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: SHISA6

Gene summary for SHISA6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHISA6

Gene ID

388336

Gene nameshisa family member 6
Gene AliasSHISA6
Cytomap17p12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q6ZSJ9


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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
388336SHISA6HTA11_866_3004761011HumanColorectumAD2.61e-431.67e+000.096
388336SHISA6HTA11_99999970781_79442HumanColorectumMSS1.29e-742.02e+000.294
388336SHISA6A002-C-010HumanColorectumFAP1.59e-043.47e-010.242
388336SHISA6A001-C-207HumanColorectumFAP3.43e-034.80e-010.1278
388336SHISA6A015-C-203HumanColorectumFAP2.41e-075.78e-01-0.1294
388336SHISA6A001-C-119HumanColorectumFAP1.69e-169.11e-01-0.1557
388336SHISA6A001-C-108HumanColorectumFAP3.23e-034.85e-01-0.0272
388336SHISA6A002-C-021HumanColorectumFAP5.06e-471.16e+000.1171
388336SHISA6A001-C-104HumanColorectumFAP1.13e-146.44e-010.0184
388336SHISA6A015-C-005HumanColorectumFAP2.75e-106.40e-01-0.0336
388336SHISA6A015-C-106HumanColorectumFAP1.43e-197.96e-01-0.0511
388336SHISA6A015-C-104HumanColorectumFAP1.67e-116.43e-01-0.1899
388336SHISA6A001-C-014HumanColorectumFAP4.66e-054.19e-010.0135
388336SHISA6A001-C-203HumanColorectumFAP3.03e-075.43e-01-0.0481
388336SHISA6CRC-3-11773HumanColorectumCRC3.36e-146.24e-010.2564
388336SHISA6HTA12-25-1HumanPancreasPDAC3.65e-033.95e-010.313
388336SHISA6HTA12-26-1HumanPancreasPDAC9.17e-187.95e-010.3728
388336SHISA6HTA12-29-1HumanPancreasPDAC1.57e-205.66e-010.3722
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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
∗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:00228982ColorectumCRCregulation of transmembrane transporter activity56/2078278/187236.75e-062.58e-0456
GO:00608284ColorectumCRCregulation of canonical Wnt signaling pathway52/2078253/187237.85e-062.85e-0452
GO:00324122ColorectumCRCregulation of ion transmembrane transporter activity54/2078267/187238.67e-063.09e-0454
GO:00600704ColorectumCRCcanonical Wnt signaling pathway59/2078303/187231.15e-053.74e-0459
GO:00324093ColorectumCRCregulation of transporter activity59/2078310/187232.34e-056.65e-0459
GO:00991734ColorectumCRCpostsynapse organization36/2078168/187237.61e-051.59e-0336
GO:00508084ColorectumCRCsynapse organization71/2078426/187233.02e-044.76e-0371
GO:00990723ColorectumCRCregulation of postsynaptic membrane neurotransmitter receptor levels16/207862/187239.40e-041.15e-0216
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:19040621ColorectumCRCregulation of cation transmembrane transport58/2078357/187231.89e-031.93e-0258
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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
SHISA6SNVMissense_Mutationrs760817325c.1166G>Ap.Arg389Hisp.R389HQ6ZSJ9protein_codingdeleterious(0)probably_damaging(0.953)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SHISA6SNVMissense_Mutationc.712N>Gp.Ile238Valp.I238VQ6ZSJ9protein_codingtolerated(0.24)benign(0.018)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHISA6SNVMissense_Mutationnovelc.1472G>Ap.Arg491Hisp.R491HQ6ZSJ9protein_codingtolerated(0.8)benign(0.011)TCGA-LL-A7T0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHISA6SNVMissense_Mutationc.691N>Ap.Glu231Lysp.E231KQ6ZSJ9protein_codingdeleterious(0.01)possibly_damaging(0.879)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SHISA6SNVMissense_Mutationnovelc.931N>Ap.Val311Ilep.V311IQ6ZSJ9protein_codingtolerated(0.22)benign(0)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
SHISA6SNVMissense_Mutationc.1211C>Tp.Pro404Leup.P404LQ6ZSJ9protein_codingtolerated(0.1)benign(0.003)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SHISA6SNVMissense_Mutationrs549533522c.1541N>Tp.Thr514Metp.T514MQ6ZSJ9protein_codingdeleterious(0.02)probably_damaging(0.966)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SHISA6SNVMissense_Mutationc.614N>Tp.Pro205Leup.P205LQ6ZSJ9protein_codingtolerated(0.06)probably_damaging(0.951)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SHISA6SNVMissense_Mutationc.1307C>Ap.Pro436Hisp.P436HQ6ZSJ9protein_codingdeleterious(0)possibly_damaging(0.794)TCGA-AF-2690-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SHISA6SNVMissense_Mutationnovelc.492N>Tp.Glu164Aspp.E164DQ6ZSJ9protein_codingtolerated(1)benign(0.04)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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