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: SLC39A1

Gene summary for SLC39A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC39A1

Gene ID

27173

Gene namesolute carrier family 39 member 1
Gene AliasZIP1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q9NY26


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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
27173SLC39A1P5T-EHumanEsophagusESCC9.70e-287.16e-010.1327
27173SLC39A1P8T-EHumanEsophagusESCC9.32e-306.92e-010.0889
27173SLC39A1P9T-EHumanEsophagusESCC1.27e-278.03e-010.1131
27173SLC39A1P10T-EHumanEsophagusESCC6.31e-499.43e-010.116
27173SLC39A1P11T-EHumanEsophagusESCC1.03e-271.29e+000.1426
27173SLC39A1P12T-EHumanEsophagusESCC2.20e-295.75e-010.1122
27173SLC39A1P15T-EHumanEsophagusESCC1.08e-451.01e+000.1149
27173SLC39A1P16T-EHumanEsophagusESCC2.60e-408.49e-010.1153
27173SLC39A1P17T-EHumanEsophagusESCC1.11e-148.87e-010.1278
27173SLC39A1P19T-EHumanEsophagusESCC2.11e-181.28e+000.1662
27173SLC39A1P20T-EHumanEsophagusESCC7.62e-419.19e-010.1124
27173SLC39A1P21T-EHumanEsophagusESCC1.00e-831.73e+000.1617
27173SLC39A1P22T-EHumanEsophagusESCC2.39e-376.94e-010.1236
27173SLC39A1P23T-EHumanEsophagusESCC1.44e-481.26e+000.108
27173SLC39A1P24T-EHumanEsophagusESCC9.81e-481.17e+000.1287
27173SLC39A1P26T-EHumanEsophagusESCC8.36e-439.41e-010.1276
27173SLC39A1P27T-EHumanEsophagusESCC1.70e-175.71e-010.1055
27173SLC39A1P28T-EHumanEsophagusESCC5.74e-247.32e-010.1149
27173SLC39A1P30T-EHumanEsophagusESCC4.69e-421.56e+000.137
27173SLC39A1P31T-EHumanEsophagusESCC7.45e-631.25e+000.1251
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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
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:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0032869ColorectumADcellular response to insulin stimulus72/3918203/187231.10e-063.68e-0572
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0034284ColorectumADresponse to monosaccharide76/3918225/187234.64e-061.23e-0476
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0009746ColorectumADresponse to hexose73/3918219/187231.20e-052.65e-0473
GO:0009749ColorectumADresponse to glucose71/3918212/187231.31e-052.85e-0471
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0001678ColorectumADcellular glucose homeostasis60/3918172/187231.49e-053.18e-0460
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0071322ColorectumADcellular response to carbohydrate stimulus56/3918163/187234.61e-057.97e-0456
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0071333ColorectumADcellular response to glucose stimulus52/3918151/187237.88e-051.25e-0352
GO:0071331ColorectumADcellular response to hexose stimulus52/3918153/187231.16e-041.71e-0352
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050122ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050123ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa050103ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050124ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa050104ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050125ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa050105ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05012310EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0501214LiverCirrhoticParkinson disease158/2530266/84653.62e-246.02e-223.71e-22158
hsa0501014LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501215LiverCirrhoticParkinson disease158/2530266/84653.62e-246.02e-223.71e-22158
hsa0501015LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
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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
SLC39A1SNVMissense_Mutationc.14G>Ap.Gly5Glup.G5EQ9NY26protein_codingtolerated_low_confidence(0.22)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A1SNVMissense_Mutationc.118N>Tp.Leu40Phep.L40FQ9NY26protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC39A1SNVMissense_Mutationnovelc.883G>Cp.Glu295Glnp.E295QQ9NY26protein_codingtolerated(0.06)probably_damaging(0.976)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC39A1SNVMissense_Mutationnovelc.536N>Ap.Arg179Hisp.R179HQ9NY26protein_codingdeleterious(0)possibly_damaging(0.777)TCGA-AJ-A3BK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A1SNVMissense_Mutationc.244N>Ap.Ala82Thrp.A82TQ9NY26protein_codingdeleterious(0.01)possibly_damaging(0.897)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A1SNVMissense_Mutationnovelc.535N>Tp.Arg179Cysp.R179CQ9NY26protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC39A1SNVMissense_Mutationnovelc.503N>Tp.Ala168Valp.A168VQ9NY26protein_codingtolerated(0.39)benign(0.058)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
SLC39A1SNVMissense_Mutationnovelc.770G>Ap.Gly257Aspp.G257DQ9NY26protein_codingdeleterious(0)probably_damaging(0.999)TCGA-55-6987-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC39A1SNVMissense_Mutationnovelc.294N>Tp.Glu98Aspp.E98DQ9NY26protein_codingtolerated(0.45)benign(0.066)TCGA-55-8506-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC39A1SNVMissense_Mutationc.901N>Gp.Gln301Glup.Q301EQ9NY26protein_codingtolerated(0.62)benign(0.089)TCGA-55-8507-01Lunglung adenocarcinomaMale<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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