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: SHISA5

Gene summary for SHISA5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHISA5

Gene ID

51246

Gene nameshisa family member 5
Gene AliasSCOTIN
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

Q8N114


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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
51246SHISA5HTA11_3410_2000001011HumanColorectumAD2.35e-144.14e-010.0155
51246SHISA5HTA11_2487_2000001011HumanColorectumSER9.61e-135.46e-01-0.1808
51246SHISA5HTA11_1938_2000001011HumanColorectumAD1.86e-217.59e-01-0.0811
51246SHISA5HTA11_78_2000001011HumanColorectumAD8.27e-114.61e-01-0.1088
51246SHISA5HTA11_347_2000001011HumanColorectumAD1.36e-144.47e-01-0.1954
51246SHISA5HTA11_411_2000001011HumanColorectumSER3.12e-091.09e+00-0.2602
51246SHISA5HTA11_2112_2000001011HumanColorectumSER5.29e-056.64e-01-0.2196
51246SHISA5HTA11_3361_2000001011HumanColorectumAD4.16e-095.63e-01-0.1207
51246SHISA5HTA11_696_2000001011HumanColorectumAD1.65e-297.28e-01-0.1464
51246SHISA5HTA11_866_2000001011HumanColorectumAD6.76e-225.19e-01-0.1001
51246SHISA5HTA11_1391_2000001011HumanColorectumAD8.40e-331.01e+00-0.059
51246SHISA5HTA11_546_2000001011HumanColorectumAD7.10e-075.12e-01-0.0842
51246SHISA5HTA11_7862_2000001011HumanColorectumAD2.74e-043.93e-01-0.0179
51246SHISA5HTA11_866_3004761011HumanColorectumAD6.27e-368.84e-010.096
51246SHISA5HTA11_4255_2000001011HumanColorectumSER9.37e-056.94e-010.0446
51246SHISA5HTA11_8622_2000001021HumanColorectumSER1.86e-034.67e-010.0528
51246SHISA5HTA11_7663_2000001011HumanColorectumSER6.68e-065.00e-010.0131
51246SHISA5HTA11_10623_2000001011HumanColorectumAD1.24e-055.35e-01-0.0177
51246SHISA5HTA11_6801_2000001011HumanColorectumSER1.18e-046.49e-010.0171
51246SHISA5HTA11_10711_2000001011HumanColorectumAD3.27e-115.17e-010.0338
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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
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
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
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:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:0072331ColorectumADsignal transduction by p53 class mediator58/3918163/187231.04e-052.40e-0458
GO:0072332ColorectumADintrinsic apoptotic signaling pathway by p53 class mediator30/391876/187231.72e-042.33e-0330
GO:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:0008630ColorectumADintrinsic apoptotic signaling pathway in response to DNA damage33/391899/187232.71e-032.05e-0233
GO:00971931ColorectumSERintrinsic apoptotic signaling pathway87/2897288/187231.67e-102.32e-0887
GO:00723311ColorectumSERsignal transduction by p53 class mediator43/2897163/187232.22e-043.90e-0343
GO:00723321ColorectumSERintrinsic apoptotic signaling pathway by p53 class mediator24/289776/187233.29e-045.22e-0324
GO:00971932ColorectumMSSintrinsic apoptotic signaling pathway102/3467288/187236.06e-129.82e-10102
GO:00431221ColorectumMSSregulation of I-kappaB kinase/NF-kappaB signaling71/3467249/187237.12e-051.21e-0371
GO:00072491ColorectumMSSI-kappaB kinase/NF-kappaB signaling77/3467281/187231.51e-042.19e-0377
GO:00431231ColorectumMSSpositive regulation of I-kappaB kinase/NF-kappaB signaling55/3467186/187231.60e-042.29e-0355
GO:00723312ColorectumMSSsignal transduction by p53 class mediator49/3467163/187232.30e-043.19e-0349
GO:00723322ColorectumMSSintrinsic apoptotic signaling pathway by p53 class mediator27/346776/187233.31e-044.24e-0327
GO:00971933ColorectumMSI-Hintrinsic apoptotic signaling pathway52/1319288/187232.82e-104.23e-0852
GO:00723323ColorectumMSI-Hintrinsic apoptotic signaling pathway by p53 class mediator19/131976/187239.03e-076.52e-0519
GO:00723313ColorectumMSI-Hsignal transduction by p53 class mediator29/1319163/187233.27e-061.82e-0429
GO:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411510EsophagusHGINp53 signaling pathway21/138374/84656.25e-034.25e-023.37e-0221
hsa0411515EsophagusHGINp53 signaling pathway21/138374/84656.25e-034.25e-023.37e-0221
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa041159Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411514Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411523Oral cavityLPp53 signaling pathway38/241874/84652.82e-051.92e-041.24e-0438
hsa0411533Oral cavityLPp53 signaling pathway38/241874/84652.82e-051.92e-041.24e-0438
hsa0411522ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
hsa0411532ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
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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
SHISA5SNVMissense_Mutationnovelc.596N>Cp.Tyr199Serp.Y199SQ8N114protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
SHISA5SNVMissense_Mutationrs375027466c.124N>Ap.Glu42Lysp.E42KQ8N114protein_codingtolerated(0.99)benign(0.003)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHISA5SNVMissense_Mutationc.226N>Ap.Glu76Lysp.E76KQ8N114protein_codingtolerated(0.59)benign(0.007)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SHISA5SNVMissense_Mutationrs140407949c.497C>Tp.Pro166Leup.P166LQ8N114protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SHISA5SNVMissense_Mutationc.80G>Ap.Arg27Hisp.R27HQ8N114protein_codingtolerated(0.61)benign(0)TCGA-AA-3678-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
SHISA5SNVMissense_Mutationrs751472414c.428N>Ap.Arg143Hisp.R143HQ8N114protein_codingdeleterious(0)probably_damaging(0.923)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SHISA5SNVMissense_Mutationrs775250358c.286N>Tp.Arg96Cysp.R96CQ8N114protein_codingdeleterious(0.04)benign(0.003)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
SHISA5SNVMissense_Mutationrs199734268c.716C>Tp.Ala239Valp.A239VQ8N114protein_codingdeleterious_low_confidence(0.03)benign(0)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SHISA5SNVMissense_Mutationrs201303918c.655N>Ap.Ala219Thrp.A219TQ8N114protein_codingtolerated(0.22)benign(0)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SHISA5SNVMissense_Mutationrs201243667c.254N>Tp.Pro85Leup.P85LQ8N114protein_codingtolerated(0.27)benign(0.105)TCGA-WS-AB45-01Colorectumcolon 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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