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: SLC39A11

Gene summary for SLC39A11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC39A11

Gene ID

201266

Gene namesolute carrier family 39 member 11
Gene AliasC17orf26
Cytomap17q24.3-q25.1
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q8N1S5


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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
201266SLC39A11HTA11_3410_2000001011HumanColorectumAD7.40e-04-4.12e-010.0155
201266SLC39A11HTA11_347_2000001011HumanColorectumAD3.10e-136.98e-01-0.1954
201266SLC39A11HTA11_2112_2000001011HumanColorectumSER2.79e-036.34e-01-0.2196
201266SLC39A11HTA11_5212_2000001011HumanColorectumAD4.17e-02-4.97e-01-0.2061
201266SLC39A11HTA11_99999965104_69814HumanColorectumMSS2.42e-087.14e-010.281
201266SLC39A11A002-C-010HumanColorectumFAP4.37e-04-1.93e-010.242
201266SLC39A11A001-C-207HumanColorectumFAP3.46e-03-1.82e-010.1278
201266SLC39A11A015-C-203HumanColorectumFAP1.61e-23-4.56e-01-0.1294
201266SLC39A11A015-C-204HumanColorectumFAP5.97e-05-1.92e-01-0.0228
201266SLC39A11A014-C-040HumanColorectumFAP3.60e-05-4.98e-01-0.1184
201266SLC39A11A002-C-201HumanColorectumFAP3.33e-16-4.52e-010.0324
201266SLC39A11A002-C-203HumanColorectumFAP3.32e-02-1.78e-010.2786
201266SLC39A11A001-C-119HumanColorectumFAP3.59e-07-3.99e-01-0.1557
201266SLC39A11A001-C-108HumanColorectumFAP3.04e-13-3.29e-01-0.0272
201266SLC39A11A002-C-205HumanColorectumFAP6.72e-26-5.47e-01-0.1236
201266SLC39A11A001-C-104HumanColorectumFAP6.84e-03-2.42e-010.0184
201266SLC39A11A015-C-005HumanColorectumFAP3.77e-02-8.81e-02-0.0336
201266SLC39A11A015-C-006HumanColorectumFAP2.62e-16-3.63e-01-0.0994
201266SLC39A11A015-C-106HumanColorectumFAP1.69e-10-2.42e-01-0.0511
201266SLC39A11A002-C-114HumanColorectumFAP7.25e-21-5.36e-01-0.1561
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
GO:0000041StomachGCtransition metal ion transport15/1159105/187232.01e-032.03e-0215
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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
hsa0501226EndometriumAEHParkinson disease115/1197266/84656.24e-321.01e-297.42e-30115
hsa0501020EndometriumAEHAlzheimer disease124/1197384/84651.20e-203.91e-192.86e-19124
hsa05012111EndometriumAEHParkinson disease115/1197266/84656.24e-321.01e-297.42e-30115
hsa05010110EndometriumAEHAlzheimer disease124/1197384/84651.20e-203.91e-192.86e-19124
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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
SLC39A11SNVMissense_Mutationnovelc.467N>Cp.Gly156Alap.G156AQ8N1S5protein_codingtolerated(0.15)possibly_damaging(0.542)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SLC39A11insertionNonsense_Mutationnovelc.854_855insATAAAGAATGAGTCGAp.Leu286Terp.L286*Q8N1S5protein_codingTCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
SLC39A11SNVMissense_Mutationrs763797008c.727C>Tp.Pro243Serp.P243SQ8N1S5protein_codingdeleterious(0.02)probably_damaging(1)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC39A11SNVMissense_Mutationc.808G>Ap.Gly270Serp.G270SQ8N1S5protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC39A11SNVMissense_Mutationc.199G>Ap.Ala67Thrp.A67TQ8N1S5protein_codingdeleterious(0.04)probably_damaging(0.951)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A11SNVMissense_Mutationc.832G>Ap.Val278Ilep.V278IQ8N1S5protein_codingtolerated(0.44)benign(0.026)TCGA-AA-A01V-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC39A11SNVMissense_Mutationc.583N>Ap.Ala195Thrp.A195TQ8N1S5protein_codingtolerated(0.08)benign(0.005)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC39A11SNVMissense_Mutationrs201967760c.392C>Tp.Ala131Valp.A131VQ8N1S5protein_codingtolerated(0.32)benign(0.001)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A11SNVMissense_Mutationnovelc.628N>Tp.Leu210Phep.L210FQ8N1S5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC39A11SNVMissense_Mutationnovelc.110N>Ap.Arg37Lysp.R37KQ8N1S5protein_codingtolerated(0.38)benign(0.074)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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