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: SNX3

Gene summary for SNX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNX3

Gene ID

8724

Gene namesorting nexin 3
Gene AliasGrd19
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

O60493


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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
8724SNX3GSM4909280HumanBreastPrecancer3.95e-06-5.58e-010.0305
8724SNX3GSM4909289HumanBreastIDC4.24e-105.17e-010.1064
8724SNX3GSM4909293HumanBreastIDC7.03e-07-1.94e-010.1581
8724SNX3GSM4909294HumanBreastIDC3.08e-07-1.84e-010.2022
8724SNX3GSM4909296HumanBreastIDC9.15e-26-5.62e-010.1524
8724SNX3GSM4909297HumanBreastIDC5.37e-27-3.66e-010.1517
8724SNX3GSM4909301HumanBreastIDC4.46e-23-5.65e-010.1577
8724SNX3GSM4909302HumanBreastIDC1.37e-12-4.87e-010.1545
8724SNX3GSM4909304HumanBreastIDC5.05e-11-4.18e-010.1636
8724SNX3GSM4909308HumanBreastIDC4.59e-154.29e-010.158
8724SNX3GSM4909309HumanBreastIDC1.80e-06-1.42e-010.0483
8724SNX3GSM4909311HumanBreastIDC5.60e-51-6.76e-010.1534
8724SNX3GSM4909312HumanBreastIDC8.39e-18-1.63e-010.1552
8724SNX3GSM4909313HumanBreastIDC2.35e-02-8.24e-020.0391
8724SNX3GSM4909315HumanBreastIDC2.23e-233.81e-010.21
8724SNX3GSM4909316HumanBreastIDC3.06e-163.27e-010.21
8724SNX3GSM4909317HumanBreastIDC2.76e-05-3.71e-010.1355
8724SNX3GSM4909318HumanBreastIDC1.81e-02-2.58e-010.2031
8724SNX3GSM4909319HumanBreastIDC1.09e-58-7.36e-010.1563
8724SNX3GSM4909320HumanBreastIDC2.32e-11-6.08e-010.1575
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00521269BreastPrecancermovement in host environment29/1080175/187232.59e-071.28e-0529
GO:00517019BreastPrecancerbiological process involved in interaction with host31/1080203/187236.52e-072.71e-0531
GO:00507929BreastPrecancerregulation of viral process27/1080164/187237.59e-073.05e-0527
GO:00421769BreastPrecancerregulation of protein catabolic process47/1080391/187231.50e-065.58e-0547
GO:00444099BreastPrecancerentry into host25/1080151/187231.74e-066.19e-0525
GO:00467189BreastPrecancerviral entry into host cell24/1080144/187232.46e-068.35e-0524
GO:00439039BreastPrecancerregulation of biological process involved in symbiotic interaction15/108072/187231.23e-053.17e-0415
GO:19039009BreastPrecancerregulation of viral life cycle23/1080148/187231.31e-053.30e-0423
GO:00523727BreastPrecancermodulation by symbiont of entry into host12/108049/187231.61e-053.93e-0412
GO:00465964BreastPrecancerregulation of viral entry into host cell11/108042/187231.83e-054.35e-0411
GO:00098959BreastPrecancernegative regulation of catabolic process36/1080320/187239.92e-051.83e-0336
GO:00069009BreastPrecancervesicle budding from membrane12/108061/187231.61e-042.69e-0312
GO:19039014BreastPrecancernegative regulation of viral life cycle7/108025/187234.00e-045.42e-037
GO:00421779BreastPrecancernegative regulation of protein catabolic process17/1080121/187235.76e-047.28e-0317
GO:0046597BreastPrecancernegative regulation of viral entry into host cell6/108021/187239.31e-041.06e-026
GO:00485255BreastPrecancernegative regulation of viral process12/108092/187236.51e-034.51e-0212
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414416BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0414417BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa04144110EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa0414424EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414434EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
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
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414461Oral cavityNEOLPEndocytosis62/1112251/84653.56e-074.92e-063.09e-0662
hsa0414471Oral cavityNEOLPEndocytosis62/1112251/84653.56e-074.92e-063.09e-0662
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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
SNX3SNVMissense_Mutationc.134N>Tp.Arg45Leup.R45LO60493protein_codingtolerated(0.1)probably_damaging(0.944)TCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SNX3SNVMissense_Mutationc.235A>Cp.Ser79Argp.S79RO60493protein_codingtolerated(0.05)benign(0.094)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SNX3SNVMissense_Mutationnovelc.61N>Ap.Ala21Thrp.A21TO60493protein_codingtolerated(0.13)possibly_damaging(0.465)TCGA-LL-A740-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SNX3insertionNonsense_Mutationnovelc.202_203insAAATGTATTGAGp.Arg68delinsLysMetTyrTerGlyp.R68delinsKMY*GO60493protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SNX3SNVMissense_Mutationc.260N>Gp.Val87Glyp.V87GO60493protein_codingdeleterious(0)possibly_damaging(0.58)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SNX3SNVMissense_Mutationnovelc.353N>Tp.Arg118Ilep.R118IO60493protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SNX3SNVMissense_Mutationc.485N>Tp.Ala162Valp.A162VO60493protein_codingtolerated_low_confidence(0.06)benign(0.001)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SNX3SNVMissense_Mutationc.150N>Cp.Glu50Aspp.E50DO60493protein_codingdeleterious(0.01)possibly_damaging(0.555)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SNX3SNVMissense_Mutationnovelc.316N>Ap.Asp106Asnp.D106NO60493protein_codingtolerated(0.09)probably_damaging(0.954)TCGA-77-7141-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
SNX3SNVMissense_Mutationnovelc.442N>Ap.Glu148Lysp.E148KO60493protein_codingtolerated(0.13)benign(0.005)TCGA-CR-7390-01Oral cavityhead & neck squamous cell carcinomaMale>=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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