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: SLC35D1

Gene summary for SLC35D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC35D1

Gene ID

23169

Gene namesolute carrier family 35 member D1
Gene AliasSHNKND
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NTN3


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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
23169SLC35D1HTA11_3410_2000001011HumanColorectumAD7.85e-15-5.56e-010.0155
23169SLC35D1HTA11_3361_2000001011HumanColorectumAD3.93e-03-4.28e-01-0.1207
23169SLC35D1HTA11_866_2000001011HumanColorectumAD6.00e-07-3.88e-01-0.1001
23169SLC35D1HTA11_866_3004761011HumanColorectumAD8.64e-11-5.44e-010.096
23169SLC35D1HTA11_7696_3000711011HumanColorectumAD6.22e-09-4.12e-010.0674
23169SLC35D1HTA11_99999970781_79442HumanColorectumMSS2.30e-13-4.76e-010.294
23169SLC35D1HTA11_99999965104_69814HumanColorectumMSS1.74e-03-4.61e-010.281
23169SLC35D1HTA11_99999971662_82457HumanColorectumMSS7.86e-03-3.30e-010.3859
23169SLC35D1HTA11_99999973899_84307HumanColorectumMSS1.53e-08-6.58e-010.2585
23169SLC35D1HTA11_99999974143_84620HumanColorectumMSS2.40e-17-5.16e-010.3005
23169SLC35D1A002-C-010HumanColorectumFAP9.51e-03-2.09e-010.242
23169SLC35D1A015-C-203HumanColorectumFAP1.45e-27-4.30e-01-0.1294
23169SLC35D1A015-C-204HumanColorectumFAP8.13e-07-2.76e-01-0.0228
23169SLC35D1A014-C-040HumanColorectumFAP8.77e-03-3.18e-01-0.1184
23169SLC35D1A002-C-201HumanColorectumFAP7.56e-13-3.44e-010.0324
23169SLC35D1A002-C-203HumanColorectumFAP7.03e-05-1.39e-010.2786
23169SLC35D1A001-C-119HumanColorectumFAP8.40e-12-5.11e-01-0.1557
23169SLC35D1A001-C-108HumanColorectumFAP6.57e-16-2.93e-01-0.0272
23169SLC35D1A002-C-205HumanColorectumFAP1.32e-21-4.62e-01-0.1236
23169SLC35D1A001-C-104HumanColorectumFAP3.59e-03-2.18e-010.0184
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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
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
∗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:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00159314ColorectumFAPnucleobase-containing compound transport45/2622222/187236.22e-033.90e-0245
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:1901264LiverHCCcarbohydrate derivative transport48/795880/187231.19e-036.62e-0348
GO:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
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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
SLC35D1SNVMissense_Mutationc.689N>Gp.Pro230Argp.P230RQ9NTN3protein_codingdeleterious(0)benign(0.224)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC35D1SNVMissense_Mutationnovelc.754N>Ap.Asp252Asnp.D252NQ9NTN3protein_codingtolerated(0.95)benign(0.02)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC35D1SNVMissense_Mutationc.632C>Tp.Ser211Leup.S211LQ9NTN3protein_codingtolerated(0.05)benign(0.213)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC35D1SNVMissense_Mutationnovelc.718G>Ap.Asp240Asnp.D240NQ9NTN3protein_codingdeleterious(0.01)benign(0.279)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC35D1SNVMissense_Mutationnovelc.17N>Ap.Arg6Lysp.R6KQ9NTN3protein_codingtolerated_low_confidence(0.45)benign(0.017)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC35D1SNVMissense_Mutationc.701N>Cp.Ile234Thrp.I234TQ9NTN3protein_codingdeleterious(0.02)benign(0.099)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC35D1SNVMissense_Mutationrs751766785c.904G>Ap.Val302Ilep.V302IQ9NTN3protein_codingtolerated(0.2)benign(0.062)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC35D1SNVMissense_Mutationc.1003G>Ap.Glu335Lysp.E335KQ9NTN3protein_codingtolerated(0.87)benign(0.003)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC35D1SNVMissense_Mutationc.550N>Ap.Asp184Asnp.D184NQ9NTN3protein_codingtolerated(0.76)benign(0.07)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SLC35D1SNVMissense_Mutationrs750542739c.583N>Ap.Asp195Asnp.D195NQ9NTN3protein_codingtolerated(0.35)benign(0.02)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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