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: SLC30A10

Gene summary for SLC30A10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC30A10

Gene ID

55532

Gene namesolute carrier family 30 member 10
Gene AliasHMDPC
Cytomap1q41
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

B3KR19


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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
55532SLC30A10HTA11_347_2000001011HumanColorectumAD1.25e-031.31e-01-0.1954
55532SLC30A10HTA11_3361_2000001011HumanColorectumAD6.98e-041.46e-01-0.1207
55532SLC30A10A015-C-203HumanColorectumFAP4.75e-248.59e-01-0.1294
55532SLC30A10A015-C-204HumanColorectumFAP7.14e-044.70e-01-0.0228
55532SLC30A10A002-C-201HumanColorectumFAP5.13e-075.34e-010.0324
55532SLC30A10A002-C-116HumanColorectumFAP5.18e-177.29e-01-0.0452
55532SLC30A10CRC-3-11773HumanColorectumCRC5.93e-237.68e-010.2564
55532SLC30A10NAFLD1HumanLiverNAFLD2.10e-099.01e-01-0.04
55532SLC30A10S43HumanLiverCirrhotic2.11e-03-3.06e-02-0.0187
55532SLC30A10HCC1_MengHumanLiverHCC8.41e-30-1.20e-010.0246
55532SLC30A10HCC2_MengHumanLiverHCC4.93e-06-1.87e-010.0107
55532SLC30A10HCC1HumanLiverHCC2.91e-133.41e+000.5336
55532SLC30A10HCC2HumanLiverHCC4.46e-153.26e+000.5341
55532SLC30A10Pt13.bHumanLiverHCC1.79e-03-2.05e-020.0251
55532SLC30A10S028HumanLiverHCC1.78e-023.15e-010.2503
55532SLC30A10Pat01-BHumanStomachGC5.42e-397.03e-010.5754
55532SLC30A10Pat02-BHumanStomachGC3.52e-021.00e-010.0368
55532SLC30A10Pat03-BHumanStomachGC1.59e-235.48e-010.3693
55532SLC30A10Pat17-BHumanStomachGC8.40e-041.86e-010.3109
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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
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
∗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:0038127ColorectumADERBB signaling pathway55/3918121/187231.19e-098.85e-0855
GO:0007173ColorectumADepidermal growth factor receptor signaling pathway50/3918108/187233.08e-092.07e-0750
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0098754ColorectumADdetoxification53/3918152/187234.63e-057.98e-0453
GO:0051402ColorectumADneuron apoptotic process77/3918246/187238.07e-051.28e-0377
GO:1901215ColorectumADnegative regulation of neuron death67/3918208/187238.81e-051.35e-0367
GO:0007568ColorectumADaging98/3918339/187232.77e-043.39e-0398
GO:0072593ColorectumADreactive oxygen species metabolic process73/3918239/187232.79e-043.42e-0373
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0055069ColorectumADzinc ion homeostasis18/391840/187235.36e-045.74e-0318
GO:0071248ColorectumADcellular response to metal ion61/3918197/187235.74e-046.09e-0361
GO:0071241ColorectumADcellular response to inorganic substance68/3918226/187236.98e-047.10e-0368
GO:0006882ColorectumADcellular zinc ion homeostasis17/391838/187238.26e-048.13e-0317
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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
SLC30A10SNVMissense_Mutationc.634N>Ap.Val212Ilep.V212IQ6XR72protein_codingtolerated(0.22)benign(0.039)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC30A10SNVMissense_Mutationc.1324A>Cp.Ser442Argp.S442RQ6XR72protein_codingtolerated(0.09)benign(0.12)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC30A10SNVMissense_Mutationc.1102N>Cp.Glu368Glnp.E368QQ6XR72protein_codingtolerated(0.1)benign(0.081)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SLC30A10SNVMissense_Mutationrs745609179c.890N>Tp.Pro297Leup.P297LQ6XR72protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AR-A24O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
SLC30A10SNVMissense_Mutationc.1188N>Tp.Leu396Phep.L396FQ6XR72protein_codingtolerated(0.75)benign(0)TCGA-C8-A12Y-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC30A10SNVMissense_Mutationrs368970531c.1348N>Ap.Ala450Thrp.A450TQ6XR72protein_codingtolerated(1)benign(0)TCGA-E9-A226-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
SLC30A10insertionFrame_Shift_Insnovelc.1222_1223insCATATTTTGTp.Gly408AlafsTer7p.G408Afs*7Q6XR72protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
SLC30A10insertionNonsense_Mutationnovelc.1220_1221insCTGACATAATTTTTAAAGTCTACp.Lys407AsnfsTer2p.K407Nfs*2Q6XR72protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
SLC30A10SNVMissense_Mutationrs746346368c.1321G>Ap.Gly441Argp.G441RQ6XR72protein_codingtolerated(0.95)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC30A10SNVMissense_Mutationc.1247N>Tp.Pro416Leup.P416LQ6XR72protein_codingdeleterious(0)possibly_damaging(0.738)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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