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: SHC3

Gene summary for SHC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHC3

Gene ID

53358

Gene nameSHC adaptor protein 3
Gene AliasN-Shc
Cytomap9q22.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q92529


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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
53358SHC3RNA-P25T1-P25T1-1HumanLungAIS6.02e-105.69e-01-0.2116
53358SHC3RNA-P25T1-P25T1-2HumanLungAIS3.01e-067.82e-01-0.1941
53358SHC3RNA-P25T1-P25T1-3HumanLungAIS1.55e-066.97e-01-0.2107
53358SHC3RNA-P25T1-P25T1-4HumanLungAIS1.04e-147.33e-01-0.2119
53358SHC3RNA-P6T1-P6T1-4HumanLungMIAC5.20e-047.61e-01-0.0263
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:005125826EsophagusHGINprotein polymerization66/2587297/187234.96e-051.19e-0366
GO:003004120EsophagusHGINactin filament polymerization40/2587191/187234.29e-033.82e-0240
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:000815420EsophagusESCCactin polymerization or depolymerization130/8552218/187232.19e-051.88e-04130
GO:0030041110EsophagusESCCactin filament polymerization114/8552191/187236.46e-054.92e-04114
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:000815422LiverHCCactin polymerization or depolymerization130/7958218/187232.31e-074.14e-06130
GO:003004122LiverHCCactin filament polymerization116/7958191/187232.66e-074.68e-06116
GO:000717312LungAISepidermal growth factor receptor signaling pathway29/1849108/187233.99e-073.23e-0529
GO:003812712LungAISERBB signaling pathway30/1849121/187231.60e-069.91e-0530
GO:000717322LungMIACepidermal growth factor receptor signaling pathway20/967108/187235.82e-079.33e-0520
GO:003812722LungMIACERBB signaling pathway20/967121/187233.70e-063.88e-0420
GO:0007015112ThyroidPTCactin filament organization225/5968442/187233.76e-173.44e-15225
GO:0051258113ThyroidPTCprotein polymerization154/5968297/187235.35e-132.66e-11154
GO:000815426ThyroidPTCactin polymerization or depolymerization117/5968218/187231.85e-117.21e-10117
GO:003004125ThyroidPTCactin filament polymerization99/5968191/187237.40e-091.85e-0799
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
GO:005125829ThyroidATCprotein polymerization159/6293297/187239.33e-133.96e-11159
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451022LungAISFocal adhesion57/961203/84653.17e-113.43e-092.19e-0957
hsa0510023LungAISBacterial invasion of epithelial cells25/96177/84656.03e-072.44e-051.56e-0525
hsa0152122LungAISEGFR tyrosine kinase inhibitor resistance20/96179/84653.92e-043.85e-032.47e-0320
hsa0401221LungAISErbB signaling pathway21/96185/84654.06e-043.87e-032.47e-0321
hsa015222LungAISEndocrine resistance22/96198/84651.21e-039.02e-035.77e-0322
hsa0472221LungAISNeurotrophin signaling pathway25/961119/84651.59e-031.05e-026.72e-0325
hsa0521421LungAISGlioma17/96175/84653.76e-032.00e-021.28e-0217
hsa0522521LungAISHepatocellular carcinoma31/961168/84654.11e-032.15e-021.38e-0231
hsa0522022LungAISChronic myeloid leukemia17/96176/84654.34e-032.23e-021.43e-0217
hsa0492621LungAISRelaxin signaling pathway25/961129/84654.95e-032.47e-021.58e-0225
hsa0493521LungAISGrowth hormone synthesis, secretion and action23/961120/84657.85e-033.58e-022.29e-0223
hsa0491522LungAISEstrogen signaling pathway25/961138/84651.18e-024.83e-023.09e-0225
hsa0451032LungAISFocal adhesion57/961203/84653.17e-113.43e-092.19e-0957
hsa0510033LungAISBacterial invasion of epithelial cells25/96177/84656.03e-072.44e-051.56e-0525
hsa0152132LungAISEGFR tyrosine kinase inhibitor resistance20/96179/84653.92e-043.85e-032.47e-0320
hsa0401231LungAISErbB signaling pathway21/96185/84654.06e-043.87e-032.47e-0321
hsa0152211LungAISEndocrine resistance22/96198/84651.21e-039.02e-035.77e-0322
hsa0472231LungAISNeurotrophin signaling pathway25/961119/84651.59e-031.05e-026.72e-0325
hsa052143LungAISGlioma17/96175/84653.76e-032.00e-021.28e-0217
hsa0522531LungAISHepatocellular carcinoma31/961168/84654.11e-032.15e-021.38e-0231
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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
SHC3SNVMissense_Mutationc.1157N>Ap.Gly386Glup.G386EQ92529protein_codingtolerated(0.11)benign(0.037)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
SHC3SNVMissense_Mutationnovelc.669G>Ap.Met223Ilep.M223IQ92529protein_codingdeleterious(0.04)benign(0.067)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHC3SNVMissense_Mutationrs771029388c.962N>Tp.Arg321Leup.R321LQ92529protein_codingdeleterious(0)probably_damaging(0.953)TCGA-B6-A0I1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SHC3SNVMissense_Mutationrs138519014c.991N>Ap.Glu331Lysp.E331KQ92529protein_codingtolerated(0.08)benign(0.027)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SHC3SNVMissense_Mutationc.50N>Tp.Ser17Leup.S17LQ92529protein_codingdeleterious(0)benign(0.437)TCGA-AY-A69D-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SHC3SNVMissense_Mutationc.605N>Tp.Arg202Ilep.R202IQ92529protein_codingdeleterious(0.02)benign(0.045)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SHC3SNVMissense_Mutationrs17852381c.1661N>Ap.Arg554Glnp.R554QQ92529protein_codingdeleterious(0)probably_damaging(0.995)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SHC3SNVMissense_Mutationrs771029388c.962N>Ap.Arg321Glnp.R321QQ92529protein_codingdeleterious(0)probably_damaging(0.957)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SHC3SNVMissense_Mutationnovelc.1159N>Tp.Asp387Tyrp.D387YQ92529protein_codingtolerated(0.73)benign(0.254)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SHC3SNVMissense_Mutationnovelc.1088N>Tp.Arg363Ilep.R363IQ92529protein_codingdeleterious(0.03)benign(0.077)TCGA-A5-A1OF-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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