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: SNX12

Gene summary for SNX12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNX12

Gene ID

29934

Gene namesorting nexin 12
Gene AliasSNX12
CytomapXq13.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q3SYF1


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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
29934SNX12HTA11_3410_2000001011HumanColorectumAD3.68e-021.52e-010.0155
29934SNX12HTA11_2487_2000001011HumanColorectumSER6.16e-093.78e-01-0.1808
29934SNX12HTA11_1938_2000001011HumanColorectumAD6.79e-094.43e-01-0.0811
29934SNX12HTA11_78_2000001011HumanColorectumAD7.12e-073.19e-01-0.1088
29934SNX12HTA11_347_2000001011HumanColorectumAD1.21e-164.61e-01-0.1954
29934SNX12HTA11_411_2000001011HumanColorectumSER2.62e-045.23e-01-0.2602
29934SNX12HTA11_83_2000001011HumanColorectumSER1.42e-043.72e-01-0.1526
29934SNX12HTA11_696_2000001011HumanColorectumAD8.55e-203.88e-01-0.1464
29934SNX12HTA11_866_2000001011HumanColorectumAD2.33e-031.78e-01-0.1001
29934SNX12HTA11_1391_2000001011HumanColorectumAD8.45e-135.07e-01-0.059
29934SNX12HTA11_2992_2000001011HumanColorectumSER3.64e-043.97e-01-0.1706
29934SNX12HTA11_5212_2000001011HumanColorectumAD1.84e-033.55e-01-0.2061
29934SNX12HTA11_866_3004761011HumanColorectumAD1.74e-052.78e-010.096
29934SNX12HTA11_7696_3000711011HumanColorectumAD1.18e-062.45e-010.0674
29934SNX12HTA11_7469_2000001011HumanColorectumAD5.64e-046.25e-01-0.0124
29934SNX12HTA11_99999970781_79442HumanColorectumMSS2.45e-082.41e-010.294
29934SNX12HTA11_99999965104_69814HumanColorectumMSS6.37e-084.00e-010.281
29934SNX12HTA11_99999971662_82457HumanColorectumMSS1.12e-174.80e-010.3859
29934SNX12HTA11_99999974143_84620HumanColorectumMSS1.11e-083.21e-010.3005
29934SNX12LZE4THumanEsophagusESCC4.37e-123.05e-010.0811
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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
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
∗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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0042177ColorectumADnegative regulation of protein catabolic process55/3918121/187231.19e-098.85e-0855
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0045861ColorectumADnegative regulation of proteolysis106/3918351/187232.33e-054.57e-04106
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:0032456ColorectumADendocytic recycling28/391873/187234.87e-045.30e-0328
GO:0098927ColorectumADvesicle-mediated transport between endosomal compartments19/391843/187235.03e-045.43e-0319
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0045022ColorectumADearly endosome to late endosome transport17/391840/187231.66e-031.38e-0217
GO:1903649ColorectumADregulation of cytoplasmic transport13/391828/187232.22e-031.75e-0213
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:00323861ColorectumSERregulation of intracellular transport89/2897337/187231.34e-077.96e-0689
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
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
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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
SNX12SNVMissense_Mutationnovelc.26N>Ap.Thr9Asnp.T9NQ9UMY4protein_codingdeleterious(0)possibly_damaging(0.732)TCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
SNX12SNVMissense_Mutationnovelc.482N>Ap.Arg161Hisp.R161HQ9UMY4protein_codingdeleterious(0.01)probably_damaging(0.937)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNX12SNVMissense_Mutationnovelc.61N>Ap.Asp21Asnp.D21NQ9UMY4protein_codingdeleterious(0)probably_damaging(0.949)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNX12SNVMissense_Mutationnovelc.202G>Ap.Val68Ilep.V68IQ9UMY4protein_codingdeleterious(0.03)possibly_damaging(0.662)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SNX12SNVMissense_Mutationc.299G>Ap.Arg100Glnp.R100QQ9UMY4protein_codingdeleterious(0.03)possibly_damaging(0.695)TCGA-CM-6168-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SNX12SNVMissense_Mutationnovelc.167N>Tp.Thr56Ilep.T56IQ9UMY4protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
SNX12SNVMissense_Mutationc.133N>Ap.Ala45Thrp.A45TQ9UMY4protein_codingtolerated(0.25)benign(0)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SNX12SNVMissense_Mutationc.466N>Ap.Val156Ilep.V156IQ9UMY4protein_codingtolerated(0.22)benign(0)TCGA-B5-A0K2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVHormone TherapymegaceSD
SNX12SNVMissense_Mutationrs748671122c.349G>Ap.Glu117Lysp.E117KQ9UMY4protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SNX12SNVMissense_Mutationc.261N>Tp.Lys87Asnp.K87NQ9UMY4protein_codingdeleterious(0.02)possibly_damaging(0.686)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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