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: SNX4

Gene summary for SNX4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNX4

Gene ID

8723

Gene namesorting nexin 4
Gene AliasATG24B
Cytomap3q21.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

O95219


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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
8723SNX4LZE2THumanEsophagusESCC2.05e-075.74e-010.082
8723SNX4LZE4THumanEsophagusESCC5.06e-163.46e-010.0811
8723SNX4LZE7THumanEsophagusESCC2.31e-074.86e-010.0667
8723SNX4LZE8THumanEsophagusESCC1.12e-031.33e-010.067
8723SNX4LZE20THumanEsophagusESCC7.26e-051.08e-010.0662
8723SNX4LZE22THumanEsophagusESCC2.04e-044.12e-010.068
8723SNX4LZE24THumanEsophagusESCC1.51e-174.83e-010.0596
8723SNX4LZE6THumanEsophagusESCC5.06e-072.76e-010.0845
8723SNX4P1T-EHumanEsophagusESCC4.12e-073.04e-010.0875
8723SNX4P2T-EHumanEsophagusESCC7.43e-243.61e-010.1177
8723SNX4P4T-EHumanEsophagusESCC1.62e-122.50e-010.1323
8723SNX4P5T-EHumanEsophagusESCC1.11e-162.27e-010.1327
8723SNX4P8T-EHumanEsophagusESCC6.42e-396.85e-010.0889
8723SNX4P9T-EHumanEsophagusESCC3.25e-132.60e-010.1131
8723SNX4P10T-EHumanEsophagusESCC4.72e-416.99e-010.116
8723SNX4P11T-EHumanEsophagusESCC3.44e-135.18e-010.1426
8723SNX4P12T-EHumanEsophagusESCC1.25e-325.84e-010.1122
8723SNX4P15T-EHumanEsophagusESCC4.40e-316.70e-010.1149
8723SNX4P16T-EHumanEsophagusESCC1.32e-376.38e-010.1153
8723SNX4P17T-EHumanEsophagusESCC1.27e-063.51e-010.1278
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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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:009887611LiverCirrhoticvesicle-mediated transport to the plasma membrane59/4634136/187231.46e-062.88e-0559
GO:005165611LiverCirrhoticestablishment of organelle localization128/4634390/187231.78e-041.67e-03128
GO:00321032LiverCirrhoticpositive regulation of response to external stimulus131/4634427/187232.90e-031.66e-02131
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:00324562LiverHCCendocytic recycling48/795873/187235.07e-054.83e-0448
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:00988769Oral cavityOSCCvesicle-mediated transport to the plasma membrane79/7305136/187234.93e-065.58e-0579
GO:00321037Oral cavityOSCCpositive regulation of response to external stimulus203/7305427/187231.79e-041.22e-03203
GO:00024441Oral cavityOSCCmyeloid leukocyte mediated immunity50/730599/187231.31e-024.34e-0250
GO:00313495Oral cavityOSCCpositive regulation of defense response127/7305278/187231.32e-024.39e-02127
GO:005165624SkincSCCestablishment of organelle localization178/4864390/187232.18e-172.32e-15178
GO:001619717SkincSCCendosomal transport98/4864230/187232.71e-087.41e-0798
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
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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
SNX4SNVMissense_Mutationnovelc.1150N>Ap.Glu384Lysp.E384KO95219protein_codingdeleterious(0.01)possibly_damaging(0.696)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SNX4SNVMissense_Mutationnovelc.1138N>Cp.Glu380Glnp.E380QO95219protein_codingtolerated(0.6)benign(0.003)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SNX4insertionIn_Frame_Insnovelc.983_984insCGGCCTTCTCACTTGTGAAAAp.Leu328delinsPheGlyLeuLeuThrCysGluLysp.L328delinsFGLLTCEKO95219protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SNX4SNVMissense_Mutationnovelc.760G>Tp.Val254Leup.V254LO95219protein_codingtolerated(0.65)benign(0.009)TCGA-A6-3810-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SNX4SNVMissense_Mutationnovelc.1009T>Cp.Ser337Prop.S337PO95219protein_codingdeleterious(0.04)benign(0.341)TCGA-AA-3814-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SNX4SNVMissense_Mutationc.617N>Ap.Ala206Glup.A206EO95219protein_codingdeleterious(0)benign(0.338)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
SNX4SNVMissense_Mutationc.1024N>Cp.Cys342Argp.C342RO95219protein_codingtolerated(0.92)benign(0)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
SNX4SNVMissense_Mutationnovelc.863N>Tp.Ser288Phep.S288FO95219protein_codingdeleterious(0.01)benign(0.26)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SNX4SNVMissense_Mutationrs772965145c.313N>Tp.Arg105Trpp.R105WO95219protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SNX4SNVMissense_Mutationnovelc.911T>Cp.Leu304Serp.L304SO95219protein_codingdeleterious(0)probably_damaging(0.927)TCGA-EF-5830-01Colorectumrectum 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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