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: SLC35C1

Gene summary for SLC35C1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC35C1

Gene ID

55343

Gene namesolute carrier family 35 member C1
Gene AliasCDG2C
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96A29


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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
55343SLC35C1HTA11_3410_2000001011HumanColorectumAD1.11e-039.90e-020.0155
55343SLC35C1HTA11_2487_2000001011HumanColorectumSER8.42e-135.18e-01-0.1808
55343SLC35C1HTA11_1938_2000001011HumanColorectumAD1.74e-103.32e-01-0.0811
55343SLC35C1HTA11_78_2000001011HumanColorectumAD6.83e-112.28e-01-0.1088
55343SLC35C1HTA11_347_2000001011HumanColorectumAD2.36e-133.42e-01-0.1954
55343SLC35C1HTA11_411_2000001011HumanColorectumSER1.84e-056.69e-01-0.2602
55343SLC35C1HTA11_2112_2000001011HumanColorectumSER6.04e-087.69e-01-0.2196
55343SLC35C1HTA11_3361_2000001011HumanColorectumAD6.24e-092.39e-01-0.1207
55343SLC35C1HTA11_83_2000001011HumanColorectumSER5.84e-083.58e-01-0.1526
55343SLC35C1HTA11_696_2000001011HumanColorectumAD9.84e-123.42e-01-0.1464
55343SLC35C1HTA11_866_2000001011HumanColorectumAD7.55e-081.75e-01-0.1001
55343SLC35C1HTA11_1391_2000001011HumanColorectumAD3.01e-114.49e-01-0.059
55343SLC35C1HTA11_2992_2000001011HumanColorectumSER3.37e-043.94e-01-0.1706
55343SLC35C1HTA11_5212_2000001011HumanColorectumAD2.83e-033.13e-01-0.2061
55343SLC35C1HTA11_866_3004761011HumanColorectumAD5.04e-041.73e-010.096
55343SLC35C1HTA11_8622_2000001021HumanColorectumSER9.20e-042.97e-010.0528
55343SLC35C1HTA11_7663_2000001011HumanColorectumSER2.53e-032.85e-010.0131
55343SLC35C1HTA11_7696_3000711011HumanColorectumAD4.35e-072.19e-010.0674
55343SLC35C1HTA11_7469_2000001011HumanColorectumAD6.95e-034.43e-01-0.0124
55343SLC35C1HTA11_6818_2000001021HumanColorectumAD1.26e-052.27e-010.0588
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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
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:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:0007219ColorectumADNotch signaling pathway50/3918172/187236.92e-034.26e-0250
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
GO:00302581ColorectumSERlipid modification47/2897212/187236.01e-034.38e-0247
GO:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00302582ColorectumMSSlipid modification57/3467212/187231.64e-031.49e-0257
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:0045746EsophagusESCCnegative regulation of Notch signaling pathway28/855236/187238.62e-056.22e-0428
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
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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
SLC35C1SNVMissense_Mutationc.546N>Tp.Trp182Cysp.W182CQ96A29protein_codingtolerated(0.06)benign(0.022)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SLC35C1SNVMissense_Mutationc.716N>Ap.Cys239Tyrp.C239YQ96A29protein_codingdeleterious(0.01)possibly_damaging(0.871)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC35C1SNVMissense_Mutationnovelc.400T>Ap.Cys134Serp.C134SQ96A29protein_codingtolerated(0.05)possibly_damaging(0.677)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SLC35C1SNVMissense_Mutationnovelc.665N>Tp.Ala222Valp.A222VQ96A29protein_codingtolerated(0.53)benign(0.014)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC35C1SNVMissense_Mutationc.1077G>Cp.Lys359Asnp.K359NQ96A29protein_codingtolerated(0.06)benign(0.061)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC35C1SNVMissense_Mutationc.194N>Ap.Ser65Asnp.S65NQ96A29protein_codingtolerated(0.19)benign(0.013)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC35C1SNVMissense_Mutationnovelc.32T>Gp.Ile11Serp.I11SQ96A29protein_codingdeleterious_low_confidence(0)possibly_damaging(0.796)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC35C1SNVMissense_Mutationrs753103441c.974N>Tp.Thr325Metp.T325MQ96A29protein_codingtolerated(0.28)benign(0.108)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC35C1SNVMissense_Mutationrs374599500c.766N>Tp.Arg256Cysp.R256CQ96A29protein_codingtolerated(0.16)benign(0.098)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
SLC35C1SNVMissense_Mutationc.250A>Gp.Thr84Alap.T84AQ96A29protein_codingtolerated(0.15)benign(0.085)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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