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: SLC35D2

Gene summary for SLC35D2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC35D2

Gene ID

11046

Gene namesolute carrier family 35 member D2
Gene AliasHFRC1
Cytomap9q22.32
Gene Typeprotein-coding
GO ID

GO:0006022

UniProtAcc

Q76EJ3


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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
11046SLC35D2HTA11_3410_2000001011HumanColorectumAD7.27e-053.33e-010.0155
11046SLC35D2HTA11_2487_2000001011HumanColorectumSER3.29e-198.77e-01-0.1808
11046SLC35D2HTA11_1938_2000001011HumanColorectumAD2.22e-147.44e-01-0.0811
11046SLC35D2HTA11_78_2000001011HumanColorectumAD2.24e-065.37e-01-0.1088
11046SLC35D2HTA11_347_2000001011HumanColorectumAD6.31e-289.17e-01-0.1954
11046SLC35D2HTA11_411_2000001011HumanColorectumSER1.70e-101.34e+00-0.2602
11046SLC35D2HTA11_2112_2000001011HumanColorectumSER7.14e-068.47e-01-0.2196
11046SLC35D2HTA11_3361_2000001011HumanColorectumAD1.17e-044.72e-01-0.1207
11046SLC35D2HTA11_83_2000001011HumanColorectumSER1.67e-076.81e-01-0.1526
11046SLC35D2HTA11_696_2000001011HumanColorectumAD2.00e-217.68e-01-0.1464
11046SLC35D2HTA11_866_2000001011HumanColorectumAD4.47e-135.36e-01-0.1001
11046SLC35D2HTA11_1391_2000001011HumanColorectumAD3.29e-157.23e-01-0.059
11046SLC35D2HTA11_546_2000001011HumanColorectumAD6.20e-055.87e-01-0.0842
11046SLC35D2HTA11_10623_2000001011HumanColorectumAD2.65e-046.34e-01-0.0177
11046SLC35D2HTA11_10711_2000001011HumanColorectumAD7.72e-033.76e-010.0338
11046SLC35D2HTA11_7696_3000711011HumanColorectumAD3.05e-074.35e-010.0674
11046SLC35D2HTA11_99999965062_69753HumanColorectumMSI-H1.79e-091.54e+000.3487
11046SLC35D2HTA11_99999965104_69814HumanColorectumMSS4.42e-137.44e-010.281
11046SLC35D2HTA11_99999971662_82457HumanColorectumMSS7.43e-147.37e-010.3859
11046SLC35D2A015-C-203HumanColorectumFAP3.07e-07-1.89e-01-0.1294
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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
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
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:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
GO:00067901ColorectumSERsulfur compound metabolic process73/2897339/187231.75e-031.81e-0273
GO:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:00159313ColorectumMSI-Hnucleobase-containing compound transport30/1319222/187234.45e-049.50e-0330
GO:00159314ColorectumFAPnucleobase-containing compound transport45/2622222/187236.22e-033.90e-0245
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:00159316LiverCirrhoticnucleobase-containing compound transport87/4634222/187231.25e-062.52e-0587
GO:00442721LiverCirrhoticsulfur compound biosynthetic process58/4634148/187236.93e-057.83e-0458
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
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:00442724Oral cavityOSCCsulfur compound biosynthetic process82/7305148/187233.71e-053.31e-0482
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:19012642Oral cavityOSCCcarbohydrate derivative transport44/730580/187232.67e-031.16e-0244
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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
SLC35D2SNVMissense_Mutationnovelc.576G>Cp.Gln192Hisp.Q192HQ76EJ3protein_codingdeleterious(0)benign(0.326)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
SLC35D2insertionIn_Frame_Insnovelc.351_352insATAGGTTCTCACAATGTTTCCCAAGCTTATp.Leu117_Pro118insIleGlySerHisAsnValSerGlnAlaTyrp.L117_P118insIGSHNVSQAYQ76EJ3protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SLC35D2SNVMissense_Mutationnovelc.944N>Cp.Leu315Serp.L315SQ76EJ3protein_codingdeleterious(0.03)benign(0.017)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SLC35D2SNVMissense_Mutationnovelc.493G>Cp.Asp165Hisp.D165HQ76EJ3protein_codingdeleterious(0)probably_damaging(0.912)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC35D2SNVMissense_Mutationc.932G>Tp.Arg311Ilep.R311IQ76EJ3protein_codingtolerated(0.26)benign(0.017)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC35D2SNVMissense_Mutationc.800C>Tp.Ala267Valp.A267VQ76EJ3protein_codingdeleterious(0)probably_damaging(0.978)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC35D2SNVMissense_Mutationc.484G>Cp.Ala162Prop.A162PQ76EJ3protein_codingdeleterious(0.02)possibly_damaging(0.883)TCGA-AF-A56L-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinCR
SLC35D2SNVMissense_Mutationc.901N>Ap.Gly301Argp.G301RQ76EJ3protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-3901-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SLC35D2SNVMissense_Mutationnovelc.858N>Gp.Ile286Metp.I286MQ76EJ3protein_codingtolerated(1)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC35D2SNVMissense_Mutationc.932N>Tp.Arg311Ilep.R311IQ76EJ3protein_codingtolerated(0.26)benign(0.017)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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