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: SHC1

Gene summary for SHC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHC1

Gene ID

6464

Gene nameSHC adaptor protein 1
Gene AliasSHC
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P29353


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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
6464SHC1LZE4THumanEsophagusESCC1.68e-165.59e-010.0811
6464SHC1LZE7THumanEsophagusESCC7.66e-033.48e-010.0667
6464SHC1LZE8THumanEsophagusESCC3.94e-022.36e-010.067
6464SHC1LZE20THumanEsophagusESCC4.59e-029.01e-020.0662
6464SHC1LZE22THumanEsophagusESCC2.52e-092.67e-010.068
6464SHC1LZE24THumanEsophagusESCC2.49e-092.19e-010.0596
6464SHC1LZE21THumanEsophagusESCC3.17e-051.58e-010.0655
6464SHC1LZE6THumanEsophagusESCC1.89e-089.17e-010.0845
6464SHC1P1T-EHumanEsophagusESCC3.34e-054.12e-010.0875
6464SHC1P2T-EHumanEsophagusESCC3.86e-254.30e-010.1177
6464SHC1P4T-EHumanEsophagusESCC2.61e-143.09e-010.1323
6464SHC1P5T-EHumanEsophagusESCC2.51e-378.52e-010.1327
6464SHC1P8T-EHumanEsophagusESCC7.37e-193.48e-010.0889
6464SHC1P9T-EHumanEsophagusESCC9.63e-163.94e-010.1131
6464SHC1P10T-EHumanEsophagusESCC3.00e-348.00e-010.116
6464SHC1P11T-EHumanEsophagusESCC1.48e-201.12e+000.1426
6464SHC1P12T-EHumanEsophagusESCC7.32e-101.13e-010.1122
6464SHC1P15T-EHumanEsophagusESCC7.60e-461.17e+000.1149
6464SHC1P16T-EHumanEsophagusESCC8.11e-231.47e-010.1153
6464SHC1P17T-EHumanEsophagusESCC1.22e-138.19e-010.1278
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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:003227126EsophagusHGINregulation of protein polymerization49/2587233/187231.56e-031.79e-0249
GO:003227320EsophagusHGINpositive regulation of protein polymerization32/2587138/187231.95e-032.07e-0232
GO:003295627EsophagusHGINregulation of actin cytoskeleton organization69/2587358/187232.35e-032.39e-0269
GO:003004120EsophagusHGINactin filament polymerization40/2587191/187234.29e-033.82e-0240
GO:190290526EsophagusHGINpositive regulation of supramolecular fiber organization43/2587209/187234.42e-033.87e-0243
GO:003431414EsophagusHGINArp2/3 complex-mediated actin nucleation12/258739/187234.97e-034.18e-0212
GO:006049117EsophagusHGINregulation of cell projection assembly39/2587188/187235.61e-034.57e-0239
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0522020EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa05100211EsophagusESCCBacterial invasion of epithelial cells59/420577/84651.05e-066.76e-063.46e-0659
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0152110EsophagusESCCEGFR tyrosine kinase inhibitor resistance55/420579/84652.44e-048.78e-044.50e-0455
hsa0521417EsophagusESCCGlioma52/420575/84654.20e-041.45e-037.43e-0452
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0401218EsophagusESCCErbB signaling pathway56/420585/84651.78e-035.24e-032.68e-0356
hsa015227EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
hsa05220110EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa05100310EsophagusESCCBacterial invasion of epithelial cells59/420577/84651.05e-066.76e-063.46e-0659
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa04722111EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0152115EsophagusESCCEGFR tyrosine kinase inhibitor resistance55/420579/84652.44e-048.78e-044.50e-0455
hsa0521418EsophagusESCCGlioma52/420575/84654.20e-041.45e-037.43e-0452
hsa0492616EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
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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
SHC1SNVMissense_Mutationc.556N>Gp.Gln186Glup.Q186EP29353protein_codingdeleterious(0)probably_damaging(0.932)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SHC1SNVMissense_Mutationc.1280N>Gp.Ser427Cysp.S427CP29353protein_codingtolerated(0.31)benign(0.01)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SHC1SNVMissense_Mutationrs780262070c.1133G>Ap.Arg378Glnp.R378QP29353protein_codingtolerated(0.61)benign(0.09)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
SHC1SNVMissense_Mutationnovelc.1069N>Ap.Glu357Lysp.E357KP29353protein_codingtolerated(0.17)benign(0.408)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SHC1SNVMissense_Mutationnovelc.880N>Cp.Glu294Glnp.E294QP29353protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SHC1SNVMissense_Mutationc.456C>Ap.Asn152Lysp.N152KP29353protein_codingtolerated(0.08)benign(0.31)TCGA-FU-A2QG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SHC1SNVMissense_Mutationc.430N>Tp.Pro144Serp.P144SP29353protein_codingdeleterious(0.03)benign(0.143)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SHC1SNVMissense_Mutationrs780518716c.1745G>Ap.Arg582Glnp.R582QP29353protein_codingdeleterious(0.02)benign(0.422)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
SHC1SNVMissense_Mutationc.1485C>Gp.Ser495Argp.S495RP29353protein_codingdeleterious(0)possibly_damaging(0.773)TCGA-D5-6533-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyoxaliplatinCR
SHC1SNVMissense_Mutationrs116278635c.1396N>Ap.Glu466Lysp.E466KP29353protein_codingdeleterious(0.01)possibly_damaging(0.766)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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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