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1.
J Wound Ostomy Continence Nurs ; 50(6): 521-524, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37966082

RESUMEN

BACKGROUND: Despite recent advances in ostomy care, the incidence of stoma and peristomal skin complications including peristomal moisture-associated skin damage (MASD) remains as high as 80% of patients living with ostomies. We evaluated a cyanoacrylate liquid skin protectant (CLSP) for the treatment and healing of peristomal MASD in patients with an ileostomy, ileal conduit, or colostomy. CASES: Five patients (24-85 years old) with peristomal MASD related to an ileostomy (n = 2), ileal conduit (n = 2), or colostomy (n = 1) were evaluated in this case study. All were treated with a CLSP in an attempt to reduce peristomal MASD caused by effluent leakage, which resulted in painful denudation of the peristomal skin. All patients received 1 to 2 applications of the CLSP prior to replacement of the pouching system. Prior to CLSP application, patients underwent assessment focusing on the causes of ostomy pouching system undermining and leakage. Interventions to prevent recurrent undermining and leakage, usually focused on modifications of the pouching system, were completed when indicated. CONCLUSIONS: For these 5 patients, complete resolution of peristomal MASD was observed at 2 to 8 days following CLSP treatment. More severe peristomal MASD cases required 7 to 8 days for complete resolution while less severe peristomal MASD resolved within 2 to 3 days. Patients showed less frequent pouching system changes, healing of peristomal skin, and reduced peristomal MASD associated with the CLSP treatment and addressing underlying etiology. On a pain scale of 0 to 10, patients reported less pain with an average of more than 7 out of 10 prior to the CLSP treatment and less than 4 out of 10 after treatment.


Asunto(s)
Cianoacrilatos , Estomía , Adulto , Anciano , Anciano de 80 o más Años , Humanos , Persona de Mediana Edad , Adulto Joven , Colostomía/efectos adversos , Ileostomía/efectos adversos , Ileostomía/métodos , Estomía/efectos adversos , Dolor , Piel , Cuidados de la Piel , Cianoacrilatos/administración & dosificación
2.
J Med Syst ; 41(11): 176, 2017 Sep 25.
Artículo en Inglés | MEDLINE | ID: mdl-28948460

RESUMEN

Parkinson's disease (PD) is a neurodegenerative movement disorder. Although there is no cure, symptomatic treatments are available and can significantly improve quality of life. The motor, or movement, features of PD are caused by reduced production of the neurotransmitter dopamine. Dopamine deficiency is most often treated using dopamine replacement therapy. However, this therapy can itself lead to further motor abnormalities referred to as dyskinesia. Dyskinesia consists of involuntary jerking movements and muscle spasms, which can often be violent. To minimise dyskinesia, it is necessary to accurately titrate the amount of medication given and monitor a patient's movements. In this paper, we describe a new home monitoring device that allows dyskinesia to be measured as a patient goes about their daily activities, providing information that can assist clinicians when making changes to medication regimens. The device uses a predictive model of dyskinesia that was trained by an evolutionary algorithm, and achieves AUC>0.9 when discriminating clinically significant dyskinesia.


Asunto(s)
Algoritmos , Antiparkinsonianos , Discinesias , Servicios de Atención de Salud a Domicilio , Humanos , Levodopa , Enfermedad de Parkinson , Calidad de Vida
3.
Annu Int Conf IEEE Eng Med Biol Soc ; 2021: 1702-1706, 2021 11.
Artículo en Inglés | MEDLINE | ID: mdl-34891614

RESUMEN

Parkinson's disease is a disorder that affects the neurons in the human brain. The various symptoms include slowness of motor functions (bradykinesia), motor instability, speech impairment and in some cases, psychiatric effects such as hallucinations. Most of these, however, are also common side effects of natural aging. This makes an accurate diagnosis of Parkinson's disease a challenging task. Some breakthroughs have been made in recent years with the help of deep learning. This work aims at considering figure drawing data as a time series of coordinates, angles and pressure readings to train recurrent neural network models. In addition, the work compares two recurrent network models, Long Short-Term Memory and Echo State Networks, to explore the advantages and disadvantages of both architectures.


Asunto(s)
Enfermedad de Parkinson , Encéfalo , Humanos , Hipocinesia , Redes Neurales de la Computación , Trastornos del Habla
4.
Neuropsychologia ; 157: 107885, 2021 07 16.
Artículo en Inglés | MEDLINE | ID: mdl-33965420

RESUMEN

While upper limb reaches are often made in a feed-forward manner, visual feedback during the movement can be used to guide the reaching hand towards a target. In Parkinson's disease (PD), there is evidence that the utilisation of this visual feedback is increased. However, it is unclear if this is due solely to the characteristic slowness of movements in PD providing more opportunity for incorporating visual feedback to modify reach trajectories, or whether it is due to cognitive decline impacting (feed-forward) movement planning ability. To investigate this, we compared reaction times and movement times of reaches to a target in groups of PD patients with normal cognition (PD-NC), mild cognitive impairment (PD-MCI) or dementia (PD-D), to that of controls with normal cognition (CON-NC) or mild cognitive impairment (CON-MCI). Reaches were undertaken with full visual feedback (at a 'natural' and 'fast-as-possible' pace); with reduced visual feedback of the reaching limb to an illuminated target; and without any visual feedback to a remembered target with eyes closed. The PD-D group exhibited slower reaction times than all other groups across conditions, indicative of less efficient movement planning. When reaching to a remembered target with eyes closed, all PD groups exhibited slower movement times relative to their natural pace with full visual feedback. Crucially, this relative slowing was most pronounced for the PD-D group, compared to the PD-MCI and PD-NC groups, suggesting that substantial cognitive decline in PD exacerbates dependence on visual feedback during upper limb reaches.


Asunto(s)
Disfunción Cognitiva , Enfermedad de Parkinson , Retroalimentación Sensorial , Mano , Humanos , Enfermedad de Parkinson/complicaciones , Tiempo de Reacción
5.
J Agric Food Chem ; 69(37): 10807-10818, 2021 Sep 22.
Artículo en Inglés | MEDLINE | ID: mdl-34505777

RESUMEN

A multifunctional surface, subsurface and systemic therapeutic (MS3T) formulation comprised of two bactericides, both didecyldimethylammonium chloride (DDAC) and a zinc (Zn)-chelate, was developed as an alternative to copper pesticides for crop protection. Agricultural grade chemicals were used to prepare MS3T formulations. Minimal inhibitory concentration (MIC) was determined to be tested in vitro against Xanthomonas alfalfae subsp. citrumelonis (herein called Xa), Escherichia coli (E. coli), and Pseudomonas syringae (Ps). Assessment of the phytotoxic potential was carried out on tomato under greenhouse conditions. Moreover, field trials were conducted during three consecutive years on grapefruit (Chrysopelea paradise) groves to evaluate efficacy against citrus canker (Xanthomonas citri subsp. citri), scab (Elsinoe fawcetti), and melanose (Diaporthe citri). In addition to disease control, improvements to both fruit yield and quality were observed likely due to the nutritional activity of MS3T via the sustained release of plant nutrients (Zn and nitrogen). Zn residues of leaf tissues were analyzed via atomic absorption spectroscopy (AAS) at various time points before and after MS3T foliar applications throughout the duration of the 2018 field trial. Field trial results demonstrated MS3T to be an effective alternative to copper (Cu)-based formulations for the control of citrus canker.


Asunto(s)
Citrus , Xanthomonas , Ascomicetos , Escherichia coli , Enfermedades de las Plantas/prevención & control
6.
Dis Model Mech ; 13(10)2020 10 16.
Artículo en Inglés | MEDLINE | ID: mdl-32859696

RESUMEN

Animal models of human disease provide an in vivo system that can reveal molecular mechanisms by which mutations cause pathology, and, moreover, have the potential to provide a valuable tool for drug development. Here, we have developed a zebrafish model of Parkinson's disease (PD) together with a novel method to screen for movement disorders in adult fish, pioneering a more efficient drug-testing route. Mutation of the PARK7 gene (which encodes DJ-1) is known to cause monogenic autosomal recessive PD in humans, and, using CRISPR/Cas9 gene editing, we generated a Dj-1 loss-of-function zebrafish with molecular hallmarks of PD. To establish whether there is a human-relevant parkinsonian phenotype in our model, we adapted proven tools used to diagnose PD in clinics and developed a novel and unbiased computational method to classify movement disorders in adult zebrafish. Using high-resolution video capture and machine learning, we extracted novel features of movement from continuous data streams and used an evolutionary algorithm to classify parkinsonian fish. This method will be widely applicable for assessing zebrafish models of human motor diseases and provide a valuable asset for the therapeutics pipeline. In addition, interrogation of RNA-seq data indicate metabolic reprogramming of brains in the absence of Dj-1, adding to growing evidence that disruption of bioenergetics is a key feature of neurodegeneration.This article has an associated First Person interview with the first author of the paper.


Asunto(s)
Aprendizaje Automático , Trastornos del Movimiento/fisiopatología , Enfermedad de Parkinson/fisiopatología , Pez Cebra/fisiología , Algoritmos , Alelos , Animales , Secuencia de Bases , Encéfalo/patología , Modelos Animales de Enfermedad , Neuronas Dopaminérgicas/patología , Perfilación de la Expresión Génica , Marcación de Gen , Movimiento , Mutación/genética , Proteína Desglicasa DJ-1/genética
7.
Artif Intell Med ; 86: 53-59, 2018 03.
Artículo en Inglés | MEDLINE | ID: mdl-29475631

RESUMEN

Despite having notable advantages over established machine learning methods for time series analysis, reservoir computing methods, such as echo state networks (ESNs), have yet to be widely used for practical data mining applications. In this paper, we address this deficit with a case study that demonstrates how ESNs can be trained to predict disease labels when stimulated with movement data. Since there has been relatively little prior research into using ESNs for classification, we also consider a number of different approaches for realising input-output mappings. Our results show that ESNs can carry out effective classification and are competitive with existing approaches that have significantly longer training times, in addition to performing similarly with models employing conventional feature extraction strategies that require expert domain knowledge. This suggests that ESNs may prove beneficial in situations where predictive models must be trained rapidly and without the benefit of domain knowledge, for example on high-dimensional data produced by wearable medical technologies. This application area is emphasized with a case study of Parkinson's disease patients who have been recorded by wearable sensors while performing basic movement tasks.


Asunto(s)
Diagnóstico por Computador/métodos , Fenómenos Electromagnéticos , Aprendizaje Automático , Actividad Motora , Redes Neurales de la Computación , Enfermedad de Parkinson/diagnóstico , Procesamiento de Señales Asistido por Computador , Actividades Cotidianas , Diagnóstico por Computador/instrumentación , Diseño de Equipo , Humanos , Enfermedad de Parkinson/clasificación , Enfermedad de Parkinson/fisiopatología , Valor Predictivo de las Pruebas , Factores de Tiempo , Transductores
8.
Breast ; 15(3): 427-9, 2006 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-16289905

RESUMEN

Metastasis to the breast from extramammary tumors is rare. Breast metastases of renal cell carcinoma (RCC) origin have been described in sporadic case reports. We present a patient with a solitary breast mass representing the manifestation of clinically silent, metastatic RCC. A 76-year-old female was 12 years prior removed from radical nephrectomy for localized RCC. Her new breast mass was identified on physical examination. Pathology of the resected mass was diagnostic of metastatic RCC and subsequent imaging studies demonstrated a 1.9 cm renal mass in her solitary kidney. The patient elected subcutaneous Interleukin-2 immunotherapy as primary treatment for her recurrent RCC.


Asunto(s)
Neoplasias de la Mama/secundario , Carcinoma de Células Renales/secundario , Neoplasias Renales/patología , Recurrencia Local de Neoplasia/patología , Anciano , Antineoplásicos/uso terapéutico , Neoplasias de la Mama/diagnóstico por imagen , Carcinoma de Células Renales/diagnóstico , Carcinoma de Células Renales/diagnóstico por imagen , Carcinoma de Células Renales/cirugía , Femenino , Humanos , Inmunoterapia , Interleucina-2/uso terapéutico , Neoplasias Renales/diagnóstico , Neoplasias Renales/cirugía , Imagen por Resonancia Magnética , Recurrencia Local de Neoplasia/diagnóstico , Nefrectomía , Ultrasonografía Mamaria
9.
Thyroid ; 16(3): 307-10, 2006 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-16571095

RESUMEN

Acute suppurative thyroiditis (AST) is an uncommon condition of the thyroid gland. Organisms of the staphylococcal and streptococcal species are the most commonly reported causative agents. Rarely, AST has been associated with transient hyperthyroidism. We report a unique case of AST that was caused by Pasteurella multocida and was associated with thyrotoxicosis in a previously healthy 51-year-old woman.


Asunto(s)
Infecciones por Pasteurella/complicaciones , Pasteurella multocida , Tiroiditis Supurativa/microbiología , Tirotoxicosis/microbiología , Femenino , Humanos , Persona de Mediana Edad , Infecciones por Pasteurella/diagnóstico por imagen , Tiroiditis Supurativa/diagnóstico por imagen , Tiroiditis Supurativa/patología , Tirotoxicosis/diagnóstico por imagen , Tirotoxicosis/patología , Ultrasonografía
10.
Biosystems ; 146: 110-21, 2016 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-27267455

RESUMEN

This paper presents a novel method for tracking and characterizing adherent cells in monolayer culture. A system of cell tracking employing computer vision techniques was applied to time-lapse videos of replicate normal human uro-epithelial cell cultures exposed to different concentrations of adenosine triphosphate (ATP) and a selective purinergic P2X antagonist (PPADS), acquired over a 24h period. Subsequent analysis following feature extraction demonstrated the ability of the technique to successfully separate the modulated classes of cell using evolutionary algorithms. Specifically, a Cartesian Genetic Program (CGP) network was evolved that identified average migration speed, in-contact angular velocity, cohesivity and average cell clump size as the principal features contributing to the separation. Our approach not only provides non-biased and parsimonious insight into modulated class behaviours, but can be extracted as mathematical formulae for the parameterization of computational models.


Asunto(s)
Algoritmos , Rastreo Celular/métodos , Reconocimiento de Normas Patrones Automatizadas/métodos , Imagen de Lapso de Tiempo/métodos , Adenosina Trifosfato/farmacología , Adhesión Celular , Recuento de Células , Técnicas de Cultivo de Célula , Línea Celular , Movimiento Celular/efectos de los fármacos , Células Epiteliales/clasificación , Células Epiteliales/efectos de los fármacos , Células Epiteliales/metabolismo , Redes Reguladoras de Genes/efectos de los fármacos , Humanos , Microscopía por Video/métodos , Fosfato de Piridoxal/análogos & derivados , Fosfato de Piridoxal/farmacología , Transducción de Señal/efectos de los fármacos , Transducción de Señal/genética , Urotelio/citología
11.
Biosystems ; 146: 35-42, 2016 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-27350649

RESUMEN

Levodopa is a drug that is commonly used to treat movement disorders associated with Parkinson's disease. Its dosage requires careful monitoring, since the required amount changes over time, and excess dosage can lead to muscle spasms known as levodopa-induced dyskinesia. In this work, we investigate the potential for using epiNet, a novel artificial gene regulatory network, as a classifier for monitoring accelerometry time series data collected from patients undergoing levodopa therapy. We also consider how dynamical analysis of epiNet classifiers and their transitions between different states can highlight clinically useful information which is not available through more conventional data mining techniques. The results show that epiNet is capable of discriminating between different movement patterns which are indicative of either insufficient or excessive levodopa.


Asunto(s)
Epigenómica , Redes Reguladoras de Genes/genética , Levodopa/uso terapéutico , Enfermedad de Parkinson/tratamiento farmacológico , Enfermedad de Parkinson/genética , Acelerometría , Antiparkinsonianos/efectos adversos , Antiparkinsonianos/uso terapéutico , Minería de Datos/métodos , Discinesia Inducida por Medicamentos/etiología , Discinesia Inducida por Medicamentos/genética , Discinesia Inducida por Medicamentos/fisiopatología , Humanos , Levodopa/efectos adversos , Movimiento , Redes Neurales de la Computación , Enfermedad de Parkinson/fisiopatología
12.
Am Surg ; 71(3): 264-6, 2005 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-15869146

RESUMEN

We report the case of a 54-year-old woman undergoing radioguided parathyroidectomy in whom four normal glands were identified on cervical exploration. The gamma probe was instrumental in guiding us to the adenoma in a fifth gland that was not visible and was localized to the parenchyma of the left lobe of the thyroid gland. Many surgeons do not advocate use of the gamma probe in minimally invasive parathyroidectomy and rely solely on focused exploration on the basis of a preoperative sestamibi scan and intraoperative rapid parathyroid hormone assays. This case, however, illustrates the utility of the gamma probe in parathyroid adenoma localization.


Asunto(s)
Adenoma/diagnóstico por imagen , Adenoma/cirugía , Glándulas Paratiroides/anomalías , Neoplasias de las Paratiroides/diagnóstico por imagen , Tecnecio Tc 99m Sestamibi , Adenoma/patología , Femenino , Estudios de Seguimiento , Cámaras gamma , Humanos , Hiperparatiroidismo/diagnóstico , Hiperparatiroidismo/etiología , Persona de Mediana Edad , Procedimientos Quirúrgicos Mínimamente Invasivos/instrumentación , Neoplasias de las Paratiroides/patología , Neoplasias de las Paratiroides/cirugía , Paratiroidectomía/métodos , Cintigrafía , Medición de Riesgo , Sensibilidad y Especificidad
13.
Clin Neurol Neurosurg ; 139: 244-6, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26519897

RESUMEN

BACKGROUND: Performance on figure copy tests has been shown to predict progressive cognitive decline in Parkinson's disease (PD). Historically, the interlocking pentagons from the Mini Mental State Exam (MMSE) have been the figure copy test most commonly used during cognitive screening evaluations. However, the wire cube from the Montreal Cognitive Assessment (MoCA) is increasingly being used. OBJECTIVE: To evaluate which of these figure copy tests is more sensitive for cognitive impairment in PD. METHODS: Sixty-three PD patients from UK and USA completed the MMSE and MoCA. Logistic regression and sensitivity/specificity analyses were used to evaluate the utility of each figure copy test for detecting global cognitive impairment. RESULTS: The wire cube was a significant indicator of cognitive impairment (OR=4.79, 95% CI=1.63-14.07, p=0.004), with a sensitivity/specificity of 0.74/0.63 in our sample. In contrast, interlocking pentagons were not a significant indicator of cognitive impairment (OR=1.88, 95% CI=0.54-6.50, p=0.32), with a sensitivity/specificity of 0.26/0.84. CONCLUSION: The wire cube is more sensitive to cognitive impairment in PD, most likely related to its greater complexity. The results have implications for clinicians who may have time for just one figure copying task as part of a brief screen for cognitive impairment in busy clinics and for researchers applying the PD mild cognitive impairment diagnostic criteria necessitating two tests of visuospatial function to be administered.


Asunto(s)
Trastornos del Conocimiento/diagnóstico , Disfunción Cognitiva/diagnóstico , Demencia/diagnóstico , Enfermedad de Parkinson/diagnóstico , Anciano , Anciano de 80 o más Años , Estudios de Casos y Controles , Trastornos del Conocimiento/etiología , Trastornos del Conocimiento/psicología , Disfunción Cognitiva/etiología , Disfunción Cognitiva/psicología , Demencia/etiología , Demencia/psicología , Femenino , Humanos , Modelos Logísticos , Masculino , Escala del Estado Mental , Persona de Mediana Edad , Pruebas Neuropsicológicas , Enfermedad de Parkinson/complicaciones , Enfermedad de Parkinson/psicología , Sensibilidad y Especificidad , Reino Unido , Estados Unidos
14.
IET Syst Biol ; 9(6): 226-33, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26577157

RESUMEN

This study describes how the application of evolutionary algorithms (EAs) can be used to study motor function in humans with Parkinson's disease (PD) and in animal models of PD. Human data is obtained using commercially available sensors via a range of non-invasive procedures that follow conventional clinical practice. EAs can then be used to classify human data for a range of uses, including diagnosis and disease monitoring. New results are presented that demonstrate how EAs can also be used to classify fruit flies with and without genetic mutations that cause Parkinson's by using measurements of the proboscis extension reflex. The case is made for a computational approach that can be applied across human and animal studies of PD and lays the way for evaluation of existing and new drug therapies in a truly objective way.


Asunto(s)
Algoritmos , Antiparkinsonianos/uso terapéutico , Diagnóstico por Computador/métodos , Enfermedad de Parkinson/diagnóstico , Enfermedad de Parkinson/tratamiento farmacológico , Animales , Drosophila melanogaster , Femenino , Humanos , Masculino , Pez Cebra
15.
Mayo Clin Proc ; 77(1): 97-100, 2002 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-11795252

RESUMEN

The syndrome of watery diarrhea associated with hypokalemia and achlorhydria was originally described in 1958. Subsequently, this syndrome was shown to be caused by a neuroendocrine tumor secreting vasoactive intestinal peptide (VIP), and such tumors are almost always pancreatic in origin. We describe the case of a 78-year-old woman with gradual onset of hypokalemia, watery diarrhea, and weight loss. After a left adrenal mass was discovered, the patient chose medical therapy over surgical intervention. Initially her condition responded, then gradually became refractory to medical therapy. She had elevated levels of VIP, pancreatic polypeptide, dopamine, and vanillylmandelic acid. Subsequently, the patient underwent surgical excision of the mass that was found to be a VIP-producing pheochromocytoma. After surgery her diarrhea subsided, and her electrolytes and affected neuroendocrine hormone levels normalized.


Asunto(s)
Neoplasias de las Glándulas Suprarrenales/metabolismo , Feocromocitoma/metabolismo , Péptido Intestinal Vasoactivo/metabolismo , Neoplasias de las Glándulas Suprarrenales/patología , Neoplasias de las Glándulas Suprarrenales/cirugía , Anciano , Diarrea/etiología , Femenino , Humanos , Hipopotasemia/etiología , Feocromocitoma/patología , Feocromocitoma/cirugía
16.
Mayo Clin Proc ; 78(12): 1501-4, 2003 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-14661679

RESUMEN

OBJECTIVE: To determine the safety and results of laparoscopic resection of benign pheochromocytomas. PATIENTS AND METHODS: We retrospectively reviewed the medical charts of all patients who underwent laparoscopic adrenalectomy for benign pheochromocytomas at all 3 Mayo Clinic sites between January 1, 1992, and December 31, 2001. Demographics, comorbidities, clinical presentation, imaging studies, biochemical findings, operative intervention, and outcome were examined. Long-term follow-up was obtained via chart review and/or by direct telephone contact with the patient or a relative. RESULTS: Twenty-four women and 23 men with a mean age of 53.1 years (range, 16-81 years) underwent attempted laparoscopic resection of pheochromocytomas. In 5 patients, the procedure was converted to open laparotomy because of bleeding (2), inadequate exposure (2), and adhesions (1). The mean tumor size was 4.3 cm. The mean operative time (181.8 vs 1405 minutes; P = .03), mean hospital stay (6.00 vs 2.64 days; P < .001), and mean blood loss (340 mL vs 80 mL; P < .001) were greater in patients who underwent open laparotomy vs those who underwent laparoscopic resection. All specimens were classified as benign. The mean follow-up was 41 months (range, 10-89 months). No patients experienced a recurrence or developed metastatic disease. CONCLUSIONS: In light of surgical and anesthesia expertise, laparoscopic resection of benign pheochromocytomas is safe and effective with resultant short hospital stays. A low threshold to convert to an open procedure reduces operative times and decreases potentially serious complications. Although there have been no recurrences to date, long-term follow-up is required for all patients, especially those with hereditary forms of pheochromocytomas.


Asunto(s)
Neoplasias de las Glándulas Suprarrenales/cirugía , Adrenalectomía/métodos , Laparoscopía , Feocromocitoma/cirugía , Adolescente , Neoplasias de las Glándulas Suprarrenales/patología , Adulto , Anciano , Anciano de 80 o más Años , Pérdida de Sangre Quirúrgica , Femenino , Humanos , Ileus/etiología , Laparoscopía/efectos adversos , Tiempo de Internación/estadística & datos numéricos , Masculino , Persona de Mediana Edad , Feocromocitoma/patología , Edema Pulmonar/etiología , Estudios Retrospectivos , Adherencias Tisulares/complicaciones , Resultado del Tratamiento
17.
Biosystems ; 112(2): 94-101, 2013 May.
Artículo en Inglés | MEDLINE | ID: mdl-23499822

RESUMEN

Artificial biochemical networks (ABNs) are a class of computational dynamical system whose architectures are motivated by the organisation of genetic and metabolic networks in biological cells. Using evolutionary algorithms to search for networks with diagnostic potential, we demonstrate how ABNs can be used to carry out classification when stimulated with time series data collected from human subjects with and without Parkinson's disease. Artificial metabolic networks, composed of coupled discrete maps, offer the best recognition of Parkinsonian behaviour, achieving accuracies in the region of 90%. This is comparable to the diagnostic accuracies found in clinical diagnosis, and is significantly higher than those found in primary and non-expert secondary care. We also illustrate how an evolved classifier is able to recognise diverse features of Parkinsonian behaviour and, using perturbation analysis, show that the evolved classifiers have interesting computational behaviours.


Asunto(s)
Algoritmos , Redes y Vías Metabólicas/fisiología , Redes Neurales de la Computación , Enfermedad de Parkinson/fisiopatología , Biología Computacional/métodos , Humanos , Modelos Neurológicos , Enfermedad de Parkinson/diagnóstico , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
19.
Head Neck Oncol ; 1: 34, 2009 Sep 17.
Artículo en Inglés | MEDLINE | ID: mdl-19761601

RESUMEN

Cancer poses a massive health burden with incidence rates expected to double globally over the next decade. In the United Kingdom screening programmes exists for cervical, breast, and colorectal cancer. The ability to screen individuals for solid malignant tumours using only a peripheral blood sample would revolutionise cancer services and permit early diagnosis and intervention. Raman spectroscopy interrogates native biochemistry through the interaction of light with matter, producing a high definition biochemical 'fingerprint' of the target material. This paper explores the possibility of using Raman spectroscopy to discriminate between cancer and non-cancer patients through a peripheral blood sample. Forty blood samples were obtained from patients with Head and Neck cancer and patients with respiratory illnesses to act as a positive control. Raman spectroscopy was carried out on all samples with the resulting spectra being used to build a classifier in order to distinguish between the cancer and respiratory patients' spectra; firstly using principal component analysis (PCA)/linear discriminant analysis (LDA), and secondly with a genetic evolutionary algorithm. The PCA/LDA classifier gave a 65% sensitivity and specificity for discrimination between the cancer and respiratory groups. A sensitivity score of 75% with a specificity of 75% was achieved with a 'trained' evolutionary algorithm. In conclusion this preliminary study has demonstrated the feasibility of using Raman spectroscopy in cancer screening and diagnostics of solid tumours through a peripheral blood sample. Further work needs to be carried out for this technique to be implemented in the clinical setting.


Asunto(s)
Detección Precoz del Cáncer/métodos , Neoplasias/diagnóstico , Espectrometría Raman/métodos , Femenino , Humanos , Masculino , Persona de Mediana Edad , Neoplasias/sangre , Análisis de Componente Principal
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