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: SLC30A5

Gene summary for SLC30A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC30A5

Gene ID

64924

Gene namesolute carrier family 30 member 5
Gene AliasZNT5
Cytomap5q13.1-q13.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q8TAD4


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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
64924SLC30A5LZE3DHumanEsophagusHGIN1.02e-024.64e-010.0668
64924SLC30A5LZE4THumanEsophagusESCC2.06e-052.06e-010.0811
64924SLC30A5LZE5THumanEsophagusESCC4.92e-022.15e-010.0514
64924SLC30A5LZE7THumanEsophagusESCC5.42e-062.63e-010.0667
64924SLC30A5LZE24THumanEsophagusESCC6.45e-255.68e-010.0596
64924SLC30A5LZE21THumanEsophagusESCC5.53e-031.10e-010.0655
64924SLC30A5P1T-EHumanEsophagusESCC1.63e-063.59e-010.0875
64924SLC30A5P2T-EHumanEsophagusESCC1.08e-417.15e-010.1177
64924SLC30A5P4T-EHumanEsophagusESCC1.73e-194.44e-010.1323
64924SLC30A5P5T-EHumanEsophagusESCC8.84e-161.85e-010.1327
64924SLC30A5P8T-EHumanEsophagusESCC4.01e-141.98e-010.0889
64924SLC30A5P9T-EHumanEsophagusESCC4.11e-234.82e-010.1131
64924SLC30A5P10T-EHumanEsophagusESCC1.88e-244.10e-010.116
64924SLC30A5P11T-EHumanEsophagusESCC1.04e-188.62e-010.1426
64924SLC30A5P12T-EHumanEsophagusESCC6.12e-244.63e-010.1122
64924SLC30A5P15T-EHumanEsophagusESCC1.64e-183.88e-010.1149
64924SLC30A5P16T-EHumanEsophagusESCC2.41e-274.57e-010.1153
64924SLC30A5P17T-EHumanEsophagusESCC9.33e-064.01e-010.1278
64924SLC30A5P19T-EHumanEsophagusESCC8.75e-125.28e-010.1662
64924SLC30A5P20T-EHumanEsophagusESCC1.36e-306.60e-010.1124
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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:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
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:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
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
GO:004691615Oral cavityLPcellular transition metal ion homeostasis46/4623115/187232.02e-042.20e-0346
GO:001003829SkincSCCresponse to metal ion132/4864373/187233.11e-053.42e-04132
GO:005507618SkincSCCtransition metal ion homeostasis57/4864138/187235.96e-055.86e-0457
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SLC30A5SNVMissense_Mutationc.1376N>Cp.Leu459Serp.L459SQ8TAD4protein_codingtolerated(0.06)probably_damaging(0.952)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC30A5SNVMissense_Mutationc.1453N>Cp.Glu485Glnp.E485QQ8TAD4protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC30A5SNVMissense_Mutationrs374636012c.908N>Ap.Arg303Hisp.R303HQ8TAD4protein_codingdeleterious(0.01)possibly_damaging(0.854)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC30A5SNVMissense_Mutationc.2203A>Gp.Met735Valp.M735VQ8TAD4protein_codingtolerated(0.24)possibly_damaging(0.761)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC30A5SNVMissense_Mutationc.1363N>Cp.Asp455Hisp.D455HQ8TAD4protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
SLC30A5SNVMissense_Mutationc.1157N>Gp.Asn386Serp.N386SQ8TAD4protein_codingtolerated(0.55)benign(0.011)TCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC30A5SNVMissense_Mutationnovelc.1540N>Tp.Pro514Serp.P514SQ8TAD4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SLC30A5SNVMissense_Mutationc.604N>Ap.Asp202Asnp.D202NQ8TAD4protein_codingdeleterious(0)benign(0.028)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SLC30A5SNVMissense_Mutationc.604G>Ap.Asp202Asnp.D202NQ8TAD4protein_codingdeleterious(0)benign(0.028)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SLC30A5SNVMissense_Mutationnovelc.1546N>Ap.Glu516Lysp.E516KQ8TAD4protein_codingtolerated(0.26)benign(0.062)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=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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