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: SLC35B4

Gene summary for SLC35B4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC35B4

Gene ID

84912

Gene namesolute carrier family 35 member B4
Gene AliasYEA
Cytomap7q33
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q969S0


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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
84912SLC35B4HCC1_MengHumanLiverHCC3.01e-495.34e-020.0246
84912SLC35B4HCC2_MengHumanLiverHCC1.66e-09-1.75e-020.0107
84912SLC35B4HCC1HumanLiverHCC1.64e-022.21e+000.5336
84912SLC35B4HCC2HumanLiverHCC6.09e-173.29e+000.5341
84912SLC35B4HCC5HumanLiverHCC1.62e-032.12e+000.4932
84912SLC35B4S014HumanLiverHCC5.43e-033.24e-010.2254
84912SLC35B4S015HumanLiverHCC3.73e-054.30e-010.2375
84912SLC35B4S016HumanLiverHCC4.42e-053.23e-010.2243
84912SLC35B4S028HumanLiverHCC2.53e-095.32e-010.2503
84912SLC35B4S029HumanLiverHCC2.37e-023.58e-010.2581
84912SLC35B4male-WTAHumanThyroidPTC4.50e-054.80e-020.1037
84912SLC35B4PTC01HumanThyroidPTC2.74e-058.45e-020.1899
84912SLC35B4PTC05HumanThyroidPTC9.52e-041.83e-010.2065
84912SLC35B4PTC06HumanThyroidPTC1.97e-051.35e-010.2057
84912SLC35B4PTC07HumanThyroidPTC2.88e-061.37e-010.2044
84912SLC35B4ATC09HumanThyroidATC2.26e-062.17e-010.2871
84912SLC35B4ATC11HumanThyroidATC7.49e-032.68e-010.3386
84912SLC35B4ATC12HumanThyroidATC7.47e-184.24e-010.34
84912SLC35B4ATC13HumanThyroidATC2.34e-203.64e-010.34
84912SLC35B4ATC1HumanThyroidATC2.63e-072.56e-010.2878
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:00463642LiverHCCmonosaccharide biosynthetic process58/795882/187232.08e-073.75e-0658
GO:000610921LiverHCCregulation of carbohydrate metabolic process109/7958178/187233.36e-075.78e-06109
GO:00193192LiverHCChexose biosynthetic process54/795878/187231.61e-062.27e-0554
GO:00109062LiverHCCregulation of glucose metabolic process76/7958119/187232.03e-062.79e-0576
GO:00060942LiverHCCgluconeogenesis52/795875/187232.34e-063.14e-0552
GO:00106752LiverHCCregulation of cellular carbohydrate metabolic process88/7958146/187231.08e-051.24e-0488
GO:004426221LiverHCCcellular carbohydrate metabolic process153/7958283/187235.27e-055.00e-04153
GO:00160512LiverHCCcarbohydrate biosynthetic process113/7958202/187237.64e-056.83e-04113
GO:1901264LiverHCCcarbohydrate derivative transport48/795880/187231.19e-036.62e-0348
GO:00061111LiverHCCregulation of gluconeogenesis31/795848/187231.66e-038.71e-0331
GO:00432551LiverHCCregulation of carbohydrate biosynthetic process56/795897/187231.75e-039.11e-0356
GO:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
GO:0015931110ThyroidPTCnucleobase-containing compound transport120/5968222/187235.45e-122.35e-10120
GO:001931810ThyroidPTChexose metabolic process108/5968237/187236.42e-067.65e-05108
GO:000599614ThyroidPTCmonosaccharide metabolic process115/5968257/187239.36e-061.05e-04115
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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
SLC35B4SNVMissense_Mutationnovelc.450G>Tp.Glu150Aspp.E150DQ969S0protein_codingtolerated(0.27)benign(0.009)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC35B4SNVMissense_Mutationc.446N>Ap.Ser149Asnp.S149NQ969S0protein_codingtolerated(0.36)benign(0)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC35B4SNVMissense_Mutationc.740T>Cp.Ile247Thrp.I247TQ969S0protein_codingtolerated(0.06)benign(0.001)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SLC35B4SNVMissense_Mutationnovelc.520T>Cp.Ser174Prop.S174PQ969S0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC35B4SNVMissense_Mutationrs762326247c.758N>Ap.Cys253Tyrp.C253YQ969S0protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SLC35B4SNVMissense_Mutationrs374056103c.697G>Ap.Gly233Argp.G233RQ969S0protein_codingdeleterious(0.01)possibly_damaging(0.5)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC35B4SNVMissense_Mutationnovelc.735G>Ap.Met245Ilep.M245IQ969S0protein_codingtolerated(0.48)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC35B4SNVMissense_Mutationrs759264873c.827G>Ap.Arg276Hisp.R276HQ969S0protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
SLC35B4SNVMissense_Mutationnovelc.721T>Cp.Phe241Leup.F241LQ969S0protein_codingtolerated(1)benign(0.001)TCGA-AX-A063-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC35B4SNVMissense_Mutationnovelc.494N>Ap.Gly165Glup.G165EQ969S0protein_codingdeleterious(0.04)benign(0.157)TCGA-B5-A3FA-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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