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: SHB

Gene summary for SHB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHB

Gene ID

6461

Gene nameSH2 domain containing adaptor protein B
Gene AliasbA3J10.2
Cytomap9p13.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q15464


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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
6461SHBHCC1_MengHumanLiverHCC2.58e-16-2.50e-020.0246
6461SHBHCC2_MengHumanLiverHCC6.71e-211.07e-010.0107
6461SHBcirrhotic2HumanLiverCirrhotic5.51e-033.90e-020.0201
6461SHBS027HumanLiverHCC1.16e-128.74e-010.2446
6461SHBS028HumanLiverHCC2.79e-188.60e-010.2503
6461SHBS029HumanLiverHCC8.16e-104.72e-010.2581
6461SHBRNA-P17T-P17T-2HumanLungIAC5.20e-035.32e-010.3371
6461SHBRNA-P17T-P17T-8HumanLungIAC5.87e-045.04e-010.3329
6461SHBC04HumanOral cavityOSCC3.87e-065.10e-010.2633
6461SHBC21HumanOral cavityOSCC1.68e-033.04e-010.2678
6461SHBC30HumanOral cavityOSCC4.24e-421.99e+000.3055
6461SHBC43HumanOral cavityOSCC9.56e-336.39e-010.1704
6461SHBC46HumanOral cavityOSCC6.61e-113.13e-010.1673
6461SHBC51HumanOral cavityOSCC9.72e-116.92e-010.2674
6461SHBC57HumanOral cavityOSCC3.06e-052.90e-010.1679
6461SHBC08HumanOral cavityOSCC3.86e-245.09e-010.1919
6461SHBC09HumanOral cavityOSCC4.22e-063.58e-010.1431
6461SHBLN46HumanOral cavityOSCC5.70e-096.13e-010.1666
6461SHBSYSMH1HumanOral cavityOSCC2.28e-082.07e-010.1127
6461SHBSYSMH2HumanOral cavityOSCC1.40e-143.23e-010.2326
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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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
SHBSNVMissense_Mutationnovelc.1235N>Cp.His412Prop.H412PQ15464protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHBSNVMissense_Mutationnovelc.1274N>Ap.Arg425Glnp.R425QQ15464protein_codingtolerated(0.13)possibly_damaging(0.684)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SHBSNVMissense_Mutationnovelc.844N>Ap.Gln282Lysp.Q282KQ15464protein_codingdeleterious(0.04)possibly_damaging(0.9)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SHBSNVMissense_Mutationc.1123C>Tp.Arg375Cysp.R375CQ15464protein_codingdeleterious(0)probably_damaging(0.981)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
SHBSNVMissense_Mutationc.1087N>Cp.Ser363Prop.S363PQ15464protein_codingtolerated(0.11)possibly_damaging(0.731)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SHBSNVMissense_Mutationrs550122136c.1115G>Ap.Arg372Hisp.R372HQ15464protein_codingtolerated(0.07)possibly_damaging(0.661)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
SHBSNVMissense_Mutationc.1060N>Cp.Phe354Leup.F354LQ15464protein_codingdeleterious(0.03)possibly_damaging(0.525)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
SHBSNVMissense_Mutationc.1519A>Tp.Arg507Trpp.R507WQ15464protein_codingdeleterious(0)probably_damaging(0.962)TCGA-G4-6294-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
SHBSNVMissense_Mutationnovelc.1000N>Ap.Asp334Asnp.D334NQ15464protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SHBSNVMissense_Mutationnovelc.760N>Gp.Asn254Aspp.N254DQ15464protein_codingtolerated(0.63)benign(0.015)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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