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: SH3GL1

Gene summary for SH3GL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SH3GL1

Gene ID

6455

Gene nameSH3 domain containing GRB2 like 1, endophilin A2
Gene AliasCNSA1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q99961


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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
6455SH3GL1LZE2THumanEsophagusESCC1.31e-032.41e-010.082
6455SH3GL1LZE4THumanEsophagusESCC2.81e-042.01e-020.0811
6455SH3GL1LZE7THumanEsophagusESCC9.27e-051.10e-010.0667
6455SH3GL1LZE8THumanEsophagusESCC3.62e-02-3.56e-020.067
6455SH3GL1LZE20THumanEsophagusESCC4.99e-068.65e-020.0662
6455SH3GL1LZE22THumanEsophagusESCC3.20e-021.87e-010.068
6455SH3GL1LZE24THumanEsophagusESCC7.40e-113.23e-010.0596
6455SH3GL1P2T-EHumanEsophagusESCC5.31e-181.92e-010.1177
6455SH3GL1P4T-EHumanEsophagusESCC9.76e-212.88e-010.1323
6455SH3GL1P5T-EHumanEsophagusESCC4.37e-135.98e-020.1327
6455SH3GL1P8T-EHumanEsophagusESCC4.78e-265.79e-010.0889
6455SH3GL1P9T-EHumanEsophagusESCC7.17e-172.11e-010.1131
6455SH3GL1P10T-EHumanEsophagusESCC2.85e-275.78e-010.116
6455SH3GL1P11T-EHumanEsophagusESCC7.68e-134.75e-010.1426
6455SH3GL1P12T-EHumanEsophagusESCC1.07e-142.73e-010.1122
6455SH3GL1P15T-EHumanEsophagusESCC9.25e-193.96e-010.1149
6455SH3GL1P16T-EHumanEsophagusESCC9.38e-152.60e-010.1153
6455SH3GL1P17T-EHumanEsophagusESCC3.06e-115.24e-010.1278
6455SH3GL1P19T-EHumanEsophagusESCC9.40e-077.98e-010.1662
6455SH3GL1P20T-EHumanEsophagusESCC4.21e-071.98e-010.1124
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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
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:004580718EsophagusESCCpositive regulation of endocytosis69/8552100/187231.97e-062.29e-0569
GO:00436245EsophagusESCCcellular protein complex disassembly78/8552136/187234.00e-031.62e-0278
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:004580721LiverHCCpositive regulation of endocytosis59/7958100/187236.35e-043.93e-0359
GO:00436242LiverHCCcellular protein complex disassembly71/7958136/187231.39e-024.95e-0271
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
GO:003010016Oral cavityOSCCregulation of endocytosis121/7305211/187234.74e-088.80e-07121
GO:004580710Oral cavityOSCCpositive regulation of endocytosis59/7305100/187233.99e-053.48e-0459
GO:1903421Oral cavityOSCCregulation of synaptic vesicle recycling18/730527/187233.34e-031.42e-0218
GO:00436244Oral cavityOSCCcellular protein complex disassembly68/7305136/187235.84e-032.24e-0268
GO:0022411110Oral cavityLPcellular component disassembly173/4623443/187239.97e-127.44e-10173
GO:003010017Oral cavityLPregulation of endocytosis81/4623211/187236.57e-061.29e-0481
GO:003298414Oral cavityLPprotein-containing complex disassembly83/4623224/187232.38e-053.86e-0483
GO:004580717Oral cavityLPpositive regulation of endocytosis36/4623100/187237.54e-034.16e-0236
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414442Oral cavityEOLPEndocytosis71/1218251/84655.28e-098.97e-085.29e-0871
hsa0414452Oral cavityEOLPEndocytosis71/1218251/84655.28e-098.97e-085.29e-0871
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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
SH3GL1SNVMissense_Mutationnovelc.228N>Tp.Lys76Asnp.K76NQ99961protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SH3GL1insertionFrame_Shift_Insnovelc.77_78insTAAGGACTTATCTCCAGAAAAGAACp.Thr27LysfsTer13p.T27Kfs*13Q99961protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SH3GL1SNVMissense_Mutationnovelc.846N>Cp.Lys282Asnp.K282NQ99961protein_codingtolerated(0.3)benign(0.066)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SH3GL1SNVMissense_Mutationrs765879947c.888C>Gp.Ile296Metp.I296MQ99961protein_codingtolerated(0.39)benign(0.013)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SH3GL1deletionIn_Frame_Delnovelc.712_714delNNNp.Glu238delp.E238delQ99961protein_codingTCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SH3GL1SNVMissense_Mutationc.161N>Tp.Thr54Ilep.T54IQ99961protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
SH3GL1SNVMissense_Mutationrs150815092c.733N>Tp.Arg245Trpp.R245WQ99961protein_codingdeleterious(0.01)possibly_damaging(0.778)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SH3GL1SNVMissense_Mutationrs868490265c.295N>Tp.Arg99Cysp.R99CQ99961protein_codingdeleterious(0)possibly_damaging(0.901)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SH3GL1SNVMissense_Mutationc.805G>Cp.Glu269Glnp.E269QQ99961protein_codingtolerated(0.51)benign(0.003)TCGA-EI-7002-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyirinotecan+5-fluorouracilimSD
SH3GL1SNVMissense_Mutationnovelc.142A>Gp.Thr48Alap.T48AQ99961protein_codingtolerated(0.81)benign(0)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid 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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