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: SLC39A5

Gene summary for SLC39A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC39A5

Gene ID

283375

Gene namesolute carrier family 39 member 5
Gene AliasLZT-Hs7
Cytomap12q13.3
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

A0A024RB24


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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
283375SLC39A5HTA11_2487_2000001011HumanColorectumSER5.68e-054.20e-01-0.1808
283375SLC39A5HTA11_347_2000001011HumanColorectumAD1.81e-135.83e-01-0.1954
283375SLC39A5HTA11_696_2000001011HumanColorectumAD1.78e-075.12e-01-0.1464
283375SLC39A5HTA11_1391_2000001011HumanColorectumAD9.08e-033.75e-01-0.059
283375SLC39A5HTA11_10623_2000001011HumanColorectumAD4.87e-056.44e-01-0.0177
283375SLC39A5HTA11_99999970781_79442HumanColorectumMSS1.04e-02-1.87e-010.294
283375SLC39A5HTA11_99999965104_69814HumanColorectumMSS1.25e-044.86e-010.281
283375SLC39A5A015-C-203HumanColorectumFAP2.48e-03-5.08e-02-0.1294
283375SLC39A5A001-C-108HumanColorectumFAP6.57e-07-1.92e-01-0.0272
283375SLC39A5A002-C-205HumanColorectumFAP4.94e-05-1.99e-01-0.1236
283375SLC39A5A001-C-104HumanColorectumFAP4.14e-03-1.60e-010.0184
283375SLC39A5A015-C-104HumanColorectumFAP6.55e-04-9.57e-02-0.1899
283375SLC39A5A001-C-014HumanColorectumFAP1.11e-03-2.09e-010.0135
283375SLC39A5A002-C-016HumanColorectumFAP1.28e-05-1.92e-010.0521
283375SLC39A5A002-C-116HumanColorectumFAP4.33e-07-1.83e-01-0.0452
283375SLC39A5A014-C-008HumanColorectumFAP4.23e-02-1.94e-01-0.191
283375SLC39A5A018-E-020HumanColorectumFAP3.71e-02-1.16e-01-0.2034
283375SLC39A5F034HumanColorectumFAP4.25e-04-1.26e-01-0.0665
283375SLC39A5HCC1_MengHumanLiverHCC6.79e-724.58e-010.0246
283375SLC39A5S014HumanLiverHCC3.88e-481.96e+000.2254
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0055069ColorectumADzinc ion homeostasis18/391840/187235.36e-045.74e-0318
GO:0006882ColorectumADcellular zinc ion homeostasis17/391838/187238.26e-048.13e-0317
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:00550761ColorectumSERtransition metal ion homeostasis41/2897138/187231.66e-055.05e-0441
GO:00469161ColorectumSERcellular transition metal ion homeostasis33/2897115/187232.20e-043.89e-0333
GO:00550691ColorectumSERzinc ion homeostasis15/289740/187235.71e-047.86e-0315
GO:00068821ColorectumSERcellular zinc ion homeostasis14/289738/187231.06e-031.23e-0214
GO:00550762ColorectumMSStransition metal ion homeostasis45/3467138/187234.99e-059.02e-0445
GO:00469162ColorectumMSScellular transition metal ion homeostasis35/3467115/187231.33e-031.26e-0235
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:00550764ColorectumFAPtransition metal ion homeostasis33/2622138/187231.22e-031.14e-0233
GO:0071772ColorectumFAPresponse to BMP37/2622165/187232.20e-031.80e-0237
GO:0071773ColorectumFAPcellular response to BMP stimulus37/2622165/187232.20e-031.80e-0237
GO:0030509ColorectumFAPBMP signaling pathway34/2622152/187233.38e-032.47e-0234
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:004691611LiverHCCcellular transition metal ion homeostasis67/7958115/187234.64e-043.08e-0367
GO:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
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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
hsa050128ColorectumFAPParkinson disease80/1404266/84652.04e-086.20e-073.77e-0780
hsa050108ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa050129ColorectumFAPParkinson disease80/1404266/84652.04e-086.20e-073.77e-0780
hsa050109ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
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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
SLC39A5SNVMissense_Mutationrs764042659c.1258N>Tp.Val420Phep.V420FQ6ZMH5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
SLC39A5SNVMissense_Mutationrs764042659c.1258N>Tp.Val420Phep.V420FQ6ZMH5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
SLC39A5SNVMissense_Mutationc.161N>Ap.Thr54Asnp.T54NQ6ZMH5protein_codingdeleterious(0.01)possibly_damaging(0.63)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SLC39A5SNVMissense_Mutationrs751626086c.61N>Cp.Trp21Argp.W21RQ6ZMH5protein_codingtolerated_low_confidence(0.21)benign(0.003)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
SLC39A5SNVMissense_Mutationrs745642336c.718N>Tp.Arg240Cysp.R240CQ6ZMH5protein_codingdeleterious(0.04)possibly_damaging(0.663)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC39A5SNVMissense_Mutationrs764042659c.1258N>Tp.Val420Phep.V420FQ6ZMH5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0DQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC39A5SNVMissense_Mutationc.379C>Tp.His127Tyrp.H127YQ6ZMH5protein_codingtolerated(1)benign(0)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SLC39A5SNVMissense_Mutationc.938N>Cp.Leu313Prop.L313PQ6ZMH5protein_codingtolerated(0.26)possibly_damaging(0.761)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SLC39A5SNVMissense_Mutationnovelc.1436N>Ap.Gly479Glup.G479EQ6ZMH5protein_codingdeleterious(0.01)benign(0.419)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC39A5SNVMissense_Mutationc.800N>Tp.Pro267Leup.P267LQ6ZMH5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A5O9-01Cervixcervical & endocervical cancerFemale<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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