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1.
Pharmacogenomics J ; 18(3): 467-473, 2018 05 22.
Artículo en Inglés | MEDLINE | ID: mdl-29205205

RESUMEN

Elucidating resistance mechanisms for therapeutic monoclonal antibodies (MAbs) is challenging, because they are difficult to study in non-human models. We therefore developed a strategy to genetically map in vitro drug sensitivity, identifying genes that alter responsiveness to rituximab, a therapeutic anti-CD20 MAb that provides significant benefit to patients with B-cell malignancies. We discovered novel loci with genome-wide mapping analyses and functionally validated one of these genes, CBLB, which causes rituximab resistance when knocked down in lymphoma cells. This study demonstrates the utility of genome-wide mapping to discover novel biological mechanisms of potential clinical advantage.


Asunto(s)
Proteínas Adaptadoras Transductoras de Señales/genética , Resistencia a Antineoplásicos/genética , Leucemia Linfocítica Crónica de Células B/tratamiento farmacológico , Proteínas Proto-Oncogénicas c-cbl/genética , Rituximab/efectos adversos , Anticuerpos Monoclonales/administración & dosificación , Anticuerpos Monoclonales/efectos adversos , Anticuerpos Monoclonales/genética , Antígenos CD20/efectos de los fármacos , Antígenos CD20/inmunología , Antineoplásicos , Línea Celular Tumoral , Resistencia a Antineoplásicos/efectos de los fármacos , Femenino , Regulación Neoplásica de la Expresión Génica/efectos de los fármacos , Ligamiento Genético , Genoma Humano/genética , Humanos , Leucemia Linfocítica Crónica de Células B/complicaciones , Leucemia Linfocítica Crónica de Células B/genética , Masculino , Rituximab/administración & dosificación
2.
Chromosome Res ; 23(2): 311-31, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-25783786

RESUMEN

Urothelial carcinoma (UC), also referred to as transitional cell carcinoma (TCC), is the most common bladder malignancy in both human and canine populations. In human UC, numerous studies have demonstrated the prevalence of chromosomal imbalances. Although the histopathology of the disease is similar in both species, studies evaluating the genomic profile of canine UC are lacking, limiting the discovery of key comparative molecular markers associated with driving UC pathogenesis. In the present study, we evaluated 31 primary canine UC biopsies by oligonucleotide array comparative genomic hybridization (oaCGH). Results highlighted the presence of three highly recurrent numerical aberrations: gain of dog chromosome (CFA) 13 and 36 and loss of CFA 19. Regional gains of CFA 13 and 36 were present in 97 % and 84 % of cases, respectively, and losses on CFA 19 were present in 77 % of cases. Fluorescence in situ hybridization (FISH), using targeted bacterial artificial chromosome (BAC) clones and custom Agilent SureFISH probes, was performed to detect and quantify these regions in paraffin-embedded biopsy sections and urine-derived urothelial cells. The data indicate that these three aberrations are potentially diagnostic of UC. Comparison of our canine oaCGH data with that of 285 human cases identified a series of shared copy number aberrations. Using an informatics approach to interrogate the frequency of copy number aberrations across both species, we identified those that had the highest joint probability of association with UC. The most significant joint region contained the gene PABPC1, which should be considered further for its role in UC progression. In addition, cross-species filtering of genome-wide copy number data highlighted several genes as high-profile candidates for further analysis, including CDKN2A, S100A8/9, and LRP1B. We propose that these common aberrations are indicative of an evolutionarily conserved mechanism of pathogenesis and harbor genes key to urothelial neoplasia, warranting investigation for diagnostic, prognostic, and therapeutic applications.


Asunto(s)
Carcinoma/veterinaria , Aberraciones Cromosómicas , Hibridación Genómica Comparativa , Neoplasias Urológicas/veterinaria , Animales , Biopsia , Biología Computacional/métodos , Variaciones en el Número de Copia de ADN , Perros , Femenino , Sitios Genéticos , Genómica/métodos , Humanos , Hibridación Fluorescente in Situ , Masculino
3.
Equine Vet J ; 47(3): 279-84, 2015 May.
Artículo en Inglés | MEDLINE | ID: mdl-24735170

RESUMEN

REASONS FOR PERFORMING STUDY: There is an important need for objective parameters that accurately predict the outcome of horses with large colon volvulus. OBJECTIVES: To evaluate the predictive value of a series of histomorphometric parameters on short-term outcome, as well as the impact of colonic resection on horses with large colon volvulus. STUDY DESIGN: Retrospective cohort study. METHODS: Adult horses admitted to the Equine and Farm Animal Veterinary Center at North Carolina State University, Peterson and Smith and Chino Valley Equine Hospitals between 2006 and 2013 that underwent an exploratory coeliotomy, diagnosed with large colon volvulus of ≥360 degrees, where a pelvic flexure biopsy was obtained, and that recovered from general anaesthesia, were selected for inclusion in the study. Logistic regression was used to determine associations between signalment, histomorphometric measurements of interstitium-to-crypt ratio, degree of haemorrhage, percentage loss of luminal and glandular epithelium, as well as colonic resection with short-term outcome (discharge from the hospital). RESULTS: Pelvic flexure biopsies from 47 horses with large colon volvulus were evaluated. Factors that were significantly associated with short-term outcome on univariate logistic regression were Thoroughbred breed (P = 0.04), interstitium-to-crypt ratio >1 (P = 0.02) and haemorrhage score ≥3 (P = 0.005). Resection (P = 0.92) was not found to be associated significantly with short-term outcome. No combined factors increased the likelihood of death in forward stepwise logistic regression modelling. A digitally quantified measurement of haemorrhage area strengthened the association of haemorrhage with nonsurvival in cases of large colon volvulus. CONCLUSIONS: Histomorphometric measurements of interstitium-to-crypt ratio and degree of haemorrhage predict short-term outcome in cases of large colon volvulus. Resection was not associated with short-term outcome in horses selected for this study. Accurate quantification of mucosal haemorrhage at the time of surgery may improve veterinary surgeons' prognostic capabilities in horses with large colon volvulus.


Asunto(s)
Enfermedades de los Caballos/cirugía , Vólvulo Intestinal/veterinaria , Animales , Biopsia , Colon/patología , Hemorragia/patología , Hemorragia/veterinaria , Caballos , Vólvulo Intestinal/patología , Vólvulo Intestinal/cirugía , Modelos Logísticos , Estudios Retrospectivos
4.
J Vet Intern Med ; 27(6): 1437-40, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-24033487

RESUMEN

BACKGROUND: Myocardial disease in the Boxer dog is characterized by 1 of 2 clinical presentations, dilated cardiomyopathy (DCM) characterized by ventricular systolic dysfunction, dilatation and tachyarrhythmias, and arrhythmogenic right ventricular cardiomyopathy (ARVC) characterized by ventricular tachyarrhythmias, syncope, and sudden death. Boxer ARVC has been associated with a deletion in the striatin gene in some families. HYPOTHESIS/OBJECTIVES: We hypothesized that both presentations represent a single disease, and the development of DCM in the Boxer is associated with the striatin deletion. ANIMALS: Thirty-three adult Boxer dogs with DCM, 29 adult Boxer dogs with the striatin deletion and ARVC, and 16 Boxers without cardiac disease. METHODS: DNA samples were evaluated for the striatin deletion. Association of the deletion with the DCM phenotype was tested by a Fisher's exact test. T-tests were used to evaluate potential differences between the positive heterozygous and positive homozygous groups with DCM with regard to age, LVIDD, LVIDS, and FS%. RESULTS: Thirty of 33 dogs with DCM were positive for the striatin deletion. The striatin mutation and the homozygous genotype were strongly associated with the DCM phenotype (P < .001 and P = .005). There was no statistical difference between the heterozygous and homozygous groups with regard to age and echocardiographic measurements. CONCLUSIONS AND CLINICAL IMPORTANCE: This study demonstrates an association between DCM in the Boxer dog and the striatin mutation, particularly with the homozygous genotype. The observation that 3/33 dogs developed DCM and lacked the striatin mutation suggests that there is at least 1 other cause of DCM in the Boxer dog.


Asunto(s)
Displasia Ventricular Derecha Arritmogénica/veterinaria , Cardiomiopatía Dilatada/veterinaria , Enfermedades de los Perros/fisiopatología , Proteínas de la Membrana/genética , Animales , Displasia Ventricular Derecha Arritmogénica/genética , Displasia Ventricular Derecha Arritmogénica/fisiopatología , Cardiomiopatía Dilatada/genética , Cardiomiopatía Dilatada/fisiopatología , Estudios de Casos y Controles , Intervalos de Confianza , ADN/química , ADN/genética , Enfermedades de los Perros/genética , Perros , Ecocardiografía/veterinaria , Femenino , Genotipo , Masculino , Reacción en Cadena de la Polimerasa/veterinaria , Eliminación de Secuencia/genética
5.
Placenta ; 34(7): 599-605, 2013 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-23639576

RESUMEN

INTRODUCTION: This study focuses on the implementation of modulated modularity clustering (MMC) a new cluster algorithm for the identification of molecular signatures of preeclampsia and intrauterine growth restriction (IUGR), and the identification of affected microRNAs METHODS: Eighty-six human placentas from normal (40), growth-restricted (27), and preeclamptic (19) term pregnancies were profiled using Illumina Human-6 Beadarrays. MMC was utilized to generate modules based on similarities in placental transcriptome. Gene Set Enrichment Analysis (GSEA) was used to predict affected microRNAs. Expression levels of these candidate microRNAs were investigated in seventy-one human term placentas as follows: control (29); IUGR (26); and preeclampsia (16). RESULTS: MMC identified two modules, one representing IUGR placentas and one representing preeclamptic placentas. 326 differentially expressed genes in the module representing IUGR and 889 differentially expressed genes in a module representing preeclampsia were identified. Functional analysis of molecular signatures associated with IUGR identified P13K/AKT, mTOR, p70S6K, apoptosis and IGF-1 signaling as being affected. Analysis of variance of GSEA-predicted microRNAs indicated that miR-194 was significantly down-regulated both in preeclampsia (p = 0.0001) and IUGR (p = 0.0304), and miR-149 was significantly down-regulated in preeclampsia (p = 0.0168). DISCUSSION: Implementation of MMC, allowed identification of genes disregulated in IUGR and preeclampsia. The reliability of MMC was validated by comparing to previous linear modeling analysis of preeclamptic placentas. CONCLUSION: MMC allowed the elucidation of a molecular signature associated with preeclampsia and a subset of IUGR samples. This allowed the identification of genes, pathways, and microRNAs affected in these diseases.


Asunto(s)
Retardo del Crecimiento Fetal/metabolismo , MicroARNs/biosíntesis , Placenta/metabolismo , Preeclampsia/genética , Preeclampsia/metabolismo , Regulación hacia Abajo , Femenino , Retardo del Crecimiento Fetal/genética , Humanos , Embarazo , Transcriptoma
6.
Transl Psychiatry ; 3: e244, 2013 Apr 09.
Artículo en Inglés | MEDLINE | ID: mdl-23571809

RESUMEN

The pathogenic mechanisms of Alzheimer's disease (AD) remain largely unknown and clinical trials have not demonstrated significant benefit. Biochemical characterization of AD and its prodromal phase may provide new diagnostic and therapeutic insights. We used targeted metabolomics platform to profile cerebrospinal fluid (CSF) from AD (n=40), mild cognitive impairment (MCI, n=36) and control (n=38) subjects; univariate and multivariate analyses to define between-group differences; and partial least square-discriminant analysis models to classify diagnostic groups using CSF metabolomic profiles. A partial correlation network was built to link metabolic markers, protein markers and disease severity. AD subjects had elevated methionine (MET), 5-hydroxyindoleacetic acid (5-HIAA), vanillylmandelic acid, xanthosine and glutathione versus controls. MCI subjects had elevated 5-HIAA, MET, hypoxanthine and other metabolites versus controls. Metabolite ratios revealed changes within tryptophan, MET and purine pathways. Initial pathway analyses identified steps in several pathways that appear altered in AD and MCI. A partial correlation network showed total tau most directly related to norepinephrine and purine pathways; amyloid-ß (Ab42) was related directly to an unidentified metabolite and indirectly to 5-HIAA and MET. These findings indicate that MCI and AD are associated with an overlapping pattern of perturbations in tryptophan, tyrosine, MET and purine pathways, and suggest that profound biochemical alterations are linked to abnormal Ab42 and tau metabolism. Metabolomics provides powerful tools to map interlinked biochemical pathway perturbations and study AD as a disease of network failure.


Asunto(s)
Enfermedad de Alzheimer/metabolismo , Anciano , Anciano de 80 o más Años , Enfermedad de Alzheimer/líquido cefalorraquídeo , Biomarcadores/líquido cefalorraquídeo , Estudios de Casos y Controles , Cromatografía Liquida , Disfunción Cognitiva/líquido cefalorraquídeo , Disfunción Cognitiva/metabolismo , Femenino , Humanos , Masculino , Redes y Vías Metabólicas , Metabolómica , Persona de Mediana Edad , Pruebas Neuropsicológicas , Estudios Prospectivos
7.
Ann Oncol ; 24(6): 1472-8, 2013 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-23413280

RESUMEN

BACKGROUND: Paclitaxel-induced neuropathy is an adverse event that often leads to therapeutic disruption and patient discomfort. We attempted to replicate a previously reported association between increased neuropathy risk and CYP2C8*3 genotype. PATIENTS AND METHODS: Demographic, treatment, and toxicity data were collected for paclitaxel-treated breast cancer patients who were genotyped for the CYP2C8*3 K399R (rs10509681) variant. A log-rank test was used in the primary analysis of European-American patients. An additional independent replication was then attempted in a cohort of African-American patients, followed by modeling of the entire patient cohort with relevant covariates. RESULTS: In the primary analysis of 209 European patients, there was an increased risk of paclitaxel-induced neuropathy related to CYP2C8*3 status [HR (per allele) = 1.93 (95% CI: 1.05-3.55), overall log-rank P = 0.006]. The association was replicated in direction and magnitude of effect in 107 African-American patients (P = 0.043). In the Cox model using the entire mixed-race cohort (n = 411), each CYP2C8*3 allele approximately doubled the patient's risk of grade 2+ neuropathy (P = 0.004), and non-Europeans were at higher neuropathy risk than Europeans of similar genotype (P = 0.030). CONCLUSIONS: The increased risk of paclitaxel-induced neuropathy in patients who carry the CYP2C8*3 variant was replicated in two racially distinct patient cohorts.


Asunto(s)
Hidrocarburo de Aril Hidroxilasas/genética , Negro o Afroamericano/genética , Neoplasias de la Mama/genética , Paclitaxel/efectos adversos , Polineuropatía Paraneoplásica/genética , Población Blanca/genética , Adulto , Anciano , Anciano de 80 o más Años , Antineoplásicos Fitogénicos/uso terapéutico , Neoplasias de la Mama/tratamiento farmacológico , Neoplasias de la Mama/enzimología , Estudios de Cohortes , Citocromo P-450 CYP2C8 , Femenino , Variación Genética/genética , Humanos , Persona de Mediana Edad , Polineuropatía Paraneoplásica/inducido químicamente , Polineuropatía Paraneoplásica/enzimología , Factores de Riesgo , Resultado del Tratamiento , Adulto Joven
8.
Vet Pathol ; 49(6): 971-8, 2012 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-21900542

RESUMEN

The present study was performed to determine the morphologic change and selected molecular features of spontaneous lung tumors in cats examined at the North Carolina State University Veterinary Teaching Hospital. Thirty-nine primary lung carcinomas represented 0.69% of all feline cases admitted to the hospital. Most lung tumors were observed in aged cats (P < .0001), and no sex predilection was found (P < .4241). Persian cats with pulmonary carcinoma were overrepresented in the data set, at least 4 times more frequently than other breeds. The histologic tumor types included adenocarcinoma (64.1%), bronchioloalveolar carcinoma (20.5%), and adenosquamous carcinoma (15.4%). Metastasis was observed in about 80% of 39 cases, with decreasing order of intrapulmonary metastasis, intrathoracic carcinomatosis, regional lymph nodes, and distant organs, including digits. The size of the largest tumor mass was significantly associated with metastatic potential (P < .001). Based on immunohistochemistry, more than 80% (20 of 24) of feline lung tumors were positively labeled with either surfactant protein A or thyroid transcription factor 1. Epidermal growth factor receptor mutant and p53 proteins were detected in approximately 20% (5 of 24) and 25% (6 of 24) of the feline lung tumor cases, respectively. Limited sequencing analysis of K-ras and p53 genes in 3 selected normal and neoplastic lung tissues did not reveal any alteration. Results indicate that primary lung carcinomas are rare but aggressive tumors in cats, thereby warranting further studies on molecular carcinogenesis.


Asunto(s)
Adenocarcinoma Bronquioloalveolar/veterinaria , Adenocarcinoma/veterinaria , Biomarcadores de Tumor/metabolismo , Carcinoma Adenoescamoso/veterinaria , Enfermedades de los Gatos/patología , Neoplasias Pulmonares/veterinaria , Adenocarcinoma/metabolismo , Adenocarcinoma/patología , Adenocarcinoma Bronquioloalveolar/metabolismo , Adenocarcinoma Bronquioloalveolar/patología , Animales , Biomarcadores de Tumor/genética , Carcinoma Adenoescamoso/metabolismo , Carcinoma Adenoescamoso/patología , Enfermedades de los Gatos/genética , Enfermedades de los Gatos/metabolismo , Gatos , ADN de Neoplasias/química , ADN de Neoplasias/genética , Receptores ErbB/genética , Receptores ErbB/metabolismo , Femenino , Inmunohistoquímica/veterinaria , Incidencia , Neoplasias Pulmonares/metabolismo , Neoplasias Pulmonares/patología , Masculino , Metástasis de la Neoplasia , North Carolina , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , Proteína A Asociada a Surfactante Pulmonar/genética , Proteína A Asociada a Surfactante Pulmonar/metabolismo , Análisis de Secuencia de ADN/veterinaria , Factor Nuclear Tiroideo 1 , Factores de Transcripción/genética , Factores de Transcripción/metabolismo , Proteína p53 Supresora de Tumor/genética , Proteína p53 Supresora de Tumor/metabolismo
9.
Br J Cancer ; 105(11): 1654-62, 2011 Nov 22.
Artículo en Inglés | MEDLINE | ID: mdl-22045187

RESUMEN

BACKGROUND: There is a large degree of variation in tumour response and host toxicities associated with neoadjuvant chemoradiation for rectal cancer patients. We performed a complimentary pharmacogenetic study to investigate germline polymorphisms of genes involved in 5-fluorouracil (5-FU) and irinotecan pathways and their potential association with clinical outcomes and toxicities from neoadjuvant chemoradiation in patients with rectal cancer treated in a prospective genotype-directed study. METHODS: The germline DNA of 131 patients was genotyped for 10 variants in TYMS, MTHFR, DPYD, UGT1A1, ABCC1 and SLCO1B1 genes. Ninety-six patients were treated with 5-FU/radiotherapy (RT) and 35 received 5-FU/RT/irinotecan. Relationships between genetic variants and adverse events, tumour response, overall and disease-free survivals were assessed. RESULTS: MTHFR 1298A>C and MTHFR diplotypes (for 677C>T and 1298A>C) were associated with chemoradiation-related toxicity when 5-FU was used alone. MTHFR haplotypes (677C-1298C) and diplotypes (CA-TA and TA-TA) showed, respectively, a protective and a negative effect on the incidence of severe diarrhoea or mucositis. No association was observed between genetic markers and drug response. CONCLUSION: MTHFR polymorphisms can potentially predict toxicity in patients treated with 5-FU as a single chemotherapeutic drug.


Asunto(s)
Antimetabolitos Antineoplásicos/efectos adversos , Fluorouracilo/efectos adversos , Metilenotetrahidrofolato Reductasa (NADPH2)/genética , Neoplasias del Recto/enzimología , Neoplasias del Recto/terapia , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Antimetabolitos Antineoplásicos/administración & dosificación , Antimetabolitos Antineoplásicos/uso terapéutico , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Camptotecina/administración & dosificación , Camptotecina/efectos adversos , Camptotecina/análogos & derivados , Quimioradioterapia Adyuvante/efectos adversos , Supervivencia sin Enfermedad , Fluorouracilo/administración & dosificación , Genotipo , Humanos , Irinotecán , Metilenotetrahidrofolato Reductasa (NADPH2)/metabolismo , Persona de Mediana Edad , Farmacogenética/métodos , Polimorfismo Genético , Estudios Prospectivos , Fármacos Sensibilizantes a Radiaciones/administración & dosificación , Fármacos Sensibilizantes a Radiaciones/efectos adversos , Neoplasias del Recto/genética , Resultado del Tratamiento , Adulto Joven
10.
Placenta ; 32(2): 175-82, 2011 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-21183218

RESUMEN

The placenta plays an important role as a regulator of fetal nutrition and growth throughout development and placental factors contribute to gestational abnormalities such as preeclampsia. This study describes the genome-wide gene expression profiles of a large (n = 60) set of human placentas in order to uncover gene expression patterns associated with preeclampsia. In addition to confirming changes in expression of soluble factors associated with preeclampsia such as sFLT1 (soluble fms-like tyrosine kinase-1), sENG (soluble endoglin), and INHA (inhibin alpha), we also find changes in immune-associated signaling pathways, offering a potential upstream explanation for the shallow trophoblast invasion and inadequate uterine remodeling typically observed in pathogenesis of preeclampsia. Notably, we also find evidence of preeclampsia-associated placental upregulation of sialic acid acetylesterase (SIAE), a gene functionally associated with autoimmune diseases.


Asunto(s)
Acetilesterasa/biosíntesis , Preeclampsia/metabolismo , Receptor 1 de Factores de Crecimiento Endotelial Vascular/biosíntesis , Antígenos CD/biosíntesis , Endoglina , Femenino , Estudio de Asociación del Genoma Completo , Humanos , Recién Nacido , Inhibinas/biosíntesis , Masculino , Preeclampsia/etiología , Embarazo , Análisis por Matrices de Proteínas , Receptores de Superficie Celular/biosíntesis , Trofoblastos/fisiología , Regulación hacia Arriba
11.
Soc Reprod Fertil Suppl ; 66: 245-64, 2009.
Artículo en Inglés | MEDLINE | ID: mdl-19848292

RESUMEN

This chapter describes the application of functional genomic approaches to the study of imprinted genes in swine. While there are varied definitions of "functional genomics", in general they focus on the application of DNA microarrays, single nucleotide polymorphism (SNP) arrays, and other high coverage genomic analyses, and their combination with downstream methods of gene modification such as silencing RNA (siRNA) and viral and non-viral transfection. Between the initial data acquisition and the actual genetic manipulation of the system lies bioinformatics, where massive amounts of data are analyzed to extract meaningful information. This area is in constant flux with an increased emphasis on detection of affected pathways and processes rather than generation of simple affected gene lists. We will expand on each of these points and describe how we have used these technologies for the study of imprinted genes in swine. First we will introduce the biological question to provide context for the discussion of the functional genomic approaches and the types of information they generate.


Asunto(s)
Desarrollo Fetal/genética , Impresión Genómica/fisiología , Preñez/genética , Porcinos/genética , Animales , Análisis por Conglomerados , Femenino , Desarrollo Fetal/fisiología , Perfilación de la Expresión Génica , Análisis de Secuencia por Matrices de Oligonucleótidos , Polimorfismo de Nucleótido Simple , Embarazo , Preñez/fisiología , Porcinos/fisiología
12.
Genes Immun ; 10(2): 112-9, 2009 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-18923431

RESUMEN

Complex clinical outcomes, such as adverse reaction to vaccination, arise from the concerted interactions among the myriad components of a biological system. Therefore, comprehensive etiological models can be developed only through the integrated study of multiple types of experimental data. In this study, we apply this paradigm to high-dimensional genetic and proteomic data collected to elucidate the mechanisms underlying the development of adverse events (AEs) in patients after smallpox vaccination. As vaccination was successful in all of the patients under study, the AE outcomes reported likely represent the result of interactions among immune system components that result in excessive or prolonged immune stimulation. In this study, we examined 1442 genetic variables (single nucleotide polymorphisms) and 108 proteomic variables (serum cytokine concentrations) to model AE risk. To accomplish this daunting analytical task, we employed the Random Forests (RF) method to filter the most important attributes, then we used the selected attributes to build a final decision tree model. This strategy is well suited to integrated analysis, as relevant attributes may be selected from categorical or continuous data. Importantly, RF is a natural approach for studying the type of gene-gene, gene-protein and protein-protein interactions we hypothesize to be involved in the development of clinical AEs. RF importance scores for particular attributes take interactions into account, and there may be interactions across data types. Combining information from previous studies on AEs related to smallpox vaccination with the genetic and proteomic attributes identified by RF, we built a comprehensive model of AE development that includes the cytokines intercellular adhesion molecule-1 (ICAM-1 or CD54), interleukin-10 (IL-10), and colony stimulating factor-3 (CSF-3 or G-CSF) and a genetic polymorphism in the cytokine gene interleukin-4 (IL4). The biological factors included in the model support our hypothesized mechanism for the development of AEs involving prolonged stimulation of inflammatory pathways and an imbalance of normal tissue damage repair pathways. This study shows the utility of RF for such analytical tasks, while both enhancing and reinforcing our working model of AE development after smallpox vaccination.


Asunto(s)
Citocinas/sangre , Citocinas/genética , Molécula 1 de Adhesión Intercelular/sangre , Molécula 1 de Adhesión Intercelular/genética , Modelos Biológicos , Polimorfismo de Nucleótido Simple , Vacuna contra Viruela/efectos adversos , Biomarcadores/sangre , Toma de Decisiones Asistida por Computador , Femenino , Humanos , Inflamación/sangre , Inflamación/inducido químicamente , Inflamación/genética , Masculino , Proteómica/métodos , Vacuna contra Viruela/administración & dosificación , Vacunación
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