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: SNX27

Gene summary for SNX27

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNX27

Gene ID

81609

Gene namesorting nexin 27
Gene AliasMRT1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0001767

UniProtAcc

Q96L92


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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
81609SNX27LZE2THumanEsophagusESCC2.87e-046.23e-010.082
81609SNX27LZE4THumanEsophagusESCC4.87e-041.93e-010.0811
81609SNX27LZE7THumanEsophagusESCC9.43e-062.72e-010.0667
81609SNX27LZE20THumanEsophagusESCC3.68e-031.35e-010.0662
81609SNX27LZE22THumanEsophagusESCC2.63e-043.33e-010.068
81609SNX27LZE24THumanEsophagusESCC1.41e-093.31e-010.0596
81609SNX27P1T-EHumanEsophagusESCC6.23e-114.50e-010.0875
81609SNX27P2T-EHumanEsophagusESCC8.54e-386.33e-010.1177
81609SNX27P4T-EHumanEsophagusESCC4.42e-174.52e-010.1323
81609SNX27P5T-EHumanEsophagusESCC6.44e-172.76e-010.1327
81609SNX27P8T-EHumanEsophagusESCC1.53e-142.74e-010.0889
81609SNX27P9T-EHumanEsophagusESCC3.49e-184.44e-010.1131
81609SNX27P10T-EHumanEsophagusESCC1.17e-254.68e-010.116
81609SNX27P11T-EHumanEsophagusESCC6.34e-094.11e-010.1426
81609SNX27P12T-EHumanEsophagusESCC1.31e-153.19e-010.1122
81609SNX27P15T-EHumanEsophagusESCC4.70e-255.53e-010.1149
81609SNX27P16T-EHumanEsophagusESCC9.37e-233.22e-010.1153
81609SNX27P17T-EHumanEsophagusESCC1.00e-062.40e-010.1278
81609SNX27P19T-EHumanEsophagusESCC6.01e-053.76e-010.1662
81609SNX27P20T-EHumanEsophagusESCC1.56e-153.34e-010.1124
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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
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
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:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:003001018EsophagusESCCestablishment of cell polarity96/8552143/187231.69e-072.67e-0696
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:00083333EsophagusESCCendosome to lysosome transport40/855255/187234.27e-053.42e-0440
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:000703421LiverHCCvacuolar transport108/7958157/187232.22e-118.69e-10108
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:000716322LiverHCCestablishment or maintenance of cell polarity133/7958218/187232.48e-085.73e-07133
GO:000704121LiverHCClysosomal transport76/7958114/187231.56e-072.88e-0676
GO:00324562LiverHCCendocytic recycling48/795873/187235.07e-054.83e-0448
GO:003001022LiverHCCestablishment of cell polarity82/7958143/187232.38e-041.79e-0382
GO:00083331LiverHCCendosome to lysosome transport35/795855/187231.26e-036.92e-0335
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:000703410Oral cavityOSCCvacuolar transport103/7305157/187231.25e-114.44e-10103
GO:000716318Oral cavityOSCCestablishment or maintenance of cell polarity129/7305218/187231.16e-092.86e-08129
GO:00070418Oral cavityOSCClysosomal transport69/7305114/187232.62e-063.26e-0569
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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
SNX27SNVMissense_Mutationnovelc.1045N>Tp.Ala349Serp.A349SQ96L92protein_codingtolerated(0.1)possibly_damaging(0.802)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SNX27SNVMissense_Mutationnovelc.320N>Gp.Val107Glyp.V107GQ96L92protein_codingdeleterious(0.01)benign(0.188)TCGA-OL-A97C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SNX27SNVMissense_Mutationnovelc.1095A>Cp.Glu365Aspp.E365DQ96L92protein_codingtolerated(0.55)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNX27SNVMissense_Mutationc.1303N>Cp.Asp435Hisp.D435HQ96L92protein_codingdeleterious(0)probably_damaging(0.969)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
SNX27SNVMissense_Mutationnovelc.707N>Ap.Arg236Hisp.R236HQ96L92protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SNX27SNVMissense_Mutationc.1043N>Tp.Ser348Leup.S348LQ96L92protein_codingdeleterious(0)benign(0.331)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNX27SNVMissense_Mutationc.466N>Ap.Asp156Asnp.D156NQ96L92protein_codingdeleterious(0)possibly_damaging(0.614)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SNX27SNVMissense_Mutationc.418N>Ap.Ala140Thrp.A140TQ96L92protein_codingdeleterious(0.03)benign(0.072)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SNX27SNVMissense_Mutationrs752336635c.373G>Ap.Glu125Lysp.E125KQ96L92protein_codingtolerated(0.13)benign(0.017)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SNX27SNVMissense_Mutationc.1524N>Ap.Asn508Lysp.N508KQ96L92protein_codingtolerated(0.85)benign(0.003)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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