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: SHANK2

Gene summary for SHANK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHANK2

Gene ID

22941

Gene nameSH3 and multiple ankyrin repeat domains 2
Gene AliasAUTS17
Cytomap11q13.3-q13.4
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9UPX8


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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
22941SHANK2HTA11_6818_2000001011HumanColorectumAD4.37e-024.85e-010.0112
22941SHANK2HTA11_6818_2000001021HumanColorectumAD9.18e-046.04e-010.0588
22941SHANK2HTA11_99999970781_79442HumanColorectumMSS7.51e-16-5.09e-010.294
22941SHANK2A001-C-207HumanColorectumFAP1.80e-03-1.39e-010.1278
22941SHANK2A015-C-203HumanColorectumFAP1.96e-33-3.84e-01-0.1294
22941SHANK2A015-C-204HumanColorectumFAP7.67e-05-2.47e-01-0.0228
22941SHANK2A014-C-040HumanColorectumFAP3.61e-04-9.17e-02-0.1184
22941SHANK2A002-C-201HumanColorectumFAP1.47e-12-1.98e-010.0324
22941SHANK2A002-C-203HumanColorectumFAP1.11e-041.54e-020.2786
22941SHANK2A001-C-119HumanColorectumFAP3.98e-09-3.80e-01-0.1557
22941SHANK2A001-C-108HumanColorectumFAP3.73e-21-1.84e-01-0.0272
22941SHANK2A002-C-205HumanColorectumFAP3.09e-24-2.56e-01-0.1236
22941SHANK2A001-C-104HumanColorectumFAP2.67e-04-6.23e-020.0184
22941SHANK2A015-C-006HumanColorectumFAP4.96e-19-2.73e-01-0.0994
22941SHANK2A015-C-106HumanColorectumFAP3.20e-14-1.81e-01-0.0511
22941SHANK2A002-C-114HumanColorectumFAP2.32e-22-3.80e-01-0.1561
22941SHANK2A015-C-104HumanColorectumFAP9.30e-40-5.12e-01-0.1899
22941SHANK2A001-C-014HumanColorectumFAP8.13e-21-3.26e-010.0135
22941SHANK2A002-C-016HumanColorectumFAP1.37e-26-3.79e-010.0521
22941SHANK2A015-C-002HumanColorectumFAP3.76e-14-3.86e-01-0.0763
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:00343292ColorectumMSScell junction assembly120/3467420/187232.51e-071.07e-05120
GO:00508082ColorectumMSSsynapse organization101/3467426/187233.96e-032.89e-02101
GO:00343293ColorectumFAPcell junction assembly105/2622420/187231.03e-092.18e-07105
GO:00508083ColorectumFAPsynapse organization91/2622426/187231.90e-054.74e-0491
GO:00343294ColorectumCRCcell junction assembly83/2078420/187231.08e-071.29e-0583
GO:00508084ColorectumCRCsynapse organization71/2078426/187233.02e-044.76e-0371
GO:0050804ColorectumCRCmodulation of chemical synaptic transmission70/2078439/187231.15e-031.33e-0270
GO:0099177ColorectumCRCregulation of trans-synaptic signaling70/2078440/187231.23e-031.38e-0270
GO:00343299EndometriumAEHcell junction assembly78/2100420/187234.80e-061.24e-0478
GO:00508086EndometriumAEHsynapse organization67/2100426/187232.67e-031.94e-0267
GO:003432914EndometriumEECcell junction assembly79/2168420/187238.37e-061.85e-0479
GO:005080812EndometriumEECsynapse organization68/2168426/187233.73e-032.49e-0268
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:00353297EsophagusESCChippo signaling26/855240/187231.08e-023.66e-0226
GO:00343296LiverNAFLDcell junction assembly66/1882420/187231.64e-043.00e-0366
GO:0035329LiverNAFLDhippo signaling10/188240/187235.20e-034.05e-0210
GO:0035331LiverNAFLDnegative regulation of hippo signaling5/188213/187236.58e-034.69e-025
GO:00353311LiverCirrhoticnegative regulation of hippo signaling8/463413/187235.27e-032.70e-028
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04724ColorectumCRCGlutamatergic synapse24/1091115/84651.07e-024.74e-023.21e-0224
hsa047241ColorectumCRCGlutamatergic synapse24/1091115/84651.07e-024.74e-023.21e-0224
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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
SHANK2SNVMissense_Mutationrs544418717c.2800N>Ap.Glu934Lysp.E934Kprotein_codingdeleterious(0.01)probably_damaging(0.922)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SHANK2SNVMissense_Mutationc.3782G>Ap.Arg1261Lysp.R1261Kprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SHANK2SNVMissense_Mutationc.139G>Ap.Glu47Lysp.E47Kprotein_codingdeleterious(0)benign(0.19)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SHANK2SNVMissense_Mutationc.111C>Gp.Ile37Metp.I37MQ9UPX8protein_codingtolerated(0.1)possibly_damaging(0.901)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SHANK2SNVMissense_Mutationnovelc.267N>Ap.Glu90Lysp.E90Kprotein_codingdeleterious(0.01)possibly_damaging(0.829)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHANK2SNVMissense_Mutationrs534324507c.501N>Tp.Glu167Aspp.E167Dprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0XR-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SHANK2SNVMissense_Mutationnovelc.1723N>Gp.Phe575Valp.F575VQ9UPX8protein_codingdeleterious(0)possibly_damaging(0.795)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SHANK2SNVMissense_Mutationnovelc.1723N>Gp.Phe575Valp.F575VQ9UPX8protein_codingdeleterious(0)possibly_damaging(0.795)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SHANK2SNVMissense_Mutationrs568385491c.22N>Ap.Arg8Hisp.R8Hprotein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-B6-A0WY-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SHANK2SNVMissense_Mutationrs201263152c.439N>Ap.Gln147Lysp.Q147KQ9UPX8protein_codingdeleterious(0)benign(0.103)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
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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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