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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SLC30A9

Gene summary for SLC30A9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC30A9

Gene ID

10463

Gene namesolute carrier family 30 member 9
Gene AliasBILAPES
Cytomap4p13
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

A0A0S2Z514


Top

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
10463SLC30A9LZE4THumanEsophagusESCC3.74e-072.63e-010.0811
10463SLC30A9LZE7THumanEsophagusESCC4.94e-076.54e-010.0667
10463SLC30A9LZE8THumanEsophagusESCC7.15e-032.68e-010.067
10463SLC30A9LZE20THumanEsophagusESCC1.84e-052.53e-010.0662
10463SLC30A9LZE24THumanEsophagusESCC5.18e-112.83e-010.0596
10463SLC30A9LZE6THumanEsophagusESCC1.82e-023.30e-010.0845
10463SLC30A9P1T-EHumanEsophagusESCC5.78e-103.71e-010.0875
10463SLC30A9P2T-EHumanEsophagusESCC2.06e-306.24e-010.1177
10463SLC30A9P4T-EHumanEsophagusESCC1.96e-295.40e-010.1323
10463SLC30A9P5T-EHumanEsophagusESCC7.57e-121.04e-010.1327
10463SLC30A9P8T-EHumanEsophagusESCC7.48e-254.64e-010.0889
10463SLC30A9P9T-EHumanEsophagusESCC1.33e-071.70e-010.1131
10463SLC30A9P10T-EHumanEsophagusESCC1.41e-222.81e-010.116
10463SLC30A9P11T-EHumanEsophagusESCC3.63e-176.79e-010.1426
10463SLC30A9P12T-EHumanEsophagusESCC1.03e-183.97e-010.1122
10463SLC30A9P15T-EHumanEsophagusESCC3.71e-082.97e-010.1149
10463SLC30A9P16T-EHumanEsophagusESCC4.60e-336.29e-010.1153
10463SLC30A9P17T-EHumanEsophagusESCC3.74e-052.36e-010.1278
10463SLC30A9P19T-EHumanEsophagusESCC1.92e-074.37e-010.1662
10463SLC30A9P20T-EHumanEsophagusESCC1.81e-102.28e-010.1124
Page: 1 2 3 4 5 6 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00062891EsophagusESCCnucleotide-excision repair42/855260/187231.18e-048.14e-0442
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00550766LiverCirrhotictransition metal ion homeostasis59/4634138/187232.59e-064.65e-0559
GO:00469164LiverCirrhoticcellular transition metal ion homeostasis48/4634115/187234.51e-055.30e-0448
GO:00068823LiverCirrhoticcellular zinc ion homeostasis17/463438/187235.62e-032.84e-0217
GO:00550693LiverCirrhoticzinc ion homeostasis17/463440/187231.04e-024.61e-0217
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:004691611LiverHCCcellular transition metal ion homeostasis67/7958115/187234.64e-043.08e-0367
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:00469168Oral cavityOSCCcellular transition metal ion homeostasis64/7305115/187232.13e-041.40e-0364
GO:0006289Oral cavityOSCCnucleotide-excision repair37/730560/187233.15e-041.96e-0337
GO:00550695Oral cavityOSCCzinc ion homeostasis24/730540/187235.76e-032.22e-0224
GO:00068825Oral cavityOSCCcellular zinc ion homeostasis23/730538/187235.87e-032.24e-0223
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:000688213Oral cavityEOLPcellular zinc ion homeostasis11/221838/187233.60e-032.03e-0211
GO:005506912Oral cavityEOLPzinc ion homeostasis11/221840/187235.53e-032.86e-0211
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
SLC30A9SNVMissense_Mutationc.1401G>Tp.Glu467Aspp.E467DQ6PML9protein_codingtolerated(0.07)probably_damaging(0.919)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
SLC30A9SNVMissense_Mutationnovelc.840G>Tp.Gln280Hisp.Q280HQ6PML9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A7-A426-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
SLC30A9SNVMissense_Mutationnovelc.1573N>Ap.Glu525Lysp.E525KQ6PML9protein_codingdeleterious(0.03)benign(0.444)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SLC30A9SNVMissense_Mutationnovelc.630A>Cp.Lys210Asnp.K210NQ6PML9protein_codingtolerated(0.07)benign(0.028)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC30A9SNVMissense_Mutationnovelc.1564A>Gp.Lys522Glup.K522EQ6PML9protein_codingtolerated(0.14)benign(0.241)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC30A9SNVMissense_Mutationrs375750615c.916N>Tp.Arg306Cysp.R306CQ6PML9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC30A9SNVMissense_Mutationc.1156N>Gp.Arg386Glyp.R386GQ6PML9protein_codingdeleterious(0.04)possibly_damaging(0.498)TCGA-BH-A18R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC30A9SNVMissense_Mutationnovelc.944T>Cp.Val315Alap.V315AQ6PML9protein_codingdeleterious(0)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC30A9SNVMissense_Mutationc.1289N>Cp.Val430Alap.V430AQ6PML9protein_codingdeleterious(0)probably_damaging(0.973)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC30A9SNVMissense_Mutationc.1499T>Cp.Val500Alap.V500AQ6PML9protein_codingtolerated(0.48)benign(0.262)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 6 7 

Top

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
10463SLC30A9TRANSPORTER, NUCLEAR HORMONE RECEPTORaspirinASPIRIN
Page: 1