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: SNX17

Gene summary for SNX17

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNX17

Gene ID

9784

Gene namesorting nexin 17
Gene AliasSNX17
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

B4DTB8


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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
9784SNX17HTA11_2487_2000001011HumanColorectumSER2.73e-063.40e-01-0.1808
9784SNX17HTA11_1938_2000001011HumanColorectumAD2.87e-063.27e-01-0.0811
9784SNX17HTA11_78_2000001011HumanColorectumAD3.70e-052.94e-01-0.1088
9784SNX17HTA11_347_2000001011HumanColorectumAD6.86e-113.28e-01-0.1954
9784SNX17HTA11_3361_2000001011HumanColorectumAD1.33e-073.55e-01-0.1207
9784SNX17HTA11_83_2000001011HumanColorectumSER1.26e-021.94e-01-0.1526
9784SNX17HTA11_696_2000001011HumanColorectumAD6.53e-122.63e-01-0.1464
9784SNX17HTA11_866_2000001011HumanColorectumAD9.62e-041.73e-01-0.1001
9784SNX17HTA11_1391_2000001011HumanColorectumAD8.66e-124.02e-01-0.059
9784SNX17HTA11_5212_2000001011HumanColorectumAD5.00e-043.18e-01-0.2061
9784SNX17HTA11_866_3004761011HumanColorectumAD1.86e-133.61e-010.096
9784SNX17HTA11_8622_2000001021HumanColorectumSER3.76e-022.63e-010.0528
9784SNX17HTA11_7663_2000001011HumanColorectumSER2.53e-023.35e-010.0131
9784SNX17HTA11_10623_2000001011HumanColorectumAD1.76e-043.29e-01-0.0177
9784SNX17HTA11_10711_2000001011HumanColorectumAD4.13e-022.34e-010.0338
9784SNX17HTA11_7696_3000711011HumanColorectumAD9.74e-082.10e-010.0674
9784SNX17HTA11_99999970781_79442HumanColorectumMSS1.67e-093.43e-010.294
9784SNX17HTA11_99999965104_69814HumanColorectumMSS1.01e-115.31e-010.281
9784SNX17HTA11_99999971662_82457HumanColorectumMSS5.01e-113.17e-010.3859
9784SNX17HTA11_99999973899_84307HumanColorectumMSS2.10e-074.47e-010.2585
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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:00988762ColorectumMSSvesicle-mediated transport to the plasma membrane54/3467136/187236.20e-093.95e-0754
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00301002ColorectumMSSregulation of endocytosis63/3467211/187234.05e-057.66e-0463
GO:00068981ColorectumMSSreceptor-mediated endocytosis69/3467244/187231.18e-041.82e-0369
GO:00060662ColorectumMSSalcohol metabolic process92/3467353/187232.57e-043.46e-0392
GO:00324561ColorectumMSSendocytic recycling26/346773/187234.05e-044.99e-0326
GO:00442822ColorectumMSSsmall molecule catabolic process94/3467376/187239.85e-049.86e-0394
GO:0001655ColorectumMSSurogenital system development81/3467338/187236.88e-034.43e-0281
GO:00160422ColorectumMSSlipid catabolic process77/3467320/187237.43e-034.71e-0277
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:009887610EsophagusHGINvesicle-mediated transport to the plasma membrane36/2587136/187236.76e-051.55e-0336
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:19026524EsophagusESCCsecondary alcohol metabolic process87/8552147/187236.58e-043.50e-0387
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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
SNX17SNVMissense_Mutationrs756756686c.827N>Tp.Ala276Valp.A276VQ15036protein_codingdeleterious(0)benign(0.043)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SNX17SNVMissense_Mutationrs747689756c.708N>Tp.Trp236Cysp.W236CQ15036protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SNX17SNVMissense_Mutationc.1034N>Ap.Arg345Hisp.R345HQ15036protein_codingtolerated(0.1)benign(0.006)TCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
SNX17SNVMissense_Mutationnovelc.954N>Ap.Met318Ilep.M318IQ15036protein_codingtolerated(0.24)benign(0.134)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
SNX17SNVMissense_Mutationc.1054N>Ap.Tyr352Asnp.Y352NQ15036protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A1LL-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydocetaxelPD
SNX17SNVMissense_Mutationnovelc.968T>Gp.Val323Glyp.V323GQ15036protein_codingdeleterious(0)possibly_damaging(0.536)TCGA-OL-A6VO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SNX17insertionIn_Frame_Insnovelc.281_282insTGGTTTTCTGTCCAGTCTTACTGCTCTAGTAGCCTTTACp.Ser94_Ser95insGlyPheLeuSerSerLeuThrAlaLeuValAlaPheThrp.S94_S95insGFLSSLTALVAFTQ15036protein_codingTCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SNX17insertionFrame_Shift_Insnovelc.1390_1391insACCTGATp.Gly464AspfsTer7p.G464Dfs*7Q15036protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SNX17insertionFrame_Shift_Insnovelc.1392_1393insCACCCGGGAGTCTATGGTCAAACTCTCAGTGp.Ile465HisfsTer14p.I465Hfs*14Q15036protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SNX17insertionNonsense_Mutationnovelc.142_143insCCAGATCTTAAACTCTATTTAACTCAp.Arg48ProfsTer4p.R48Pfs*4Q15036protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
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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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