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: SLC35A3

Gene summary for SLC35A3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC35A3

Gene ID

23443

Gene namesolute carrier family 35 member A3
Gene AliasAMRS
Cytomap1p21.2
Gene Typeprotein-coding
GO ID

GO:0006040

UniProtAcc

Q9Y2D2


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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
23443SLC35A3HTA11_3410_2000001011HumanColorectumAD5.59e-254.39e-010.0155
23443SLC35A3HTA11_2487_2000001011HumanColorectumSER3.57e-451.07e+00-0.1808
23443SLC35A3HTA11_2951_2000001011HumanColorectumAD3.22e-053.34e-010.0216
23443SLC35A3HTA11_1938_2000001011HumanColorectumAD3.38e-551.31e+00-0.0811
23443SLC35A3HTA11_78_2000001011HumanColorectumAD1.42e-521.22e+00-0.1088
23443SLC35A3HTA11_347_2000001011HumanColorectumAD4.33e-1141.90e+00-0.1954
23443SLC35A3HTA11_411_2000001011HumanColorectumSER3.87e-321.95e+00-0.2602
23443SLC35A3HTA11_2112_2000001011HumanColorectumSER1.67e-231.42e+00-0.2196
23443SLC35A3HTA11_3361_2000001011HumanColorectumAD2.32e-297.71e-01-0.1207
23443SLC35A3HTA11_83_2000001011HumanColorectumSER9.48e-257.88e-01-0.1526
23443SLC35A3HTA11_696_2000001011HumanColorectumAD7.32e-621.13e+00-0.1464
23443SLC35A3HTA11_866_2000001011HumanColorectumAD1.36e-609.83e-01-0.1001
23443SLC35A3HTA11_1391_2000001011HumanColorectumAD4.26e-501.06e+00-0.059
23443SLC35A3HTA11_2992_2000001011HumanColorectumSER1.02e-199.55e-01-0.1706
23443SLC35A3HTA11_5212_2000001011HumanColorectumAD1.35e-231.10e+00-0.2061
23443SLC35A3HTA11_5216_2000001011HumanColorectumSER1.84e-106.94e-01-0.1462
23443SLC35A3HTA11_546_2000001011HumanColorectumAD4.93e-288.59e-01-0.0842
23443SLC35A3HTA11_9341_2000001011HumanColorectumSER1.20e-075.04e-01-0.00410000000000005
23443SLC35A3HTA11_7862_2000001011HumanColorectumAD1.43e-258.54e-01-0.0179
23443SLC35A3HTA11_866_3004761011HumanColorectumAD6.44e-224.62e-010.096
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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
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:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0009225ColorectumADnucleotide-sugar metabolic process16/391836/187231.27e-031.12e-0216
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
GO:00092251ColorectumSERnucleotide-sugar metabolic process12/289736/187236.11e-034.42e-0212
GO:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00092252ColorectumMSSnucleotide-sugar metabolic process14/346736/187233.40e-032.56e-0214
GO:00159313ColorectumMSI-Hnucleobase-containing compound transport30/1319222/187234.45e-049.50e-0330
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:00092256EsophagusESCCnucleotide-sugar metabolic process29/855236/187231.91e-051.67e-0429
GO:00159316LiverCirrhoticnucleobase-containing compound transport87/4634222/187231.25e-062.52e-0587
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:00092254LiverHCCnucleotide-sugar metabolic process25/795836/187239.87e-045.71e-0325
GO:1901264LiverHCCcarbohydrate derivative transport48/795880/187231.19e-036.62e-0348
GO:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
GO:001593114Oral cavityOSCCnucleobase-containing compound transport150/7305222/187234.86e-185.04e-16150
GO:00092255Oral cavityOSCCnucleotide-sugar metabolic process26/730536/187235.44e-054.51e-0426
GO:19012642Oral cavityOSCCcarbohydrate derivative transport44/730580/187232.67e-031.16e-0244
GO:0006040Oral cavityOSCCamino sugar metabolic process24/730542/187231.30e-024.34e-0224
GO:0006047Oral cavityOSCCUDP-N-acetylglucosamine metabolic process10/730514/187231.44e-024.69e-0210
GO:001593121Oral cavityEOLPnucleobase-containing compound transport58/2218222/187233.44e-092.10e-0758
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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
SLC35A3SNVMissense_Mutationnovelc.257N>Cp.Val86Alap.V86AQ9Y2D2protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC35A3SNVMissense_Mutationnovelc.856A>Gp.Thr286Alap.T286AQ9Y2D2protein_codingdeleterious(0.02)benign(0.444)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC35A3SNVMissense_Mutationc.371T>Cp.Met124Thrp.M124TQ9Y2D2protein_codingtolerated(0.18)benign(0.012)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC35A3SNVMissense_Mutationc.747N>Cp.Arg249Serp.R249SQ9Y2D2protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC35A3SNVMissense_Mutationc.476A>Tp.Tyr159Phep.Y159FQ9Y2D2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6607-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
SLC35A3SNVMissense_Mutationc.463T>Ap.Tyr155Asnp.Y155NQ9Y2D2protein_codingdeleterious(0)probably_damaging(0.994)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC35A3SNVMissense_Mutationnovelc.889N>Tp.Gly297Cysp.G297CQ9Y2D2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC35A3SNVMissense_Mutationnovelc.257N>Cp.Val86Alap.V86AQ9Y2D2protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
SLC35A3SNVMissense_Mutationnovelc.191T>Cp.Leu64Prop.L64PQ9Y2D2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
SLC35A3SNVMissense_Mutationc.338G>Ap.Arg113Glnp.R113QQ9Y2D2protein_codingtolerated(0.65)benign(0.015)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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