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1.
BMC Infect Dis ; 24(1): 176, 2024 Feb 09.
Artículo en Inglés | MEDLINE | ID: mdl-38331746

RESUMEN

BACKGROUND: Cervical cancer is the fourth most common cancer among women, with persistent high-risk human papillomavirus (HPV) infection being responsible for its progression. In healthy, pre-menopausal women, the vaginal pH value is maintained at 3.8-4.5, but various factors can affect it. Previous studies have suggested the relationship between vaginal pH value and HPV infection. In this study, we aimed to explore the relationship between vaginal pH and susceptibility of HPV infection. METHODS: In our study, we retrospectively collected medical information from women who underwent leukorrhea examination at our hospital. We excluded women with infectious diseases or cancer, those who were pregnant or within 6 months post-delivery, and those without HPV test results within 6 months. The association between percentage of HPV infection and vaginal pH value was analyzed. Furthermore, we prepared HPV pseudovirus (PsVs) by co-transfecting structure plasmids and report plasmids in 293FT cells. In vitro, we changed the pH value of cell culture medium to investigate its influence on HPV PsVs infection. In vivo, we changed mouse's vaginal pH value to investigate its influence on HPV PsVs infection. RESULTS: Our retrospective study included 3115 women aged 20-78, including 2531 women with HPV negative and 584 women with HPV positive. The percentages of both HPV infection and high-risk HPV infection were higher in women with a vaginal pH value ≥5.0 compared to those with a pH value < 5.0. In vitro, HPV PsVs infection rate was higher in cell culture medium of higher pH value, dominantly due to the influence of pH value on the stage of HPV PsVs adhering to cell surface. Neither of the cell surface HPV receptors Syndecan-1 nor integrin α6 was found to be changed obviously in different pH values. In vivo, more HPV PsVs were adhered to the mouse's vaginal epithelial cells with the increase of the vaginal pH value. CONCLUSIONS: Our study suggests a possible association between vaginal pH value and HPV infection. The pH value can influence the susceptibility of HPV PsVs infection by affecting the adhering of HPV PsVs to cells in vivo and in vitro. Additionally, the cell surface HPV receptors Syndecan-1 and Integrin α6 do not seem to be affected by pH value, and the specific mechanism needs to be further explored.


Asunto(s)
Infecciones por Papillomavirus , Neoplasias del Cuello Uterino , Animales , Ratones , Humanos , Femenino , Estudios Retrospectivos , Sindecano-1 , Integrina alfa6 , Papillomaviridae/genética , Concentración de Iones de Hidrógeno
2.
Med Biol Eng Comput ; 62(6): 1615-1638, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38418768

RESUMEN

The scientific diagnosis and treatment of patients with diabetes require frequent blood glucose testing and insulin delivery to normoglycemia. Therefore, an artificial pancreas with a continuous blood glucose (BG) monitoring function is an urgent research target in the medical industry. The problem of closed-loop algorithmic control of the BG with a time delay is a key and difficult issue that needs to be overcome in the development of an artificial pancreas. Firstly, the composition, structure, and control characteristics of the artificial pancreas are introduced. Subsequently, the research progress of artificial pancreas control algorithms is reviewed, and the characteristics, advantages, and disadvantages of proportional-integral-differential control, model predictive control, and artificial intelligence control are compared and analyzed to determine whether they are suitable for the practical application of the artificial pancreas. Additionally, key advancements in areas such as blood glucose data monitoring, adaptive models, wearable devices, and fully automated artificial pancreas systems are also reviewed. Finally, this review highlights that meal prediction, control safety, integration, streamlining the optimization of control algorithms, constant temperature preservation of insulin, and dual-hormone artificial pancreas are issues that require further attention in the future.


Asunto(s)
Algoritmos , Glucemia , Insulina , Páncreas Artificial , Humanos , Glucemia/análisis , Insulina/administración & dosificación , Automonitorización de la Glucosa Sanguínea/métodos , Inteligencia Artificial , Diabetes Mellitus/terapia , Sistemas de Infusión de Insulina
3.
Int J Hyperthermia ; 40(1): 2212885, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37217194

RESUMEN

AIM: High-intensity focused ultrasound (HIFU) is a non-invasive treatment of adenomyosis. Uterine rupture during pregnancy is a rare adverse event after HIFU treatment, because HIFU treatment results in tissue coagulative necrosis. METHODS: We reported a case of uterine rupture in a 34-year-old woman. The woman had HIFU treatment for adenomyosis eight months before unplanned pregnancy. She was closely monitored during the pregnancy and the antenatal course was uneventful. At the gestational age of 38 weeks and 2 days, an emergency lower segment cesarean section was performed because of inexplainable abdominal pain. After delivery of the fetus, a 2 × 2 cm serous membrane rupture was observed in the HIFU treatment area. CONCLUSION: Uterine rupture during pregnancy after HIFU is a rare adverse event, however, attention is required during the whole pregnancy in case of unexpected uterine rupture.


Asunto(s)
Adenomiosis , Ultrasonido Enfocado de Alta Intensidad de Ablación , Rotura Uterina , Adulto , Femenino , Humanos , Embarazo , Adenomiosis/diagnóstico por imagen , Adenomiosis/cirugía , Cesárea , Ultrasonido Enfocado de Alta Intensidad de Ablación/efectos adversos , Ultrasonido Enfocado de Alta Intensidad de Ablación/métodos , Resultado del Tratamiento , Rotura Uterina/etiología , Rotura Uterina/terapia
6.
Comput Biol Med ; 146: 105636, 2022 07.
Artículo en Inglés | MEDLINE | ID: mdl-35751182

RESUMEN

Machine vision is being employed in defect detection, size measurement, pattern recognition, image fusion, target tracking and 3D reconstruction. Traditional cancer detection methods are dominated by manual detection, which wastes time and manpower, and heavily relies on the pathologists' skill and work experience. Therefore, these manual detection approaches are not convenient for the inheritance of domain knowledge, and are not suitable for the rapid development of medical care in the future. The emergence of machine vision can iteratively update and learn the domain knowledge of cancer cell pathology detection to achieve automated, high-precision, and consistent detection. Consequently, this paper reviews the use of machine vision to detect cancer cells in histopathology images, as well as the benefits and drawbacks of various detection approaches. First, we review the application of image preprocessing and image segmentation in histopathology for the detection of cancer cells, and compare the benefits and drawbacks of different algorithms. Secondly, for the characteristics of histopathological cancer cell images, the research progress of shape, color and texture features and other methods is mainly reviewed. Furthermore, for the classification methods of histopathological cancer cell images, the benefits and drawbacks of traditional machine vision approaches and deep learning methods are compared and analyzed. Finally, the above research is discussed and forecasted, with the expected future development tendency serving as a guide for future research.


Asunto(s)
Algoritmos , Neoplasias , Procesamiento de Imagen Asistido por Computador/métodos , Neoplasias/diagnóstico por imagen
7.
ACS Appl Bio Mater ; 5(3): 1057-1063, 2022 03 21.
Artículo en Inglés | MEDLINE | ID: mdl-35191667

RESUMEN

Optical imaging of targeted compartments within living animals has been widely adopted in many research areas. In particular, various fluorescence-based probes and emerged photoacoustic molecules that enable sensitive and specific imaging through tissue have greatly advanced clinically relevant studies. However, delivery and signal penetration have placed requirements on the performance of conventional optical probes. Here, we use hallow tantalum oxide (TaOx) nanoparticles to enclose fluorogen-activating protein (FAP) for the in vivo fluorescence and photoacoustic imaging of cancer cells. We found that the TaOx shell can provide a natural cover for the enclosed fluorogen/FAP complexes, protecting them from photobleaching and common biodegradation. Moreover, we have developed a near-infrared excitable tetrafluorinated photoacoustic fluorogen for the specific and persistent photoacoustic imaging of tumors. We believe that this enclosing and delivery strategy of optical biomolecules will be an attractive alternative for bioimaging.


Asunto(s)
Nanocáscaras , Técnicas Fotoacústicas , Animales , Colorantes Fluorescentes , Óxidos , Técnicas Fotoacústicas/métodos , Tantalio
8.
Front Oncol ; 12: 836481, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35223516

RESUMEN

OBJECTIVES: To vertically analyze the trend of surgical approaches, demographics, surgical morbidity, and long-term survival outcomes of early-stage cervical cancer over the past 11 years and to determine whether there have been any significant changes. METHODS: A total of 851 patients with consecutive International Federation of Gynecology and Obstetrics (FIGO) 2009 stage IA-IIA cervical cancer diagnosed between January 2008 and June 2018 at a single center in China were included in this retrospective study. Trends in the rate of minimally invasive surgery (MIS), demographics, surgical morbidities, and long-term survival outcomes were determined. We categorized patients into two groups according to their year of operation. The demographics, pathological factors, surgical morbidity, and long-term survival outcomes were compared between these two groups. RESULTS: Regarding the surgical approach, there was a significant increase in the rate of laparoscopic radical hysterectomy (LRH) performed over the study period, from 7.8% in 2008 to 72.5% in 2018 (p < 0.0001). The mean age of patients who underwent abdominal radical hysterectomy (ARH) has increased slightly from 2008 to 2018, and those who underwent ARH in the second half of the study period (2014-2018) were significantly older (45.01 vs. 47.50 years; p = 0.001). The most impressive changes over the past 11 years have occurred in the surgical morbidity in both the ARH and LRH groups. The overall surgical morbidity decreased from 29.2% in 2008 to 11.9% in 2018, with an annual rate of 1.57%. The median estimated blood loss volume of the ARH group was 500 ml (range 50-2,000) in the first few years compared to 400 ml (30-2500) in the last few years of the study period (p < 0.0001), which in the LRH group was 350 ml (range 150-800) and 150 ml (range 5-1,000), respectively (p < 0.0001). Similarly, allogeneic blood transfusions and hospital stay have all decreased dramatically over time in both approaches. On the other hand, our study did not reveal any significant statistical changes in long-term survival outcomes over the follow-up period in either group. CONCLUSIONS: The findings of our study demonstrate that great progress in surgically managed cervical cancer has been made over the last decade in West China. Our retrospective study demonstrated that the year of operation does not appear to influence the long-term survival, but the surgical morbidity impressively decreased over the study period in both the ARH and LRH groups, which reflects that the higher hospital surgical volume for radical hysterectomy (RH) was not associated with lower survival outcomes but related to the reduction of surgical morbidity.

9.
J Minim Invasive Gynecol ; 29(4): 578, 2022 04.
Artículo en Inglés | MEDLINE | ID: mdl-35032626
10.
Medicine (Baltimore) ; 100(8): e24911, 2021 Feb 26.
Artículo en Inglés | MEDLINE | ID: mdl-33663124

RESUMEN

RATIONALE: Vaginal leiomyoma is a rare type of leiomyoma that occurs on the wall of vagina. Treatment for vaginal leiomyoma is varied and is based on the location and size of the leiomyoma. PATIENT CONCERNS: In this case, a 24-year-old newly married Chinese woman complained of dyspareunia. The physical examination revealed a solid mass on the anterior wall of vagina. It almost filled up the whole vagina cavity. DIAGNOSIS: Transvaginal ultrasound showed a tumor on the anterior wall of vagina. Pelvic computed tomography (CT) and magnetic resonance imaging (MRI) also confirmed the tumor on vaginal wall. Fine needle aspiration biopsy confirmed fibrous and smooth muscle tissue in the tumor, and immunohistochemical examination found the estrogen receptor (ER) and progesterone receptor (PR) were positive. INTERVENTIONS: 6 courses of gonadotropin-releasing hormone (GnRH) analogue were given before the patient underwent complete surgical resection through vagina. OUTCOME: No postoperative complications occurred, and the patient was discharged from the hospital 3 days after surgery. Follow-up after 3 months revealed negative symptoms of genitourinary system. No sign of recurrence was found. CONCLUSION: In this case, vaginal leiomyoma was diagnosed with help of imagological examinations like ultrasound, CT, and MRI, as well as pathological examination like fine needle aspiration biopsy. Preoperative GnRH analogue treatment can ensure smooth surgical procedure, and reduce blood loss during surgery.


Asunto(s)
Leiomioma/patología , Neoplasias Vaginales/patología , Antineoplásicos Hormonales/uso terapéutico , Biopsia con Aguja Fina , Terapia Combinada , Femenino , Hormona Liberadora de Gonadotropina/uso terapéutico , Humanos , Leiomioma/diagnóstico por imagen , Leiomioma/terapia , Imagen por Resonancia Magnética , Tomografía Computarizada por Rayos X , Neoplasias Vaginales/diagnóstico por imagen , Neoplasias Vaginales/terapia , Adulto Joven
11.
Sci Rep ; 11(1): 663, 2021 01 12.
Artículo en Inglés | MEDLINE | ID: mdl-33436678

RESUMEN

Assessment of the pressure and velocity of urine flow for different diameter ratios of prostatic urethra (RPU) after transurethral surgery using computational fluid dynamics (CFD). A standardized and idealized two-dimensional CFD model after transurethral surgery (CATS-1st) was developed for post-surgery mid-voiding. Using CATS-1st, 210 examples were amplified according to an array of size [3][5][14], which contained three groups of longitudinal diameters of prostatic urethra (LD-PU). Each of these groups contained five subgroups of transverse diameters of the bladder neck (TD-BN), each with 14 examples of transverse diameters of PU (TD-PU). The pressure and velocity of urine flow were monitored through flow dynamics simulation, and the relationship among RPU-1 (TD-PU/TD-BN), RPU-2 (RPU-1/LD-PU), the transverse diameter of the vortex, and the midpoint velocity of the external urethral orifice (MV-EUO) was determined. A total of 210 CATS examples, including CATS-1st examples, were analyzed. High (bladder and PU) and medium/low (the rest of the urethra) pressure zones, and low (bladder), medium (PU), and high (the rest of the urethra) velocity zones were determined. The rapid changes in the velocity were concentrated in and around the PU. Laminar flow was present in all the examples. The vortices appeared and then gradually shrank with reducing RPU on both the sides of PU in 182 examples. In the vortex examples, minimum RPU-1 and RPU-2 reached close to the values of 0.79 and 0.02, respectively. MV-EUO increased gradually with decreasing RPU. In comparison to the vortex examples, the non-vortex examples exhibited a significantly higher (p < 0.01) MV-EUO. The developed CFD models (CATS) presented an effective simulation of urine flow behavior within the PU after transurethral surgery for benign prostatic hyperplasia (BPH). These models could prove to be useful for morphological repair in PU after transurethral surgery.


Asunto(s)
Simulación por Computador , Hidrodinámica , Próstata/fisiopatología , Hiperplasia Prostática/fisiopatología , Uretra/fisiopatología , Micción/fisiología , Anciano , Humanos , Masculino , Próstata/cirugía , Hiperplasia Prostática/cirugía , Uretra/cirugía
12.
J Minim Invasive Gynecol ; 28(9): 1573-1578, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-33497723

RESUMEN

STUDY OBJECTIVE: In 2018, the Laparoscopic Approach to Cervical Cancer trial reported that patients undergoing minimally invasive surgery for cervical cancer (CC) had poorer outcomes than patients undergoing open surgery. Several hypotheses have been made to explain the results. We aimed to investigate whether laparoscopic procedures and use of a uterine manipulator increase the risk of lymphovascular space invasion (LVSI) in early-stage CC. DESIGN: A retrospective study. SETTING: A Chinese women's and children's hospital. PATIENTS: Patients with early-stage CC who underwent radical hysterectomy in West China Second University Hospital between April 2019 and May 2020. INTERVENTIONS: Laparoscopic surgery (with uterine manipulator and uterine manipulator-free) and open surgery. MEASUREMENTS AND MAIN RESULTS: A total of 979 patients diagnosed with CC were registered in West China Second University Hospital for surgical treatment. Of these, 525 patients underwent laparoscopic surgery and 454 patients underwent open surgery. In total, 735 patients with early-stage cancer underwent radical hysterectomy and pelvic lymphadenectomy, including 357 by laparoscopic surgery and 378 by open surgery. For those who underwent radical hysterectomy and pelvic lymphadenectomy, the incidence of LVSI was 48.41% and 47.34% in laparoscopic and open groups, respectively (p = .771). After 1:1 propensity score matching with age, International Federation of Gynecology and Obstetrics stage, pathology, and tumor size, the incidence of LVSI was 45.54% and 51.79% in laparoscopic and open groups, respectively (p = .186). Subdividing the laparoscopic group into uterine manipulator and uterine manipulator-free groups, the incidence of LVSI was 45.22% and 48.35%, respectively (p = .580). After propensity score matching with age, International Federation of Gynecology and Obstetrics stage, pathology, and tumor size, the incidence of LVSI was 45.78% and 55.42% in these 2 groups, respectively (p = .214). Multiple factor analysis revealed that lymph node metastasis and deep stromal invasion were associated with LVSI (p value <.05 in both groups). CONCLUSION: The surgical approach and use of a uterine manipulator are not associated with LVSI in surgery for early-stage CC. Lymph node metastasis and deep stromal invasion are associated with LVSI.


Asunto(s)
Laparoscopía , Neoplasias del Cuello Uterino , Femenino , Humanos , Histerectomía , Escisión del Ganglio Linfático , Estadificación de Neoplasias , Estudios Retrospectivos , Neoplasias del Cuello Uterino/patología , Neoplasias del Cuello Uterino/cirugía
13.
Trials ; 20(1): 419, 2019 Jul 10.
Artículo en Inglés | MEDLINE | ID: mdl-31291976

RESUMEN

BACKGROUND: Stroke is characterized by high morbidity, high mortality, and high disability. Spasticity, one of the most common complications after stroke, may reduce the potential success of rehabilitation and has a detrimental effect on stroke patients' daily function and quality of life. Moreover, the long-term management of spasticity is a financial burden to patients and increases societal costs. The current treatments, mainly including physical therapy, oral drugs, drug injection therapy, and surgical interventions, have been used to reduce spasticity. However, every conventional approach has its limitations. Acupuncture at the "Wang's Jiaji" acupoints, based on the experience of the famous old doctor of traditional Chinese medicine (TCM) Le Ting Wang in treating post-stroke limb spasm, has been widely practiced in our department. This intervention has effectively avoided the controversy around acupuncture at local acupoints on the limbs, and is easy to apply without side effects. Our previous studies had found that acupuncture at the "Wang's Jiaji-points" can reduce the occurrence and severity of spasticity occurring after stroke in the early stage (the first 21 days). In this study, we chose patients in the convalescent stage, 1-6 months after stroke, so as to study the efficacy and the specific intervention time of "Wang's jiaji" in the convalescent stage after stroke. METHODS: This is a randomized, controlled, and single-blind study. Patients in the convalescent stage within 1-6 months of ischemic stroke will be selected as subjects. A total of 100 subjects will be randomly assigned to two groups. The acupuncture group will be given acupuncture treatment five times a week; the medicine group will be given 10mg baclofen three times a day. These two groups will continue to receive current usual care for the prevention and treatment of cerebrovascular diseases, but drugs that affect muscle tone will not be allowed. The treatment will last for 2 weeks. The primary outcome measurement is the simplified Fugl-Meyer Assessment. The secondary outcome measurements are the Modified Ashworth Scale, Modified Barthel Scale, and the H-reflex, F response, and H/M ratios of electromyography. All outcome measurements are assessed at baseline, 2 weeks, 4 weeks, and 12 weeks after first treatment except the electromyography, which is assessed at baseline and 2 weeks after first acupuncture. DISCUSSION: This trial aims to evaluate the effects and the specific intervention time of "Wang's Jiaji" acupoints on spasticity after stroke. TRIAL REGISTRATION: ISRCTN registry, ISRCTN31511176 . Registered on 29 August 2017. Version number of protocol 2016-2-1161 Version date of protocol: 2016-1.


Asunto(s)
Puntos de Acupuntura , Terapia por Acupuntura , Isquemia Encefálica/rehabilitación , Convalecencia , Espasticidad Muscular/rehabilitación , Rehabilitación de Accidente Cerebrovascular/métodos , Accidente Cerebrovascular/terapia , Terapia por Acupuntura/efectos adversos , Adulto , Anciano , Anciano de 80 o más Años , Beijing , Isquemia Encefálica/diagnóstico , Isquemia Encefálica/fisiopatología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Espasticidad Muscular/diagnóstico , Espasticidad Muscular/fisiopatología , Ensayos Clínicos Controlados Aleatorios como Asunto , Método Simple Ciego , Accidente Cerebrovascular/diagnóstico , Accidente Cerebrovascular/fisiopatología , Rehabilitación de Accidente Cerebrovascular/efectos adversos , Factores de Tiempo , Resultado del Tratamiento
14.
IEEE Trans Neural Syst Rehabil Eng ; 21(6): 880-6, 2013 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-24122570

RESUMEN

Reliable prediction of forthcoming seizures will be a milestone in epilepsy research. A method capable of timely predicting the occurrence of seizures could significantly improve the quality of life for epilepsy patients and open new therapeutic approaches. Seizures are usually characterized by generalized spike wave discharges. With the advent of seizures, the variation of spike rate (SR) will have different manifestations. In this study, a seizure prediction approach based on spike rate is proposed and evaluated. Firstly, a low-pass filter is applied to remove the high frequency artifacts in electroencephalogram (EEG). Then, the morphology filter is used to detect spikes and compute SR, and SR is smoothed with an average filter. Finally, the performance of smoothed SR (SRm) in EEG during interictal, preictal, and ictal periods is analyzed and employed as an index for seizure prediction. Experiments with long-term intracranial EEGs of 21 patients show that the proposed seizure prediction approach achieves a sensitivity of 75.8% with an average false prediction rate of 0.09/h. The low computational complexity of the proposed approach enables its possibility of applications in an implantable device for epilepsy therapy.


Asunto(s)
Potenciales de Acción/fisiología , Algoritmos , Diagnóstico por Computador/métodos , Electroencefalografía/métodos , Convulsiones/diagnóstico , Convulsiones/fisiopatología , Procesamiento de Señales Asistido por Computador , Humanos , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
15.
IEEE Trans Biomed Eng ; 60(12): 3375-81, 2013 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-23629837

RESUMEN

Automatic seizure detection plays an important role in long-term epilepsy monitoring, and seizure detection algorithms have been intensively investigated over the years. This paper proposes an algorithm for seizure detection using lacunarity and Bayesian linear discriminant analysis (BLDA) in long-term intracranial EEG. Lacunarity is a measure of heterogeneity for a fractal. The proposed method first conducts wavelet decomposition on EEGs with five scales, and selects the wavelet coefficients at scale 3, 4, and 5 for subsequent processing. Effective features including lacunarity and fluctuation index are extracted from the selected three scales, and then sent into the BLDA for training and classification. Finally, postprocessing which includes smoothing, threshold judgment, multichannels integration, and collar technique is applied to obtain high sensitivity and low false detection rate. The proposed algorithm is evaluated on 289.14 h intracranial EEG data from 21-patient Freiburg dataset and yields a sensitivity of 96.25% and a false detection rate of 0.13/h with a mean delay time of 13.8 s.


Asunto(s)
Electrocorticografía/métodos , Epilepsia/diagnóstico , Análisis de Ondículas , Algoritmos , Teorema de Bayes , Análisis Discriminante , Humanos , Sensibilidad y Especificidad
16.
IEEE Trans Neural Syst Rehabil Eng ; 20(6): 749-55, 2012 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-22868635

RESUMEN

Automatic seizure detection is of great significance for epilepsy long-term monitoring, diagnosis, and rehabilitation, and it is the key to closed-loop brain stimulation. This paper presents a novel wavelet-based automatic seizure detection method with high sensitivity. The proposed method first conducts wavelet decomposition of multi-channel intracranial EEG (iEEG) with five scales, and selects three frequency bands of them for subsequent processing. Effective features are extracted, such as relative energy, relative amplitude, coefficient of variation and fluctuation index at the selected scales, and then these features are sent into the support vector machine for training and classification. Afterwards a postprocessing is applied on the raw classification results to obtain more accurate and stable results. Postprocessing includes smoothing, multi-channel decision fusion and collar technique. Its performance is evaluated on a large dataset of 509 h from 21 epileptic patients. Experiments show that the proposed method could achieve a sensitivity of 94.46% and a specificity of 95.26% with a false detection rate of 0.58/h for seizure detection in long-term iEEG.


Asunto(s)
Electroencefalografía/instrumentación , Convulsiones/diagnóstico , Máquina de Vectores de Soporte , Análisis de Ondículas , Algoritmos , Automatización , Interpretación Estadística de Datos , Electroencefalografía/métodos , Reacciones Falso Positivas , Humanos , Modelos Lineales , Procesamiento de Señales Asistido por Computador
17.
Epilepsy Behav ; 24(4): 415-21, 2012 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-22687388

RESUMEN

Automatic seizure detection is significant in both diagnosis of epilepsy and relieving the heavy workload of inspecting prolonged EEG. This paper presents a new seizure detection method for multi-channel long-term EEG. The fractal intercept derived from fractal geometry is extracted as a novel nonlinear feature of EEG signals, and the relative fluctuation index is calculated as a linear feature. The feature vector, consisting of the two EEG descriptors, is fed into a single-layer neural network for classification. Extreme learning machine (ELM) algorithm is adopted to train the neural network. Finally, post-processing including smoothing, channel fusion, and collar technique is employed to obtain more accurate and stable results. Both the segment-based and event-based assessments are used for the performance evaluation of this method on the 21-patient Freiburg dataset. The segment-based sensitivity of 91.72% and specificity of 94.89% were achieved. For the event-based assessment, this method yielded a sensitivity of 93.85% with a false detection rate of 0.35/h.


Asunto(s)
Ondas Encefálicas/fisiología , Electroencefalografía , Epilepsia/diagnóstico , Modelos Lineales , Dinámicas no Lineales , Procesamiento de Señales Asistido por Computador , Algoritmos , Mapeo Encefálico , Humanos , Redes Neurales de la Computación , Sensibilidad y Especificidad
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