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: SLC39A6

Gene summary for SLC39A6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC39A6

Gene ID

25800

Gene namesolute carrier family 39 member 6
Gene AliasLIV-1
Cytomap18q12.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q13433


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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
25800SLC39A6GSM4909282HumanBreastIDC6.66e-03-3.13e-01-0.0288
25800SLC39A6GSM4909285HumanBreastIDC2.07e-04-6.95e-020.21
25800SLC39A6GSM4909286HumanBreastIDC1.11e-06-9.16e-020.1081
25800SLC39A6GSM4909288HumanBreastIDC3.85e-02-4.41e-010.0988
25800SLC39A6GSM4909294HumanBreastIDC4.36e-02-3.15e-010.2022
25800SLC39A6GSM4909296HumanBreastIDC3.76e-06-2.58e-010.1524
25800SLC39A6GSM4909297HumanBreastIDC4.91e-10-2.08e-010.1517
25800SLC39A6GSM4909298HumanBreastIDC5.20e-03-1.74e-010.1551
25800SLC39A6GSM4909301HumanBreastIDC6.91e-529.36e-010.1577
25800SLC39A6GSM4909303HumanBreastIDC1.10e-096.64e-010.0438
25800SLC39A6GSM4909307HumanBreastIDC1.45e-429.14e-010.1569
25800SLC39A6GSM4909308HumanBreastIDC2.77e-871.18e+000.158
25800SLC39A6GSM4909309HumanBreastIDC3.05e-042.86e-010.0483
25800SLC39A6GSM4909311HumanBreastIDC7.04e-22-3.32e-010.1534
25800SLC39A6GSM4909312HumanBreastIDC2.02e-04-1.17e-010.1552
25800SLC39A6GSM4909313HumanBreastIDC1.10e-155.94e-010.0391
25800SLC39A6GSM4909315HumanBreastIDC1.83e-09-3.51e-010.21
25800SLC39A6GSM4909319HumanBreastIDC1.49e-30-2.92e-010.1563
25800SLC39A6GSM4909321HumanBreastIDC2.24e-103.00e-010.1559
25800SLC39A6brca1HumanBreastPrecancer3.24e-06-3.35e-01-0.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00550767BreastPrecancertransition metal ion homeostasis20/1080138/187231.28e-042.24e-0320
GO:00469165BreastPrecancercellular transition metal ion homeostasis17/1080115/187233.15e-044.49e-0317
GO:0072503BreastPrecancercellular divalent inorganic cation homeostasis42/1080486/187235.91e-034.21e-0242
GO:00000412BreastPrecancertransition metal ion transport13/1080105/187237.35e-034.89e-0213
GO:005507613BreastIDCtransition metal ion homeostasis23/1434138/187233.20e-044.79e-0323
GO:004691612BreastIDCcellular transition metal ion homeostasis20/1434115/187234.35e-045.90e-0320
GO:005507622BreastDCIStransition metal ion homeostasis23/1390138/187232.04e-043.27e-0323
GO:004691621BreastDCIScellular transition metal ion homeostasis20/1390115/187232.91e-044.27e-0320
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
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: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:00469168Oral cavityOSCCcellular transition metal ion homeostasis64/7305115/187232.13e-041.40e-0364
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0501023BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0501234BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0501033BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0501243BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0501043BreastDCISAlzheimer disease105/846384/84653.23e-231.49e-211.10e-21105
hsa0501253BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0501053BreastDCISAlzheimer disease105/846384/84653.23e-231.49e-211.10e-21105
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
hsa0501227EndometriumEECParkinson disease117/1237266/84655.97e-329.82e-307.32e-30117
hsa0501025EndometriumEECAlzheimer disease126/1237384/84652.25e-207.40e-195.52e-19126
hsa0501236EndometriumEECParkinson disease117/1237266/84655.97e-329.82e-307.32e-30117
hsa0501035EndometriumEECAlzheimer disease126/1237384/84652.25e-207.40e-195.52e-19126
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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
SLC39A6SNVMissense_Mutationc.2047G>Ap.Glu683Lysp.E683KQ13433protein_codingdeleterious(0.04)benign(0.115)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
SLC39A6SNVMissense_Mutationnovelc.2061N>Ap.Met687Ilep.M687IQ13433protein_codingdeleterious(0.05)possibly_damaging(0.561)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A6SNVMissense_Mutationc.113N>Ap.Pro38Glnp.P38QQ13433protein_codingdeleterious(0.02)benign(0.122)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC39A6SNVMissense_Mutationc.2122G>Ap.Glu708Lysp.E708KQ13433protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC39A6SNVMissense_Mutationc.2047N>Cp.Glu683Glnp.E683QQ13433protein_codingdeleterious(0.04)benign(0.233)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC39A6SNVMissense_Mutationc.2012N>Tp.Gly671Valp.G671VQ13433protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SLC39A6SNVMissense_Mutationc.1384N>Ap.Asp462Asnp.D462NQ13433protein_codingtolerated(0.1)benign(0.079)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC39A6SNVMissense_Mutationc.787N>Cp.Glu263Glnp.E263QQ13433protein_codingtolerated(0.1)benign(0.038)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
SLC39A6SNVMissense_Mutationnovelc.353C>Tp.Ser118Leup.S118LQ13433protein_codingtolerated(0.3)benign(0)TCGA-ZJ-AAXJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC39A6SNVMissense_Mutationrs201226313c.2254N>Tp.Arg752Cysp.R752CQ13433protein_codingdeleterious(0.01)possibly_damaging(0.613)TCGA-AA-3510-01Colorectumcolon 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
25800SLC39A6TRANSPORTER, ENZYME, DRUGGABLE GENOME, CELL SURFACESGN LIV1A
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