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: SLC30A4

Gene summary for SLC30A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC30A4

Gene ID

7782

Gene namesolute carrier family 30 member 4
Gene AliasZNT4
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

O14863


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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
7782SLC30A4HTA11_1938_2000001011HumanColorectumAD1.14e-035.15e-01-0.0811
7782SLC30A4HTA11_78_2000001011HumanColorectumAD4.26e-126.46e-01-0.1088
7782SLC30A4HTA11_347_2000001011HumanColorectumAD1.62e-411.06e+00-0.1954
7782SLC30A4HTA11_83_2000001011HumanColorectumSER1.04e-034.93e-01-0.1526
7782SLC30A4HTA11_696_2000001011HumanColorectumAD4.97e-064.91e-01-0.1464
7782SLC30A4HTA11_866_2000001011HumanColorectumAD4.08e-063.47e-01-0.1001
7782SLC30A4HTA11_546_2000001011HumanColorectumAD5.40e-106.77e-01-0.0842
7782SLC30A4HTA11_7862_2000001011HumanColorectumAD1.58e-044.75e-01-0.0179
7782SLC30A4HTA11_7663_2000001011HumanColorectumSER2.40e-087.10e-010.0131
7782SLC30A4HTA11_10623_2000001011HumanColorectumAD2.96e-034.72e-01-0.0177
7782SLC30A4HTA11_6818_2000001011HumanColorectumAD9.72e-045.10e-010.0112
7782SLC30A4HTA11_7469_2000001011HumanColorectumAD2.91e-079.59e-01-0.0124
7782SLC30A4HTA11_99999971662_82457HumanColorectumMSS2.03e-09-1.78e-010.3859
7782SLC30A4HTA11_99999974143_84620HumanColorectumMSS6.81e-07-1.75e-010.3005
7782SLC30A4A015-C-203HumanColorectumFAP1.70e-06-1.64e-01-0.1294
7782SLC30A4A015-C-204HumanColorectumFAP9.13e-04-1.93e-01-0.0228
7782SLC30A4A002-C-203HumanColorectumFAP3.22e-03-1.43e-010.2786
7782SLC30A4A001-C-108HumanColorectumFAP1.78e-05-1.60e-01-0.0272
7782SLC30A4A002-C-205HumanColorectumFAP1.38e-02-1.50e-01-0.1236
7782SLC30A4A015-C-106HumanColorectumFAP8.24e-04-1.51e-01-0.0511
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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
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
∗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:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0055069ColorectumADzinc ion homeostasis18/391840/187235.36e-045.74e-0318
GO:0006882ColorectumADcellular zinc ion homeostasis17/391838/187238.26e-048.13e-0317
GO:0051651ColorectumADmaintenance of location in cell61/3918214/187235.02e-033.37e-0261
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
GO:00550761ColorectumSERtransition metal ion homeostasis41/2897138/187231.66e-055.05e-0441
GO:00100381ColorectumSERresponse to metal ion84/2897373/187231.87e-043.44e-0384
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:00516511ColorectumSERmaintenance of location in cell47/2897214/187237.20e-034.99e-0247
GO:00550762ColorectumMSStransition metal ion homeostasis45/3467138/187234.99e-059.02e-0445
GO:00096362ColorectumMSSresponse to toxic substance73/3467262/187231.26e-041.94e-0373
GO:00469162ColorectumMSScellular transition metal ion homeostasis35/3467115/187231.33e-031.26e-0235
GO:00516512ColorectumMSSmaintenance of location in cell57/3467214/187232.07e-031.76e-0257
GO:00100382ColorectumMSSresponse to metal ion90/3467373/187233.76e-032.76e-0290
GO:00550764ColorectumFAPtransition metal ion homeostasis33/2622138/187231.22e-031.14e-0233
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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
SLC30A4SNVMissense_Mutationc.1044N>Cp.Leu348Phep.L348FO14863protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SLC30A4SNVMissense_Mutationnovelc.614G>Cp.Arg205Thrp.R205TO14863protein_codingdeleterious(0)probably_damaging(0.998)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SLC30A4insertionFrame_Shift_Insnovelc.798_799insACACACACACAp.Asp267ThrfsTer9p.D267Tfs*9O14863protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC30A4insertionFrame_Shift_Insnovelc.797_798insCACACACACACACACACTTCTTTCCAGCTCTp.Gln266HisfsTer13p.Q266Hfs*13O14863protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC30A4insertionFrame_Shift_Insnovelc.25_26insTTACCTTTGACCAACAGTCAGCTGAGTTTGAAGGTp.Arg9LeufsTer18p.R9Lfs*18O14863protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLC30A4insertionFrame_Shift_Insnovelc.25_26insCTGAAATGAACCAGAGGp.Arg9ProfsTer12p.R9Pfs*12O14863protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
SLC30A4insertionFrame_Shift_Insnovelc.23_24insCATGAAATTTTTGCCTCGTAAGAAGGp.Lys8AsnfsTer16p.K8Nfs*16O14863protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
SLC30A4insertionFrame_Shift_Insnovelc.4_5insACGTTATCTTCATTGTp.Ala2AspfsTer22p.A2Dfs*22O14863protein_codingTCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
SLC30A4SNVMissense_Mutationnovelc.431N>Tp.Ala144Valp.A144VO14863protein_codingdeleterious(0)possibly_damaging(0.57)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC30A4SNVMissense_Mutationc.238G>Ap.Asp80Asnp.D80NO14863protein_codingtolerated(0.07)benign(0.101)TCGA-D5-6928-01Colorectumcolon 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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