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: SMIM15

Gene summary for SMIM15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMIM15

Gene ID

643155

Gene namesmall integral membrane protein 15
Gene AliasC5orf43
Cytomap5q12.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q7Z3B0


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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
643155SMIM15HTA11_78_2000001011HumanColorectumAD4.12e-052.26e-01-0.1088
643155SMIM15HTA11_347_2000001011HumanColorectumAD1.86e-072.43e-01-0.1954
643155SMIM15HTA11_6801_2000001011HumanColorectumSER1.51e-054.31e-010.0171
643155SMIM15HTA11_99999970781_79442HumanColorectumMSS3.29e-042.20e-010.294
643155SMIM15HTA11_99999971662_82457HumanColorectumMSS7.25e-031.63e-010.3859
643155SMIM15LZE4THumanEsophagusESCC4.55e-123.92e-010.0811
643155SMIM15LZE7THumanEsophagusESCC1.62e-032.98e-010.0667
643155SMIM15LZE8THumanEsophagusESCC2.36e-164.98e-010.067
643155SMIM15LZE20THumanEsophagusESCC3.33e-032.20e-010.0662
643155SMIM15LZE24THumanEsophagusESCC1.01e-288.95e-010.0596
643155SMIM15LZE6THumanEsophagusESCC3.29e-097.46e-010.0845
643155SMIM15P1T-EHumanEsophagusESCC8.99e-116.67e-010.0875
643155SMIM15P2T-EHumanEsophagusESCC1.90e-508.81e-010.1177
643155SMIM15P4T-EHumanEsophagusESCC7.95e-378.83e-010.1323
643155SMIM15P5T-EHumanEsophagusESCC1.88e-184.34e-010.1327
643155SMIM15P8T-EHumanEsophagusESCC2.26e-387.30e-010.0889
643155SMIM15P9T-EHumanEsophagusESCC7.09e-205.26e-010.1131
643155SMIM15P10T-EHumanEsophagusESCC9.00e-233.81e-010.116
643155SMIM15P11T-EHumanEsophagusESCC6.48e-229.00e-010.1426
643155SMIM15P12T-EHumanEsophagusESCC1.11e-317.20e-010.1122
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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
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
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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
SMIM15SNVMissense_Mutationrs201138177c.181C>Tp.Arg61Cysp.R61CQ7Z3B0protein_codingtolerated(0.2)possibly_damaging(0.656)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SMIM15SNVMissense_Mutationnovelc.140N>Cp.Met47Thrp.M47TQ7Z3B0protein_codingtolerated(0.21)benign(0.017)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SMIM15SNVMissense_Mutationnovelc.8N>Cp.Asp3Alap.D3AQ7Z3B0protein_codingdeleterious(0.04)benign(0.325)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SMIM15SNVMissense_Mutationnovelc.67N>Ap.Leu23Ilep.L23IQ7Z3B0protein_codingtolerated(0.23)probably_damaging(0.978)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SMIM15SNVMissense_Mutationnovelc.51N>Tp.Lys17Asnp.K17NQ7Z3B0protein_codingtolerated(0.09)benign(0.052)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SMIM15SNVMissense_Mutationnovelc.116N>Cp.Val39Alap.V39AQ7Z3B0protein_codingtolerated(0.09)benign(0)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
SMIM15SNVMissense_Mutationnovelc.219N>Tp.Lys73Asnp.K73NQ7Z3B0protein_codingtolerated(0.08)probably_damaging(0.991)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
SMIM15SNVMissense_Mutationnovelc.156N>Tp.Glu52Aspp.E52DQ7Z3B0protein_codingtolerated(0.12)benign(0.003)TCGA-85-A4CL-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SMIM15SNVMissense_Mutationc.28N>Cp.Tyr10Hisp.Y10HQ7Z3B0protein_codingtolerated(0.15)probably_damaging(0.994)TCGA-BR-8487-01Stomachstomach adenocarcinomaFemale<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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