for SH3GLB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SH3GLB1

Gene ID

51100

Gene nameSH3 domain containing GRB2 like, endophilin B1
Gene AliasBif-1
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A087WW40


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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
51100SH3GLB1LZE2THumanEsophagusESCC1.92e-023.43e-010.082
51100SH3GLB1LZE4THumanEsophagusESCC2.57e-073.28e-010.0811
51100SH3GLB1LZE8THumanEsophagusESCC1.46e-121.89e-010.067
51100SH3GLB1LZE20THumanEsophagusESCC1.53e-055.54e-010.0662
51100SH3GLB1LZE22D1HumanEsophagusHGIN1.47e-051.79e-010.0595
51100SH3GLB1LZE22THumanEsophagusESCC5.16e-092.29e-010.068
51100SH3GLB1LZE24THumanEsophagusESCC9.95e-206.67e-010.0596
51100SH3GLB1LZE21THumanEsophagusESCC3.42e-073.46e-020.0655
51100SH3GLB1LZE6THumanEsophagusESCC4.01e-063.08e-020.0845
51100SH3GLB1P1T-EHumanEsophagusESCC2.33e-099.50e-010.0875
51100SH3GLB1P2T-EHumanEsophagusESCC1.80e-396.46e-010.1177
51100SH3GLB1P4T-EHumanEsophagusESCC7.76e-257.39e-010.1323
51100SH3GLB1P5T-EHumanEsophagusESCC2.14e-369.61e-010.1327
51100SH3GLB1P8T-EHumanEsophagusESCC3.36e-297.17e-010.0889
51100SH3GLB1P9T-EHumanEsophagusESCC1.07e-125.82e-010.1131
51100SH3GLB1P10T-EHumanEsophagusESCC1.14e-296.32e-010.116
51100SH3GLB1P11T-EHumanEsophagusESCC7.21e-171.16e+000.1426
51100SH3GLB1P12T-EHumanEsophagusESCC2.27e-942.19e+000.1122
51100SH3GLB1P15T-EHumanEsophagusESCC5.64e-328.25e-010.1149
51100SH3GLB1P16T-EHumanEsophagusESCC2.09e-243.21e-010.1153
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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
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
GO:19037493LiverCirrhoticpositive regulation of establishment of protein localization to mitochondrion21/463436/187231.80e-052.44e-0421
GO:0000045LiverCirrhoticautophagosome assembly43/463499/187233.56e-054.32e-0443
GO:001050811LiverCirrhoticpositive regulation of autophagy51/4634124/187234.25e-055.03e-0451
GO:1905037LiverCirrhoticautophagosome organization44/4634103/187234.74e-055.50e-0444
GO:19037473LiverCirrhoticregulation of establishment of protein localization to mitochondrion25/463450/187231.01e-041.05e-0325
GO:0044088LiverCirrhoticregulation of vacuole organization23/463445/187231.23e-041.22e-0323
GO:19039552LiverCirrhoticpositive regulation of protein targeting to mitochondrion18/463432/187231.38e-041.34e-0318
GO:1990928LiverCirrhoticresponse to amino acid starvation23/463449/187236.06e-044.67e-0323
GO:1902115LiverCirrhoticregulation of organelle assembly66/4634186/187236.66e-045.04e-0366
GO:00009105LiverCirrhoticcytokinesis62/4634173/187237.13e-045.33e-0362
GO:19032143LiverCirrhoticregulation of protein targeting to mitochondrion21/463444/187237.88e-045.79e-0321
GO:00328012LiverCirrhoticreceptor catabolic process15/463428/187239.91e-046.98e-0315
GO:004311211LiverCirrhoticreceptor metabolic process59/4634166/187231.19e-038.07e-0359
GO:2000785LiverCirrhoticregulation of autophagosome assembly18/463439/187232.93e-031.67e-0218
GO:0034198LiverCirrhoticcellular response to amino acid starvation20/463446/187234.15e-032.22e-0220
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414024Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
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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
SH3GLB1SNVMissense_Mutationrs533090731c.878N>Gp.Asn293Serp.N293Sprotein_codingtolerated(0.87)benign(0.077)TCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
SH3GLB1SNVMissense_Mutationrs777019424c.413N>Tp.Thr138Metp.T138Mprotein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-EK-A2RL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytaxolPD
SH3GLB1SNVMissense_Mutationc.254N>Cp.Arg85Thrp.R85Tprotein_codingdeleterious(0.03)probably_damaging(0.962)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SH3GLB1SNVMissense_Mutationc.926N>Ap.Gly309Aspp.G309Dprotein_codingtolerated(0.28)benign(0.088)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SH3GLB1SNVMissense_Mutationnovelc.666N>Tp.Gln222Hisp.Q222Hprotein_codingtolerated(0.41)probably_damaging(0.978)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SH3GLB1SNVMissense_Mutationrs751120404c.618N>Ap.Phe206Leup.F206Lprotein_codingtolerated(0.79)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SH3GLB1SNVMissense_Mutationc.1181N>Gp.Asn394Serp.N394Sprotein_codingtolerated(1)probably_damaging(0.999)TCGA-G4-6625-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SH3GLB1SNVMissense_Mutationnovelc.427T>Gp.Phe143Valp.F143Vprotein_codingtolerated(0.05)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SH3GLB1SNVMissense_Mutationnovelc.940N>Ap.Ala314Thrp.A314Tprotein_codingtolerated(0.27)benign(0.007)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SH3GLB1SNVMissense_Mutationnovelc.133N>Ap.Leu45Ilep.L45Iprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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