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: SLC39A10

Gene summary for SLC39A10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC39A10

Gene ID

57181

Gene namesolute carrier family 39 member 10
Gene AliasLZT-Hs2
Cytomap2q32.3
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

A0A024R3W5


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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
57181SLC39A10LZE2THumanEsophagusESCC4.52e-022.70e-010.082
57181SLC39A10LZE4THumanEsophagusESCC2.82e-101.94e-010.0811
57181SLC39A10LZE7THumanEsophagusESCC3.30e-084.24e-010.0667
57181SLC39A10LZE8THumanEsophagusESCC3.03e-051.18e-010.067
57181SLC39A10LZE24THumanEsophagusESCC5.65e-051.05e-010.0596
57181SLC39A10P1T-EHumanEsophagusESCC5.09e-072.03e-010.0875
57181SLC39A10P2T-EHumanEsophagusESCC4.27e-254.35e-010.1177
57181SLC39A10P4T-EHumanEsophagusESCC2.91e-204.86e-010.1323
57181SLC39A10P5T-EHumanEsophagusESCC2.18e-204.39e-010.1327
57181SLC39A10P8T-EHumanEsophagusESCC4.44e-203.83e-010.0889
57181SLC39A10P9T-EHumanEsophagusESCC6.01e-121.51e-010.1131
57181SLC39A10P10T-EHumanEsophagusESCC4.19e-285.68e-010.116
57181SLC39A10P11T-EHumanEsophagusESCC3.27e-123.64e-010.1426
57181SLC39A10P12T-EHumanEsophagusESCC3.47e-234.59e-010.1122
57181SLC39A10P15T-EHumanEsophagusESCC1.70e-202.46e-010.1149
57181SLC39A10P16T-EHumanEsophagusESCC1.07e-265.34e-010.1153
57181SLC39A10P17T-EHumanEsophagusESCC1.74e-042.62e-010.1278
57181SLC39A10P19T-EHumanEsophagusESCC3.26e-053.07e-010.1662
57181SLC39A10P20T-EHumanEsophagusESCC2.51e-082.01e-010.1124
57181SLC39A10P21T-EHumanEsophagusESCC4.50e-091.95e-010.1617
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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
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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:0035304111EsophagusESCCregulation of protein dephosphorylation66/855290/187238.82e-081.48e-0666
GO:0035303111EsophagusESCCregulation of dephosphorylation88/8552128/187231.04e-071.71e-0688
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:0043666110EsophagusESCCregulation of phosphoprotein phosphatase activity40/855258/187232.83e-041.71e-0340
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00718871EsophagusESCCleukocyte apoptotic process65/8552106/187238.39e-044.32e-0365
GO:00017832EsophagusESCCB cell apoptotic process19/855224/187238.53e-044.38e-0319
GO:00702271EsophagusESCClymphocyte apoptotic process46/855272/187231.39e-036.62e-0346
GO:00353074EsophagusESCCpositive regulation of protein dephosphorylation31/855245/187231.40e-036.62e-0331
GO:001092115EsophagusESCCregulation of phosphatase activity52/855284/187231.98e-038.90e-0352
GO:00353066EsophagusESCCpositive regulation of dephosphorylation38/855259/187232.86e-031.21e-0238
GO:00029031EsophagusESCCnegative regulation of B cell apoptotic process10/855212/187238.94e-033.12e-0210
GO:00029021EsophagusESCCregulation of B cell apoptotic process14/855219/187231.27e-024.21e-0214
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:003530412LiverHCCregulation of protein dephosphorylation62/795890/187233.66e-076.22e-0662
GO:003530312LiverHCCregulation of dephosphorylation80/7958128/187233.85e-064.98e-0580
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
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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
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
hsa0501245Oral cavityEOLPParkinson disease75/1218266/84652.26e-095.62e-083.32e-0875
hsa0501045Oral cavityEOLPAlzheimer disease87/1218384/84655.79e-063.67e-052.16e-0587
hsa0501255Oral cavityEOLPParkinson disease75/1218266/84652.26e-095.62e-083.32e-0875
hsa0501055Oral cavityEOLPAlzheimer disease87/1218384/84655.79e-063.67e-052.16e-0587
hsa0501228ProstateBPHParkinson disease143/1718266/84651.19e-343.94e-322.44e-32143
hsa0501026ProstateBPHAlzheimer disease165/1718384/84654.03e-251.66e-231.03e-23165
hsa05012112ProstateBPHParkinson disease143/1718266/84651.19e-343.94e-322.44e-32143
hsa05010111ProstateBPHAlzheimer disease165/1718384/84654.03e-251.66e-231.03e-23165
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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
SLC39A10SNVMissense_Mutationc.2213N>Ap.Ser738Tyrp.S738YQ9ULF5protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC39A10SNVMissense_Mutationnovelc.733N>Ap.Glu245Lysp.E245KQ9ULF5protein_codingtolerated(0.87)benign(0.013)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC39A10SNVMissense_Mutationc.337N>Tp.Asp113Tyrp.D113YQ9ULF5protein_codingtolerated(0.18)benign(0.041)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC39A10insertionFrame_Shift_Insnovelc.2000_2001insAAGTTTTTTGTTTTTTAp.Asn668SerfsTer8p.N668Sfs*8Q9ULF5protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC39A10insertionNonsense_Mutationnovelc.1545_1546insGCAGCCTAGGTGACAGAGGGp.Arg516AlafsTer3p.R516Afs*3Q9ULF5protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SLC39A10insertionNonsense_Mutationnovelc.1545_1546insGCAGCCTAGGTGp.Ile515_Arg516insAlaAlaTerValp.I515_R516insAA*VQ9ULF5protein_codingTCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SLC39A10SNVMissense_Mutationrs778580688c.209G>Ap.Arg70Hisp.R70HQ9ULF5protein_codingtolerated(0.07)possibly_damaging(0.877)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC39A10SNVMissense_Mutationnovelc.1574G>Tp.Arg525Ilep.R525IQ9ULF5protein_codingdeleterious(0.01)possibly_damaging(0.726)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC39A10SNVMissense_Mutationc.1396N>Ap.Gly466Argp.G466RQ9ULF5protein_codingtolerated(0.06)possibly_damaging(0.617)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SLC39A10SNVMissense_Mutationrs867101036c.568N>Tp.His190Tyrp.H190YQ9ULF5protein_codingdeleterious(0.02)benign(0.188)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
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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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