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: SH2D3A

Gene summary for SH2D3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SH2D3A

Gene ID

10045

Gene nameSH2 domain containing 3A
Gene AliasNSP1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A8K2M8


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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
10045SH2D3ALZE5THumanEsophagusESCC1.12e-042.06e-010.0514
10045SH2D3ALZE24THumanEsophagusESCC1.98e-236.20e-010.0596
10045SH2D3ALZE21THumanEsophagusESCC5.46e-032.70e-010.0655
10045SH2D3AP1T-EHumanEsophagusESCC5.18e-125.40e-010.0875
10045SH2D3AP2T-EHumanEsophagusESCC1.12e-091.19e-010.1177
10045SH2D3AP4T-EHumanEsophagusESCC2.71e-051.55e-010.1323
10045SH2D3AP5T-EHumanEsophagusESCC2.22e-091.91e-010.1327
10045SH2D3AP8T-EHumanEsophagusESCC6.06e-256.39e-010.0889
10045SH2D3AP9T-EHumanEsophagusESCC3.03e-092.23e-010.1131
10045SH2D3AP10T-EHumanEsophagusESCC1.24e-143.76e-010.116
10045SH2D3AP11T-EHumanEsophagusESCC7.87e-082.75e-010.1426
10045SH2D3AP12T-EHumanEsophagusESCC2.00e-112.27e-010.1122
10045SH2D3AP15T-EHumanEsophagusESCC4.69e-153.32e-010.1149
10045SH2D3AP16T-EHumanEsophagusESCC1.69e-057.21e-020.1153
10045SH2D3AP17T-EHumanEsophagusESCC1.63e-154.48e-010.1278
10045SH2D3AP20T-EHumanEsophagusESCC1.33e-111.10e-010.1124
10045SH2D3AP21T-EHumanEsophagusESCC1.64e-182.63e-010.1617
10045SH2D3AP22T-EHumanEsophagusESCC8.45e-087.09e-020.1236
10045SH2D3AP23T-EHumanEsophagusESCC7.03e-236.25e-010.108
10045SH2D3AP24T-EHumanEsophagusESCC9.30e-092.90e-010.1287
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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
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
∗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:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:00331355EsophagusESCCregulation of peptidyl-serine phosphorylation81/8552144/187236.79e-032.48e-0281
GO:00331383EsophagusESCCpositive regulation of peptidyl-serine phosphorylation61/8552108/187231.54e-024.96e-0261
GO:003109816Oral cavityOSCCstress-activated protein kinase signaling cascade141/7305247/187235.74e-091.25e-07141
GO:005140316Oral cavityOSCCstress-activated MAPK cascade134/7305239/187236.02e-081.09e-06134
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:00072548Oral cavityOSCCJNK cascade90/7305167/187236.49e-055.26e-0490
GO:00331354Oral cavityOSCCregulation of peptidyl-serine phosphorylation72/7305144/187234.66e-031.87e-0272
GO:0033138Oral cavityOSCCpositive regulation of peptidyl-serine phosphorylation55/7305108/187237.75e-032.84e-0255
GO:003109825SkincSCCstress-activated protein kinase signaling cascade92/4864247/187235.78e-055.74e-0492
GO:005140325SkincSCCstress-activated MAPK cascade88/4864239/187231.32e-041.20e-0388
GO:000725423SkincSCCJNK cascade60/4864167/187232.77e-031.56e-0260
GO:001820923SkincSCCpeptidyl-serine modification108/4864338/187237.73e-033.60e-02108
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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
SH2D3ASNVMissense_Mutationc.1369N>Gp.Leu457Valp.L457VQ9BRG2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SH2D3ASNVMissense_Mutationnovelc.1077G>Cp.Leu359Phep.L359FQ9BRG2protein_codingdeleterious(0.04)benign(0.437)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SH2D3ASNVMissense_Mutationrs757778461c.1292C>Tp.Thr431Metp.T431MQ9BRG2protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SH2D3AinsertionFrame_Shift_Insnovelc.1580_1581insGGGAGATGGAGTCTGCAGTGAGCTGAGAp.Asn528GlyfsTer10p.N528Gfs*10Q9BRG2protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SH2D3ASNVMissense_Mutationrs754176794c.52N>Ap.Gly18Serp.G18SQ9BRG2protein_codingdeleterious(0.01)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SH2D3ASNVMissense_Mutationrs754330790c.674N>Gp.Ser225Cysp.S225CQ9BRG2protein_codingdeleterious(0.03)benign(0.417)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SH2D3ASNVMissense_Mutationrs372429785c.365G>Ap.Arg122Hisp.R122HQ9BRG2protein_codingtolerated(0.09)benign(0.007)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SH2D3ASNVMissense_Mutationnovelc.980N>Tp.Gln327Leup.Q327LQ9BRG2protein_codingdeleterious(0.04)possibly_damaging(0.617)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SH2D3ASNVMissense_Mutationrs765407222c.376N>Ap.Glu126Lysp.E126KQ9BRG2protein_codingtolerated(0.08)benign(0.119)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SH2D3ASNVMissense_Mutationc.1051C>Tp.Leu351Phep.L351FQ9BRG2protein_codingdeleterious(0.03)probably_damaging(0.946)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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