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: SHISA9

Gene summary for SHISA9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHISA9

Gene ID

729993

Gene nameshisa family member 9
Gene AliasCKAMP44
Cytomap16p13.12
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

B4DS77


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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
729993SHISA9HTA11_2951_2000001011HumanColorectumAD4.70e-081.32e+000.0216
729993SHISA9HTA11_696_2000001011HumanColorectumAD4.85e-03-2.78e-01-0.1464
729993SHISA9HTA11_1391_2000001011HumanColorectumAD9.18e-068.28e-01-0.059
729993SHISA9HTA11_9408_2000001011HumanColorectumAD1.02e-034.75e-010.0451
729993SHISA9HTA11_10711_2000001011HumanColorectumAD2.57e-088.09e-010.0338
729993SHISA9HTA11_7696_3000711011HumanColorectumAD1.22e-03-2.83e-010.0674
729993SHISA9HTA11_99999970781_79442HumanColorectumMSS2.08e-021.34e-010.294
729993SHISA9HTA11_99999965104_69814HumanColorectumMSS5.40e-211.21e+000.281
729993SHISA9HTA11_99999974143_84620HumanColorectumMSS1.87e-03-2.04e-010.3005
729993SHISA9F007HumanColorectumFAP1.73e-191.06e+000.1176
729993SHISA9A002-C-010HumanColorectumFAP9.49e-227.66e-010.242
729993SHISA9A002-C-203HumanColorectumFAP9.36e-06-2.95e-010.2786
729993SHISA9A015-C-202HumanColorectumFAP6.90e-043.82e-01-0.0849
729993SHISA9A002-C-116HumanColorectumFAP8.28e-04-2.92e-01-0.0452
729993SHISA9A014-C-008HumanColorectumFAP1.27e-087.64e-01-0.191
729993SHISA9F034HumanColorectumFAP1.77e-02-2.57e-01-0.0665
729993SHISA9F072BHumanColorectumFAP4.46e-07-2.95e-010.257
729993SHISA9CRC-3-11773HumanColorectumCRC2.97e-177.98e-010.2564
729993SHISA9HCC1HumanLiverHCC1.38e-038.30e-010.5336
729993SHISA9HCC2HumanLiverHCC6.18e-111.06e+000.5341
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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
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
∗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:00324091ColorectumMSSregulation of transporter activity78/3467310/187232.09e-031.78e-0278
GO:0022898ColorectumMSSregulation of transmembrane transporter activity70/3467278/187233.36e-032.54e-0270
GO:0032412ColorectumMSSregulation of ion transmembrane transporter activity66/3467267/187236.72e-034.38e-0266
GO:00228981ColorectumFAPregulation of transmembrane transporter activity62/2622278/187231.09e-041.80e-0362
GO:00324121ColorectumFAPregulation of ion transmembrane transporter activity60/2622267/187231.12e-041.84e-0360
GO:00324092ColorectumFAPregulation of transporter activity67/2622310/187231.59e-042.43e-0367
GO:1904062ColorectumFAPregulation of cation transmembrane transport69/2622357/187233.06e-032.30e-0269
GO:00228982ColorectumCRCregulation of transmembrane transporter activity56/2078278/187236.75e-062.58e-0456
GO:00324122ColorectumCRCregulation of ion transmembrane transporter activity54/2078267/187238.67e-063.09e-0454
GO:00324093ColorectumCRCregulation of transporter activity59/2078310/187232.34e-056.65e-0459
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
SHISA9SNVMissense_Mutationnovelc.818N>Cp.Leu273Prop.L273PB4DS77protein_codingdeleterious(0.05)benign(0.141)TCGA-A7-A4SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SHISA9SNVMissense_Mutationnovelc.346A>Cp.Asn116Hisp.N116HB4DS77protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHISA9SNVMissense_Mutationrs750070307c.620N>Ap.Arg207Lysp.R207KB4DS77protein_codingtolerated(0.93)probably_damaging(0.946)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
SHISA9SNVMissense_Mutationnovelc.1136N>Ap.Arg379Glnp.R379QB4DS77protein_codingtolerated(0.06)possibly_damaging(0.749)TCGA-D8-A3Z6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
SHISA9SNVMissense_Mutationc.1138C>Tp.Arg380Trpp.R380WB4DS77protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SHISA9SNVMissense_Mutationc.617N>Gp.Glu206Glyp.E206GB4DS77protein_codingtolerated(0.14)probably_damaging(0.988)TCGA-EW-A1J3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
SHISA9SNVMissense_Mutationc.997N>Gp.Pro333Alap.P333AB4DS77protein_codingdeleterious(0.02)benign(0.011)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SHISA9SNVMissense_Mutationc.172N>Ap.Ala58Thrp.A58TB4DS77protein_codingtolerated(0.65)benign(0)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SHISA9SNVMissense_Mutationrs752170660c.418G>Ap.Asp140Asnp.D140NB4DS77protein_codingtolerated(0.26)benign(0.349)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SHISA9SNVMissense_Mutationc.377N>Tp.Pro126Leup.P126LB4DS77protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4313-01Colorectumcolon 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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