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: SLC39A13

Gene summary for SLC39A13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC39A13

Gene ID

91252

Gene namesolute carrier family 39 member 13
Gene AliasEDSSPD3
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q96H72


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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
91252SLC39A13LZE4THumanEsophagusESCC1.68e-043.35e-020.0811
91252SLC39A13LZE7THumanEsophagusESCC2.65e-025.22e-020.0667
91252SLC39A13LZE8THumanEsophagusESCC5.47e-032.24e-020.067
91252SLC39A13LZE24THumanEsophagusESCC7.12e-151.65e-010.0596
91252SLC39A13P2T-EHumanEsophagusESCC1.32e-252.04e-010.1177
91252SLC39A13P4T-EHumanEsophagusESCC7.85e-052.53e-010.1323
91252SLC39A13P8T-EHumanEsophagusESCC1.98e-182.20e-010.0889
91252SLC39A13P9T-EHumanEsophagusESCC1.85e-111.40e-010.1131
91252SLC39A13P10T-EHumanEsophagusESCC7.48e-132.06e-010.116
91252SLC39A13P11T-EHumanEsophagusESCC1.04e-116.60e-010.1426
91252SLC39A13P12T-EHumanEsophagusESCC7.50e-161.80e-010.1122
91252SLC39A13P15T-EHumanEsophagusESCC3.54e-091.92e-010.1149
91252SLC39A13P16T-EHumanEsophagusESCC2.05e-181.45e-010.1153
91252SLC39A13P17T-EHumanEsophagusESCC2.69e-054.60e-010.1278
91252SLC39A13P19T-EHumanEsophagusESCC1.65e-097.48e-010.1662
91252SLC39A13P20T-EHumanEsophagusESCC9.66e-142.76e-010.1124
91252SLC39A13P21T-EHumanEsophagusESCC9.58e-223.46e-010.1617
91252SLC39A13P22T-EHumanEsophagusESCC4.43e-161.70e-010.1236
91252SLC39A13P23T-EHumanEsophagusESCC1.13e-061.76e-010.108
91252SLC39A13P24T-EHumanEsophagusESCC1.71e-172.27e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:00550766LiverCirrhotictransition metal ion homeostasis59/4634138/187232.59e-064.65e-0559
GO:00469164LiverCirrhoticcellular transition metal ion homeostasis48/4634115/187234.51e-055.30e-0448
GO:00068823LiverCirrhoticcellular zinc ion homeostasis17/463438/187235.62e-032.84e-0217
GO:00550693LiverCirrhoticzinc ion homeostasis17/463440/187231.04e-024.61e-0217
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
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
GO:000688212LiverHCCcellular zinc ion homeostasis24/795838/187238.20e-033.22e-0224
GO:005507610Oral cavityOSCCtransition metal ion homeostasis81/7305138/187232.13e-062.72e-0581
GO:001003820Oral cavityOSCCresponse to metal ion188/7305373/187234.34e-065.00e-05188
GO:00469168Oral cavityOSCCcellular transition metal ion homeostasis64/7305115/187232.13e-041.40e-0364
GO:00550695Oral cavityOSCCzinc ion homeostasis24/730540/187235.76e-032.22e-0224
GO:00068825Oral cavityOSCCcellular zinc ion homeostasis23/730538/187235.87e-032.24e-0223
GO:0010038110Oral cavityLPresponse to metal ion124/4623373/187231.09e-041.31e-03124
GO:005507616Oral cavityLPtransition metal ion homeostasis54/4623138/187231.19e-041.40e-0354
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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
hsa0501230Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa05012113Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa05010112Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa05012210Oral cavityLPParkinson disease166/2418266/84652.02e-313.36e-292.17e-29166
hsa0501029Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
hsa0501238Oral cavityLPParkinson disease166/2418266/84652.02e-313.36e-292.17e-29166
hsa0501037Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
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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
SLC39A13SNVMissense_Mutationc.965N>Gp.Pro322Argp.P322RQ96H72protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SLC39A13SNVMissense_Mutationc.1043N>Tp.Arg348Leup.R348LQ96H72protein_codingtolerated(0.27)benign(0.009)TCGA-BH-A8G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SLC39A13SNVMissense_Mutationrs777112793c.1100N>Tp.Ser367Leup.S367LQ96H72protein_codingdeleterious(0)possibly_damaging(0.745)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC39A13insertionFrame_Shift_Insnovelc.538_539insCp.Asn182GlnfsTer48p.N182Qfs*48Q96H72protein_codingTCGA-A2-A0CO-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
SLC39A13deletionFrame_Shift_Delnovelc.990delNp.Tyr330Terp.Y330*Q96H72protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC39A13SNVMissense_Mutationc.695N>Gp.His232Argp.H232RQ96H72protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC39A13SNVMissense_Mutationnovelc.1007N>Cp.Val336Alap.V336AQ96H72protein_codingdeleterious(0)probably_damaging(0.983)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC39A13SNVMissense_Mutationnovelc.1057N>Gp.Leu353Valp.L353VQ96H72protein_codingtolerated(1)benign(0.006)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC39A13SNVMissense_Mutationrs369854018c.292C>Tp.Arg98Cysp.R98CQ96H72protein_codingtolerated(0.06)benign(0.056)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC39A13SNVMissense_Mutationc.947N>Tp.Thr316Metp.T316MQ96H72protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-EI-6882-01Colorectumrectum 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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