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: SLC35A2

Gene summary for SLC35A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC35A2

Gene ID

7355

Gene namesolute carrier family 35 member A2
Gene AliasCDG2M
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P78381


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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
7355SLC35A2HTA11_1938_2000001011HumanColorectumAD8.25e-052.49e-01-0.0811
7355SLC35A2HTA11_78_2000001011HumanColorectumAD2.34e-031.56e-01-0.1088
7355SLC35A2HTA11_347_2000001011HumanColorectumAD4.49e-083.01e-01-0.1954
7355SLC35A2HTA11_83_2000001011HumanColorectumSER2.84e-021.49e-01-0.1526
7355SLC35A2HTA11_696_2000001011HumanColorectumAD4.95e-072.85e-01-0.1464
7355SLC35A2HTA11_1391_2000001011HumanColorectumAD2.73e-063.33e-01-0.059
7355SLC35A2HTA11_5212_2000001011HumanColorectumAD9.84e-043.15e-01-0.2061
7355SLC35A2HTA11_866_3004761011HumanColorectumAD7.75e-031.78e-010.096
7355SLC35A2HTA11_6801_2000001011HumanColorectumSER6.68e-065.20e-010.0171
7355SLC35A2HTA11_10711_2000001011HumanColorectumAD9.22e-051.84e-010.0338
7355SLC35A2HTA11_7696_3000711011HumanColorectumAD9.16e-052.03e-010.0674
7355SLC35A2HTA11_7469_2000001011HumanColorectumAD6.84e-045.39e-01-0.0124
7355SLC35A2HTA11_99999970781_79442HumanColorectumMSS2.20e-092.91e-010.294
7355SLC35A2HTA11_99999965104_69814HumanColorectumMSS3.96e-073.71e-010.281
7355SLC35A2HTA11_99999971662_82457HumanColorectumMSS1.35e-093.83e-010.3859
7355SLC35A2HTA11_99999974143_84620HumanColorectumMSS2.90e-082.87e-010.3005
7355SLC35A2LZE4THumanEsophagusESCC6.21e-061.83e-010.0811
7355SLC35A2LZE7THumanEsophagusESCC1.16e-072.59e-010.0667
7355SLC35A2LZE20THumanEsophagusESCC8.42e-072.22e-010.0662
7355SLC35A2LZE24THumanEsophagusESCC2.94e-102.64e-010.0596
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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
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:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0006012ColorectumADgalactose metabolic process6/391810/187238.03e-034.73e-026
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
GO:00193181ColorectumSERhexose metabolic process56/2897237/187236.19e-048.42e-0356
GO:00059961ColorectumSERmonosaccharide metabolic process59/2897257/187239.65e-041.15e-0259
GO:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00193182ColorectumMSShexose metabolic process63/3467237/187231.32e-031.25e-0263
GO:00059962ColorectumMSSmonosaccharide metabolic process66/3467257/187232.61e-032.06e-0266
GO:00060121ColorectumMSSgalactose metabolic process6/346710/187234.25e-033.04e-026
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:000599612LiverCirrhoticmonosaccharide metabolic process104/4634257/187231.74e-086.32e-07104
GO:001931812LiverCirrhotichexose metabolic process97/4634237/187232.67e-089.16e-0797
GO:00159316LiverCirrhoticnucleobase-containing compound transport87/4634222/187231.25e-062.52e-0587
GO:00060123LiverCirrhoticgalactose metabolic process8/463410/187233.84e-043.19e-038
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
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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
SLC35A2SNVMissense_Mutationnovelc.745N>Ap.Glu249Lysp.E249KP78381protein_codingdeleterious(0.02)probably_damaging(1)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SLC35A2SNVMissense_Mutationrs782068680c.899N>Tp.Trp300Leup.W300LP78381protein_codingdeleterious(0.01)benign(0.225)TCGA-E2-A15I-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC35A2SNVMissense_Mutationnovelc.466N>Ap.Leu156Ilep.L156IP78381protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC35A2SNVMissense_Mutationnovelc.257N>Ap.Arg86Hisp.R86HP78381protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC35A2SNVMissense_Mutationnovelc.528N>Tp.Lys176Asnp.K176NP78381protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
SLC35A2SNVMissense_Mutationc.248N>Ap.Arg83Hisp.R83HP78381protein_codingdeleterious(0.01)possibly_damaging(0.857)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC35A2SNVMissense_Mutationnovelc.1258G>Ap.Val420Metp.V420MP78381protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.641)TCGA-G4-6297-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
SLC35A2SNVMissense_Mutationrs376547003c.1147G>Ap.Ala383Thrp.A383TP78381protein_codingtolerated_low_confidence(0.34)benign(0)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC35A2SNVMissense_Mutationc.542C>Tp.Ala181Valp.A181VP78381protein_codingdeleterious(0)probably_damaging(1)TCGA-AF-A56N-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
SLC35A2SNVMissense_Mutationnovelc.1063G>Ap.Gly355Serp.G355SP78381protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G1-01Endometriumuterine 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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