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: SHC2

Gene summary for SHC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHC2

Gene ID

25759

Gene nameSHC adaptor protein 2
Gene AliasSCK
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P98077


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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
25759SHC2HCC1_MengHumanLiverHCC1.57e-25-2.04e-020.0246
25759SHC2HCC2_MengHumanLiverHCC2.91e-131.53e-010.0107
25759SHC2HCC2HumanLiverHCC8.40e-113.76e+000.5341
25759SHC2S015HumanLiverHCC1.64e-022.83e-010.2375
25759SHC2S027HumanLiverHCC5.97e-109.47e-010.2446
25759SHC2S028HumanLiverHCC2.94e-198.99e-010.2503
25759SHC2S029HumanLiverHCC7.77e-105.44e-010.2581
25759SHC2male-WTAHumanThyroidPTC1.22e-182.16e-010.1037
25759SHC2PTC04HumanThyroidPTC1.98e-052.23e-010.1927
25759SHC2PTC05HumanThyroidPTC1.72e-063.20e-010.2065
25759SHC2PTC06HumanThyroidPTC9.06e-036.02e-020.2057
25759SHC2PTC07HumanThyroidPTC7.83e-162.67e-010.2044
25759SHC2ATC13HumanThyroidATC2.13e-551.00e+000.34
25759SHC2ATC3HumanThyroidATC2.41e-021.80e-010.338
25759SHC2ATC5HumanThyroidATC3.18e-561.07e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:1902903ColorectumADregulation of supramolecular fiber organization139/3918383/187232.01e-123.19e-10139
GO:0032970ColorectumADregulation of actin filament-based process142/3918397/187234.05e-125.90e-10142
GO:0110053ColorectumADregulation of actin filament organization108/3918278/187235.02e-126.98e-10108
GO:0008154ColorectumADactin polymerization or depolymerization90/3918218/187236.14e-128.23e-1090
GO:0032271ColorectumADregulation of protein polymerization94/3918233/187231.01e-111.29e-0994
GO:0030041ColorectumADactin filament polymerization81/3918191/187231.35e-111.69e-0981
GO:0051258ColorectumADprotein polymerization112/3918297/187231.85e-112.27e-09112
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0008064ColorectumADregulation of actin polymerization or depolymerization79/3918188/187234.17e-114.74e-0979
GO:0030833ColorectumADregulation of actin filament polymerization74/3918172/187234.50e-115.03e-0974
GO:0030832ColorectumADregulation of actin filament length79/3918189/187235.71e-116.27e-0979
GO:1902905ColorectumADpositive regulation of supramolecular fiber organization85/3918209/187235.95e-116.33e-0985
GO:0032956ColorectumADregulation of actin cytoskeleton organization127/3918358/187231.03e-101.04e-08127
GO:0051495ColorectumADpositive regulation of cytoskeleton organization89/3918226/187231.61e-101.56e-0889
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0032273ColorectumADpositive regulation of protein polymerization62/3918138/187231.94e-101.76e-0862
GO:0031334ColorectumADpositive regulation of protein-containing complex assembly91/3918237/187234.78e-103.99e-0891
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491041LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0522021LiverHCCChronic myeloid leukemia55/402076/84658.67e-066.91e-053.84e-0555
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0510022LiverHCCBacterial invasion of epithelial cells51/402077/84656.67e-042.72e-031.52e-0351
hsa0472210LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
hsa040128LiverHCCErbB signaling pathway54/402085/84652.02e-037.07e-033.93e-0354
hsa052142LiverHCCGlioma47/402075/84655.67e-031.62e-029.02e-0347
hsa049262LiverHCCRelaxin signaling pathway75/4020129/84659.33e-032.46e-021.37e-0275
hsa0152121LiverHCCEGFR tyrosine kinase inhibitor resistance48/402079/84651.19e-022.99e-021.66e-0248
hsa01522LiverHCCEndocrine resistance58/402098/84651.28e-023.19e-021.78e-0258
hsa04917LiverHCCProlactin signaling pathway43/402070/84651.30e-023.19e-021.78e-0243
hsa0491051LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0522031LiverHCCChronic myeloid leukemia55/402076/84658.67e-066.91e-053.84e-0555
hsa0522511LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0510032LiverHCCBacterial invasion of epithelial cells51/402077/84656.67e-042.72e-031.52e-0351
hsa0472211LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
hsa0401211LiverHCCErbB signaling pathway54/402085/84652.02e-037.07e-033.93e-0354
hsa0521411LiverHCCGlioma47/402075/84655.67e-031.62e-029.02e-0347
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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
SHC2SNVMissense_Mutationc.620N>Ap.Ala207Glup.A207EP98077protein_codingdeleterious(0.02)possibly_damaging(0.474)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHC2SNVMissense_Mutationc.816N>Gp.Ile272Metp.I272MP98077protein_codingdeleterious(0)probably_damaging(0.927)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHC2SNVMissense_Mutationnovelc.1636N>Ap.Val546Metp.V546MP98077protein_codingtolerated(0.31)benign(0.174)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SHC2SNVMissense_Mutationrs746427249c.1360N>Ap.Val454Metp.V454MP98077protein_codingtolerated(0.21)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SHC2SNVMissense_Mutationrs200040363c.766G>Ap.Gly256Argp.G256RP98077protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SHC2SNVMissense_Mutationrs773645712c.1549G>Ap.Gly517Argp.G517RP98077protein_codingdeleterious(0)probably_damaging(0.991)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SHC2SNVMissense_Mutationnovelc.632G>Ap.Gly211Aspp.G211DP98077protein_codingdeleterious(0)possibly_damaging(0.881)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SHC2SNVMissense_Mutationc.716N>Ap.Arg239Hisp.R239HP98077protein_codingdeleterious(0.01)benign(0.189)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SHC2SNVMissense_Mutationrs746427249c.1360N>Ap.Val454Metp.V454MP98077protein_codingtolerated(0.21)benign(0.011)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SHC2SNVMissense_Mutationrs528045997c.1040N>Tp.Pro347Leup.P347LP98077protein_codingdeleterious(0.02)possibly_damaging(0.648)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=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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