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: SHTN1

Gene summary for SHTN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHTN1

Gene ID

57698

Gene nameshootin 1
Gene AliasKIAA1598
Cytomap10q25.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0MZ66


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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
57698SHTN1CA_HPV_2HumanCervixCC4.52e-022.18e-010.0391
57698SHTN1HSIL_HPV_2HumanCervixHSIL_HPV2.97e-042.55e-010.0208
57698SHTN1CCI_2HumanCervixCC2.73e-025.47e-010.5249
57698SHTN1HTA11_3410_2000001011HumanColorectumAD9.11e-14-5.58e-010.0155
57698SHTN1HTA11_2487_2000001011HumanColorectumSER3.19e-06-5.18e-01-0.1808
57698SHTN1HTA11_1938_2000001011HumanColorectumAD1.02e-02-4.74e-01-0.0811
57698SHTN1HTA11_3361_2000001011HumanColorectumAD2.10e-03-5.03e-01-0.1207
57698SHTN1HTA11_83_2000001011HumanColorectumSER1.86e-03-5.37e-01-0.1526
57698SHTN1HTA11_696_2000001011HumanColorectumAD4.71e-17-5.01e-01-0.1464
57698SHTN1HTA11_866_2000001011HumanColorectumAD3.36e-20-5.48e-01-0.1001
57698SHTN1HTA11_1391_2000001011HumanColorectumAD2.42e-07-4.89e-01-0.059
57698SHTN1HTA11_546_2000001011HumanColorectumAD3.25e-04-5.85e-01-0.0842
57698SHTN1HTA11_9341_2000001011HumanColorectumSER4.26e-02-6.71e-01-0.00410000000000005
57698SHTN1HTA11_866_3004761011HumanColorectumAD4.53e-13-5.71e-010.096
57698SHTN1HTA11_9408_2000001011HumanColorectumAD1.32e-02-6.71e-010.0451
57698SHTN1HTA11_8622_2000001021HumanColorectumSER2.40e-04-6.47e-010.0528
57698SHTN1HTA11_10711_2000001011HumanColorectumAD7.85e-08-5.77e-010.0338
57698SHTN1HTA11_7696_3000711011HumanColorectumAD3.57e-21-5.57e-010.0674
57698SHTN1HTA11_6818_2000001021HumanColorectumAD4.64e-02-4.53e-010.0588
57698SHTN1HTA11_99999970781_79442HumanColorectumMSS1.86e-10-3.69e-010.294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:00070157LiverNAFLDactin filament organization78/1882442/187235.44e-073.21e-0578
GO:00071636LiverNAFLDestablishment or maintenance of cell polarity46/1882218/187238.80e-074.60e-0546
GO:00300106LiverNAFLDestablishment of cell polarity34/1882143/187231.41e-066.56e-0534
GO:20001145LiverNAFLDregulation of establishment of cell polarity11/188222/187232.54e-061.06e-0411
GO:00072664LiverNAFLDRho protein signal transduction31/1882137/187231.19e-053.67e-0431
GO:00328784LiverNAFLDregulation of establishment or maintenance of cell polarity11/188225/187231.20e-053.69e-0411
GO:00485884LiverNAFLDdevelopmental cell growth45/1882234/187231.50e-054.38e-0445
GO:00313465LiverNAFLDpositive regulation of cell projection organization57/1882353/187232.19e-043.73e-0357
GO:00015585LiverNAFLDregulation of cell growth63/1882414/187235.50e-047.46e-0363
GO:00486754LiverNAFLDaxon extension24/1882120/187237.74e-049.73e-0324
GO:00605604LiverNAFLDdevelopmental growth involved in morphogenesis39/1882234/187231.11e-031.28e-0239
GO:00615727LiverNAFLDactin filament bundle organization29/1882161/187231.37e-031.54e-0229
GO:19901383LiverNAFLDneuron projection extension30/1882172/187231.93e-031.94e-0230
GO:00109755LiverNAFLDregulation of neuron projection development64/1882445/187232.12e-032.08e-0264
GO:0032488LiverNAFLDCdc42 protein signal transduction6/188215/187232.30e-032.19e-026
GO:00457734LiverNAFLDpositive regulation of axon extension11/188242/187232.32e-032.19e-0211
GO:00459275LiverNAFLDpositive regulation of growth40/1882259/187234.00e-033.35e-0240
GO:00325356LiverNAFLDregulation of cellular component size55/1882383/187234.31e-033.55e-0255
GO:00303075LiverNAFLDpositive regulation of cell growth28/1882166/187234.35e-033.57e-0228
GO:00486384LiverNAFLDregulation of developmental growth48/1882330/187235.74e-034.37e-0248
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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
SHTN1SNVMissense_Mutationc.1631C>Tp.Pro544Leup.P544LA0MZ66protein_codingdeleterious(0)benign(0.001)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHTN1SNVMissense_Mutationnovelc.975G>Cp.Gln325Hisp.Q325HA0MZ66protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHTN1insertionNonsense_Mutationnovelc.1034_1035insTTCCATGCTATTCTCATGATAGTGAATCTCATGAGATCTGATGp.Asn346SerfsTer6p.N346Sfs*6A0MZ66protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
SHTN1insertionNonsense_Mutationnovelc.1031_1032insTTCTCTCTTCCCTGCTGCCATGTAAGATGTGACTTGCTTCTCCTTp.Arg344_Val345insSerLeuPheProAlaAlaMetTerAspValThrCysPheSerLeup.R344_V345insSLFPAAM*DVTCFSLA0MZ66protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
SHTN1SNVMissense_Mutationnovelc.117C>Ap.Asp39Glup.D39EA0MZ66protein_codingtolerated(0.29)possibly_damaging(0.496)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SHTN1insertionIn_Frame_Insnovelc.465_466insTCTGAAATTp.Gln155_Glu156insSerGluIlep.Q155_E156insSEIA0MZ66protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SHTN1SNVMissense_Mutationnovelc.443N>Ap.Arg148Glnp.R148QA0MZ66protein_codingtolerated(0.6)benign(0.006)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SHTN1SNVMissense_Mutationc.1654N>Cp.Ser552Argp.S552RA0MZ66protein_codingtolerated(0.11)benign(0.003)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SHTN1SNVMissense_Mutationc.716N>Cp.Phe239Serp.F239SA0MZ66protein_codingdeleterious(0.01)benign(0.005)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SHTN1SNVMissense_Mutationnovelc.452N>Gp.Ile151Serp.I151SA0MZ66protein_codingdeleterious(0)probably_damaging(0.994)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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