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: SNX18

Gene summary for SNX18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNX18

Gene ID

112574

Gene namesorting nexin 18
Gene AliasSH3PX2
Cytomap5q11.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q96RF0


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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
112574SNX18LZE24THumanEsophagusESCC2.48e-123.84e-010.0596
112574SNX18P1T-EHumanEsophagusESCC2.40e-066.28e-010.0875
112574SNX18P2T-EHumanEsophagusESCC9.36e-193.36e-010.1177
112574SNX18P4T-EHumanEsophagusESCC5.17e-041.59e-010.1323
112574SNX18P5T-EHumanEsophagusESCC1.36e-224.22e-010.1327
112574SNX18P8T-EHumanEsophagusESCC2.04e-046.57e-020.0889
112574SNX18P10T-EHumanEsophagusESCC1.10e-112.27e-010.116
112574SNX18P11T-EHumanEsophagusESCC3.28e-112.93e-010.1426
112574SNX18P12T-EHumanEsophagusESCC3.11e-112.67e-010.1122
112574SNX18P15T-EHumanEsophagusESCC6.51e-243.47e-010.1149
112574SNX18P16T-EHumanEsophagusESCC2.70e-087.14e-020.1153
112574SNX18P17T-EHumanEsophagusESCC8.96e-041.07e-010.1278
112574SNX18P19T-EHumanEsophagusESCC1.06e-021.34e-010.1662
112574SNX18P20T-EHumanEsophagusESCC1.59e-071.55e-010.1124
112574SNX18P21T-EHumanEsophagusESCC3.71e-061.69e-010.1617
112574SNX18P22T-EHumanEsophagusESCC4.69e-152.53e-010.1236
112574SNX18P23T-EHumanEsophagusESCC1.38e-105.21e-010.108
112574SNX18P24T-EHumanEsophagusESCC2.01e-118.95e-020.1287
112574SNX18P26T-EHumanEsophagusESCC4.91e-336.17e-010.1276
112574SNX18P27T-EHumanEsophagusESCC7.67e-111.72e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000028115EsophagusESCCmitotic cytokinesis58/855271/187234.34e-101.15e-0858
GO:003250614EsophagusESCCcytokinetic process35/855239/187239.38e-091.90e-0735
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:006164015EsophagusESCCcytoskeleton-dependent cytokinesis72/8552100/187238.10e-081.39e-0672
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:003250611LiverHCCcytokinetic process32/795839/187234.73e-077.69e-0632
GO:000028111LiverHCCmitotic cytokinesis51/795871/187235.20e-078.38e-0651
GO:000091011LiverHCCcytokinesis100/7958173/187233.38e-053.39e-04100
GO:006164011LiverHCCcytoskeleton-dependent cytokinesis60/7958100/187233.09e-042.20e-0360
GO:001619718ThyroidPTCendosomal transport128/5968230/187236.26e-143.52e-12128
GO:00002818ThyroidPTCmitotic cytokinesis43/596871/187235.93e-079.47e-0643
GO:000091019ThyroidPTCcytokinesis82/5968173/187231.37e-051.47e-0482
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:00325068ThyroidPTCcytokinetic process25/596839/187233.50e-053.30e-0425
GO:00616408ThyroidPTCcytoskeleton-dependent cytokinesis50/5968100/187231.20e-049.59e-0450
GO:004354714ThyroidPTCpositive regulation of GTPase activity103/5968255/187232.38e-031.25e-02103
GO:001619719ThyroidATCendosomal transport128/6293230/187234.44e-121.75e-10128
GO:000028117ThyroidATCmitotic cytokinesis50/629371/187232.46e-107.10e-0950
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
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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
SNX18insertionIn_Frame_Insnovelc.1808_1809insGACCCTTAGp.Leu603_Glu604insThrLeuSerp.L603_E604insTLSQ96RF0protein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SNX18insertionFrame_Shift_Insnovelc.1845_1846insAp.Val617GlyfsTer17p.V617Gfs*17Q96RF0protein_codingTCGA-EW-A1OX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
SNX18SNVMissense_Mutationc.665C>Tp.Ser222Leup.S222LQ96RF0protein_codingtolerated(0.22)probably_damaging(0.988)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNX18SNVMissense_Mutationrs758240285c.1288G>Ap.Gly430Serp.G430SQ96RF0protein_codingtolerated(0.4)possibly_damaging(0.883)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNX18SNVMissense_Mutationc.1833G>Tp.Glu611Aspp.E611DQ96RF0protein_codingtolerated_low_confidence(0.54)benign(0.021)TCGA-JX-A5QV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SNX18SNVMissense_Mutationc.529N>Ap.Pro177Thrp.P177TQ96RF0protein_codingtolerated(0.16)benign(0.075)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SNX18SNVMissense_Mutationc.1721N>Ap.Ser574Tyrp.S574YQ96RF0protein_codingdeleterious(0.01)benign(0.341)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SNX18SNVMissense_Mutationnovelc.1511G>Ap.Gly504Aspp.G504DQ96RF0protein_codingdeleterious(0)probably_damaging(0.964)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SNX18SNVMissense_Mutationnovelc.1751N>Cp.Phe584Serp.F584SQ96RF0protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SNX18SNVMissense_Mutationnovelc.1480N>Ap.Ala494Thrp.A494TQ96RF0protein_codingtolerated(0.62)benign(0.418)TCGA-AA-3984-01Colorectumcolon 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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