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: SLC39A4

Gene summary for SLC39A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC39A4

Gene ID

55630

Gene namesolute carrier family 39 member 4
Gene AliasAEZ
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q9NX22


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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
55630SLC39A4HTA11_3410_2000001011HumanColorectumAD9.10e-031.74e-010.0155
55630SLC39A4HTA11_2487_2000001011HumanColorectumSER6.27e-168.24e-01-0.1808
55630SLC39A4HTA11_1938_2000001011HumanColorectumAD2.10e-033.17e-01-0.0811
55630SLC39A4HTA11_78_2000001011HumanColorectumAD1.68e-063.35e-01-0.1088
55630SLC39A4HTA11_347_2000001011HumanColorectumAD4.69e-174.82e-01-0.1954
55630SLC39A4HTA11_411_2000001011HumanColorectumSER1.52e-051.15e+00-0.2602
55630SLC39A4HTA11_3361_2000001011HumanColorectumAD3.21e-043.26e-01-0.1207
55630SLC39A4HTA11_83_2000001011HumanColorectumSER3.78e-094.66e-01-0.1526
55630SLC39A4HTA11_696_2000001011HumanColorectumAD7.60e-113.07e-01-0.1464
55630SLC39A4HTA11_866_2000001011HumanColorectumAD2.52e-032.19e-01-0.1001
55630SLC39A4HTA11_1391_2000001011HumanColorectumAD4.55e-114.29e-01-0.059
55630SLC39A4HTA11_5212_2000001011HumanColorectumAD1.56e-033.97e-01-0.2061
55630SLC39A4HTA11_546_2000001011HumanColorectumAD8.22e-042.46e-01-0.0842
55630SLC39A4HTA11_866_3004761011HumanColorectumAD1.10e-072.91e-010.096
55630SLC39A4HTA11_4255_2000001011HumanColorectumSER7.65e-033.97e-010.0446
55630SLC39A4HTA11_6801_2000001011HumanColorectumSER4.08e-025.04e-010.0171
55630SLC39A4HTA11_10711_2000001011HumanColorectumAD1.27e-052.76e-010.0338
55630SLC39A4HTA11_7696_3000711011HumanColorectumAD3.94e-134.42e-010.0674
55630SLC39A4HTA11_99999970781_79442HumanColorectumMSS4.19e-073.18e-010.294
55630SLC39A4HTA11_99999965104_69814HumanColorectumMSS3.94e-042.44e-010.281
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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
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
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:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0042594ColorectumADresponse to starvation63/3918197/187231.77e-042.38e-0363
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0009267ColorectumADcellular response to starvation51/3918156/187233.90e-044.44e-0351
GO:0055069ColorectumADzinc ion homeostasis18/391840/187235.36e-045.74e-0318
GO:0006882ColorectumADcellular zinc ion homeostasis17/391838/187238.26e-048.13e-0317
GO:0031668ColorectumADcellular response to extracellular stimulus71/3918246/187231.86e-031.52e-0271
GO:0031669ColorectumADcellular response to nutrient levels63/3918215/187232.19e-031.73e-0263
GO:00550761ColorectumSERtransition metal ion homeostasis41/2897138/187231.66e-055.05e-0441
GO:00316671ColorectumSERresponse to nutrient levels106/2897474/187233.94e-051.00e-03106
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:00425941ColorectumSERresponse to starvation47/2897197/187231.31e-031.45e-0247
GO:00714961ColorectumSERcellular response to external stimulus70/2897320/187231.40e-031.53e-0270
GO:00092671ColorectumSERcellular response to starvation38/2897156/187232.45e-032.32e-0238
GO:00316681ColorectumSERcellular response to extracellular stimulus54/2897246/187234.26e-033.45e-0254
GO:00316691ColorectumSERcellular response to nutrient levels48/2897215/187234.82e-033.78e-0248
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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
hsa0501239EsophagusHGINParkinson disease124/1383266/84655.95e-329.70e-307.70e-30124
hsa0501030EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa05012114EsophagusHGINParkinson disease124/1383266/84655.95e-329.70e-307.70e-30124
hsa05010113EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
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
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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
SLC39A4SNVMissense_Mutationnovelc.1565N>Gp.Ser522Cysp.S522CQ6P5W5protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A4SNVMissense_Mutationc.812T>Ap.Leu271Glnp.L271QQ6P5W5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A4SNVMissense_Mutationc.911A>Tp.Gln304Leup.Q304LQ6P5W5protein_codingtolerated(1)possibly_damaging(0.731)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SLC39A4SNVMissense_Mutationrs147786120c.949N>Ap.Val317Ilep.V317IQ6P5W5protein_codingtolerated(0.16)benign(0)TCGA-OL-A6VR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC39A4SNVMissense_Mutationc.766N>Ap.Leu256Ilep.L256IQ6P5W5protein_codingtolerated(0.29)benign(0.271)TCGA-EA-A556-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC39A4SNVMissense_Mutationnovelc.1288N>Ap.Asp430Asnp.D430NQ6P5W5protein_codingtolerated(0.14)benign(0.029)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC39A4SNVMissense_Mutationnovelc.1153N>Ap.Leu385Metp.L385MQ6P5W5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A94Y-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC39A4SNVMissense_Mutationc.1546G>Tp.Gly516Cysp.G516CQ6P5W5protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
SLC39A4SNVMissense_Mutationc.94N>Gp.Leu32Valp.L32VQ6P5W5protein_codingtolerated(0.35)probably_damaging(0.951)TCGA-CM-5868-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilSD
SLC39A4SNVMissense_Mutationc.1754G>Tp.Ser585Ilep.S585IQ6P5W5protein_codingdeleterious(0.03)possibly_damaging(0.676)TCGA-D5-6540-01Colorectumcolon 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
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