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1.
Childs Nerv Syst ; 40(3): 947-951, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38052889

RESUMEN

INTRODUCTION: We present a unique case of monozygotic female twins with virtually identical clinical and radiological presentations of supratentorial hydrocephalus and cystic formations from the suprasellar cistern. DISCUSSION: Evaluating genetic predispositions and prenatal exposures is crucial for hydrocephalus in twins. Familial cases imply a genetic contribution to the development of these anomalies, including chromosomal abnormalities and specific variants linked to arachnoid cyst formation in various syndromes. Extensive genetic analyses found no pathogenic variants in the twins. Prenatal exposure to anti-epileptic medication was known during pregnancy and may be associated with fetal abnormalities, but not central nervous system (CNS) malformations, and was therefore not considered the cause of the condition in the twins. The twins presenting simultaneously with hydrocephalus caused by suprasellar cysts (SAC) underwent a two-step surgical management: initial ventriculoperitoneal shunt (VPS) placement followed by fenestration. Postoperative imaging showed cyst reduction, but a secondary VPS was necessary in both cases. CONCLUSION: Genetic analysis is less likely to identify a monogenic etiology in non-syndromic cases of SACs, which are assumed to be multifactorial. There is no established evidence linking a teratogenic effect of anti-epileptic drugs to CNS malformations. Moreover, the surgical treatment of this complex condition constitutes a point of discussion.


Asunto(s)
Quistes Aracnoideos , Hidrocefalia , Embarazo , Femenino , Humanos , Hidrocefalia/diagnóstico por imagen , Hidrocefalia/genética , Hidrocefalia/cirugía , Anticonvulsivantes , Predisposición Genética a la Enfermedad , Periodo Posoperatorio
2.
Eur J Neurol ; 30(10): 3047-3055, 2023 10.
Artículo en Inglés | MEDLINE | ID: mdl-37433569

RESUMEN

BACKGROUND AND PURPOSE: Idiopathic normal pressure hydrocephalus (iNPH) is a potentially treatable disorder, but prognostic tests or biomarkers are lacking. The aim was to study the predictive power of clinical, neuroimaging and lumbar infusion test parameters (resistance to outflow Rout , cardiac-related pulse amplitude PA and the PA to intracranial pressure ICP ratio). METHODS: In all, 127 patients diagnosed with iNPH who had a lumbar infusion test, a subsequent ventriculo-peritoneal shunt operation and at least 2 months of postoperative follow-up were retrospectively included. Preoperative magnetic resonance images were visually scored for NPH features using the iNPH Radscale. Preoperative and postoperative assessment was performed using cognitive testing, as well as gait and incontinence scales. RESULTS: At follow-up (7.4 months, range 2-20 months), an overall positive response was seen in 82% of the patients. Gait was more severely impaired at baseline in responders compared to non-responders. The iNPH Radscale score was borderline significantly higher in responders compared with non-responders, whereas no significant differences in infusion test parameters were seen between responders and non-responders. Infusion test parameters performed modestly with high positive (75%-92%) but low negative (17%-23%) predictive values. Although not significant, PA and PA/ICP seemed to perform better than Rout , and the odds ratio for shunt response seemed to increase in patients with higher PA/ICP, especially in patients with lower iNPH Radscale scores. CONCLUSION: Although only indicative, lumbar infusion test results increased the likelihood of a positive shunt outcome. Pulse amplitude measures showed promising results that should be further explored in prospective studies.


Asunto(s)
Hidrocéfalo Normotenso , Humanos , Hidrocéfalo Normotenso/diagnóstico por imagen , Hidrocéfalo Normotenso/cirugía , Estudios Prospectivos , Estudios Retrospectivos , Presión Intracraneal/fisiología , Pronóstico
3.
Eur Radiol ; 32(7): 4954-4966, 2022 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-35195745

RESUMEN

OBJECTIVES: To investigate the validity of the Interventional Ultrasound Skills Evaluation (IUSE) tool for assessment of procedural competence in ultrasound-guided procedures in a clinical environment, including a pass/fail score. METHODS: Novices and experienced radiologists were recruited from four hospitals and were observed and assessed while performing ultrasound-guided procedures. Performances were assessed using the IUSE tool by two independent raters. Validity evidence was gathered in accordance with Messick's framework: response process was ensured by standardisation of written rater instructions. Internal structure was explored using Cronbach's alpha for internal consistency reliability; inter-rater reliability was calculated as Pearson's r independently across all ratings, and test-retest reliability was reported using Cronbach's alpha. Relationship to other variables was investigated by comparing performances of the participants in each group. Consequences evidence was explored by calculating a pass/fail standard using the contrasting groups method. RESULTS: Six novices and twelve experienced radiologists were enrolled. The IUSE tool had high internal consistency (Cronbach's alpha = 0.96, high inter-rater reliability (Pearson's r = 0.95), and high test-retest reliability (Cronbach's alpha = 0.98), and the mean score was 33.28 for novices and 59.25 for experienced with a highly significant difference (p value < 0.001). The pass/fail score was set at 55 resulting in no false positives or false negatives. CONCLUSIONS: Validity evidence from multiple sources supports the use of the IUSE tool for assessment of competence in ultrasound-guided procedures in a clinical environment and its use in high-stakes assessment such as certification. A credible pass/fail criterion was established to inform decision-making. KEY POINTS: • A multi-site validity investigation established that the Interventional Ultrasound Skills Evaluation (IUSE) tool can be used to assess procedural competence in ultrasound-guided procedures. • Validity evidence was gathered according to Messick's framework validity from the following sources: response process, internal structure, relationship to other variables, and consequences evidence. • The IUSE tool can be used for both formative and summative assessment, and a credible pass/fail score was established to help inform decision-making such as certification.


Asunto(s)
Competencia Clínica , Ultrasonografía Intervencional , Humanos , Reproducibilidad de los Resultados , Ultrasonografía
4.
Neuroradiology ; 64(11): 2119-2133, 2022 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-35871239

RESUMEN

PURPOSE: This systematic literature review aimed to identify brain computed tomography (CT) and magnetic resonance imaging (MRI) features that could be used to discriminate idiopathic normal pressure hydrocephalus (iNPH) shunt responders from non-responders. METHODS: PubMed, Embase, Web of Science, and Cochrane were searched following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Only original research articles reporting preoperative CT and/or MRI features and iNPH shunt response evaluated by changes in gait, dementia, and urinary incontinence were included. Title and abstract screening and full-text article evaluation were done by two authors. Data on patient demographics and inclusion criteria, brain image evaluation, shunting methods, and shunt response evaluation were recorded. RESULTS: The search resulted in 1274 studies after removing duplicates. Twenty-seven studies were chosen for final review. Both structural (i.e., callosal angle, disproportionately enlarged subarachnoid space hydrocephalus (DESH), and temporal horn diameter) and physiological brain imaging (including aqueductal flow measurement and brain perfusion) had been examined. Fourteen out of 27 studies found no difference in any assessed imaging parameters between responders and non-responders, and none of the examined imaging parameters was repeatedly and consistently reported as significantly different between the two groups. CONCLUSIONS: No brain imaging parameters were consistently and repeatedly reported as different between iNPH shunt responders and non-responders.


Asunto(s)
Hidrocéfalo Normotenso , Encéfalo/diagnóstico por imagen , Encéfalo/patología , Cuerpo Calloso/patología , Humanos , Hidrocéfalo Normotenso/diagnóstico por imagen , Hidrocéfalo Normotenso/cirugía , Imagen por Resonancia Magnética/métodos , Espacio Subaracnoideo/patología , Espacio Subaracnoideo/cirugía
5.
Eur Radiol ; 31(6): 4203-4211, 2021 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-33201282

RESUMEN

OBJECTIVES: To develop a generic and objective tool for assessing competence in percutaneous ultrasound-guided procedures. METHODS: Interventional ultrasound experts from the Nordic countries were invited to participate in a three-round Delphi process. A steering committee was formed to manage the process. In round 1, the experts were asked to suggest all aspects to consider when assessing competence in US-guided procedures. Suggestions were analyzed and condensed into assessment items. In round 2, the expert panel rated these items on a 1-5 scale and suggested new items. Items with a mean rating of ≤ 3.5 were excluded. In round 3, the expert panel rated the list items and suggested changes to the items. RESULTS: Twenty-five experts were invited, and response rates in the three rounds were 68% (17 out of 25), 100% (17 out of 17), and 100% (17 out of 17). The three-round Delphi process resulted in a 12-item assessment tool, using a five-point rating scale. The final assessment tool evaluates pre-procedural planning, US technique, procedural technique, patient safety, communication, and teamwork. CONCLUSIONS: Expert consensus was achieved on a generic tool for assessment of competence in percutaneous ultrasound-guided procedures-the Interventional Ultrasound Skills Evaluation (IUSE). This is the initial step in ensuring a valid and reliable method for assessment of interventional US skill. KEY POINTS: • Through a Delphi process, expert consensus was achieved on the content of an assessment tool for percutaneous ultrasound-guided procedures-the Interventional Ultrasound Skills Evaluation (IUSE) tool. • The IUSE tool is comprehensive and covers pre-procedural planning, US technique, procedural technique, patient safety, communication, and teamwork. • This is an important step in ensuring valid and reliable assessment of interventional US skills.


Asunto(s)
Competencia Clínica , Ultrasonografía Intervencional , Consenso , Técnica Delphi , Humanos , Ultrasonografía
6.
Acta Radiol ; 62(11): 1499-1514, 2021 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-34791887

RESUMEN

This review looks at highlights of the development in ultrasound, ranging from interventional ultrasound and Doppler to the newest techniques like contrast-enhanced ultrasound and elastography, and gives reference to some of the valuable articles in Acta Radiologica. Ultrasound equipment is now available in any size and for any purpose, ranging from handheld devices to high-end devices, and the scientific societies include ultrasound professionals of all disciplines publishing guidelines and recommendations. Interventional ultrasound is expanding the field of use of ultrasound-guided interventions into nearly all specialties of medicine, from ultrasound guidance in minimally invasive robotic procedures to simple ultrasound-guided punctures performed by general practitioners. Each medical specialty is urged to define minimum requirements for equipment, education, training, and maintenance of skills, also for medical students. The clinical application of contrast-enhanced ultrasound and elastography is a topic often seen in current research settings.


Asunto(s)
Publicaciones Periódicas como Asunto/historia , Radiología/historia , Ultrasonografía/historia , Catéteres , Medios de Contraste , Drenaje/historia , Drenaje/instrumentación , Diagnóstico por Imagen de Elasticidad/historia , Endosonografía/historia , Historia del Siglo XX , Historia del Siglo XXI , Humanos , Biopsia Guiada por Imagen/historia , Masculino , Próstata/diagnóstico por imagen , Recto/diagnóstico por imagen , Ultrasonografía Doppler/historia , Ultrasonografía Intervencional/historia
7.
Acta Radiol ; 60(1): 13-18, 2019 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-29665706

RESUMEN

BACKGROUND: Early detection of breast cancer (BC) is crucial in lowering the mortality. PURPOSE: To present an overview of studies concerning computer-aided detection (CAD) in screening mammography for early detection of BC and compare diagnostic accuracy and recall rates (RR) of single reading (SR) with SR + CAD and double reading (DR) with SR + CAD. MATERIAL AND METHODS: PRISMA guidelines were used as a review protocol. Articles on clinical trials concerning CAD for detection of BC in a screening population were included. The literature search resulted in 1522 records. A total of 1491 records were excluded by abstract and 18 were excluded by full text reading. A total of 13 articles were included. RESULTS: All but two studies from the SR vs. SR + CAD group showed an increased sensitivity and/or cancer detection rate (CDR) when adding CAD. The DR vs. SR + CAD group showed no significant differences in sensitivity and CDR. Adding CAD to SR increased the RR and decreased the specificity in all but one study. For the DR vs. SR + CAD group only one study reported a significant difference in RR. CONCLUSION: All but two studies showed an increase in RR, sensitivity and CDR when adding CAD to SR. Compared to DR no statistically significant differences in sensitivity or CDR were reported. Additional studies based on organized population-based screening programs, with longer follow-up time, high-volume readers, and digital mammography are needed to evaluate the efficacy of CAD.


Asunto(s)
Neoplasias de la Mama/diagnóstico por imagen , Detección Precoz del Cáncer/métodos , Mamografía/métodos , Interpretación de Imagen Radiográfica Asistida por Computador/métodos , Mama/diagnóstico por imagen , Femenino , Humanos , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
8.
Ultraschall Med ; 40(5): 584-602, 2019 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-31083742

RESUMEN

PURPOSE: To perform a systematic review of the effect of simulation-based training (SBT) of percutaneous abdominal and thoracic ultrasound-guided procedures and to assess the transfer of procedural competence to a clinical context. MATERIALS AND METHODS: This systematic review was conducted in accordance with the PRISMA statement. Pubmed, Embase, Web of Science, and the Cochrane Library were searched for studies assessing procedural competence after SBT. Two authors independently reviewed all studies and extracted data. Risk of bias was assessed using the Cochrane tool for randomized studies (RoB) and non-randomized studies (ROBINS-I). Quality of evidence was assessed using the GRADE approach. RESULTS: 42 studies were included. 6 were randomized controlled, 3 non-randomized controlled, and 33 non-randomized non-controlled. 26 studies examined US-guided abdominal procedures, 13 examined thoracic procedures, and 3 examined both. The results favored SBT compared to other educational interventions and found that training was superior to no training. Only two studies examined the transfer of procedural skills to a clinical context. All studies had a high or critical risk of bias. Thus, the quality of evidence for the effect of SBT on procedural competence was low, and evidence for its transfer to a clinical context was very low. CONCLUSION: The evidence supporting SBT of percutaneous abdominal and thoracic US-guided procedures remains insufficient due to methodological problems and a high risk of bias. Future studies should be randomized and single-blinded, use assessment tools supported by validity evidence, compare different educational strategies, and examine the transfer of skills to a clinical setting.


Asunto(s)
Abdomen , Simulación por Computador , Cavidad Torácica , Abdomen/diagnóstico por imagen , Humanos , Fantasmas de Imagen , Ensayos Clínicos Controlados Aleatorios como Asunto , Cavidad Torácica/diagnóstico por imagen , Ultrasonografía , Ultrasonografía Intervencional
9.
Ultraschall Med ; 40(1): 30-39, 2019 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-30577046

RESUMEN

The miniaturization of ultrasound equipment in the form of tablet- or smartphone-sized ultrasound equipment is a result of the rapid evolution of technology and handheld ultrasound devices (HHUSD). This position paper of the European Federation of Societies in Ultrasound and Medicine (EFSUMB) assesses the current status of HHUSD in abdominal ultrasound, pediatric ultrasound, targeted echocardiography and heart ultrasound, and we will report position comments on the most common clinical applications. Also included is a SWOT (Strength - Weaknesses - Opportunities - Threats) analysis, the use for handheld devices for medical students, educational & training aspects, documentation, storage and safety considerations.


Asunto(s)
Ecocardiografía , Ultrasonografía , Niño , Humanos , Ultrasonografía/instrumentación
11.
J Pediatr Gastroenterol Nutr ; 63(4): 389-99, 2016 10.
Artículo en Inglés | MEDLINE | ID: mdl-26925609

RESUMEN

OBJECTIVES: Adult studies have proven ultrasound elastography as a validated measure of liver fibrosis. The present study aimed to review the available literature on ultrasound elastography in children to evaluate the ability of the method to distinguish healthy from fibrotic liver tissue and investigate whether cutoff values for liver fibrosis in children have been established. METHODS: A literature search was performed in MEDLINE, EMBASE, the Cochrane Library, and Web of Science to identify studies on ultrasound elastography of the liver in children. Only original research articles in English concerning ultrasound elastography in children with and without liver disease, younger than 18 years, were included. All reference lists of the included articles were hand-searched for further references. RESULTS: Twenty-seven articles were included. Elastography in children without liver disease was investigated in 14 studies and were comparable to those existing for adults. Twelve studies compared elastography with liver biopsy in children with liver disease and found that cirrhosis was correctly diagnosed, whereas it was more difficult to assess severe fibrosis correctly. For the distinction between no, mild, and moderate fibrosis in children with liver disease the method was less accurate. Ultrasound elastography was able to differentiate between children with and without liver fibrosis. In children without liver disease ultrasound, elastography showed consistent liver stiffness values comparable to those found in adults. No fibrosis-specific cutoffs were proposed. CONCLUSIONS: Ultrasound elastography was able to diagnose cirrhosis, distinguish healthy from fibrotic liver tissue, and showed consistent liver stiffness values in children without liver disease.


Asunto(s)
Diagnóstico por Imagen de Elasticidad , Cirrosis Hepática/diagnóstico por imagen , Adolescente , Niño , Preescolar , Humanos , Lactante , Recién Nacido
12.
AJR Am J Roentgenol ; 204(3): W236-42, 2015 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-25714307

RESUMEN

OBJECTIVE. The purpose of this study was to assess the diagnostic accuracy of strain and shear-wave elastography for determining targets of varying stiffness in a phantom. The effect of target diameter on elastographic assessments and the effect of depth on shear-wave velocity were also investigated. MATERIALS AND METHODS. We examined 20 targets of varying diameters (2.5-16.7 mm) and stiffnesses (8, 14, 45, and 80 kPa) with a 4-9-MHz linear-array transducer. Targets were evaluated 10 times with three different methods-shear-wave elastography, strain ratio, and strain histogram analysis-yielding 600 evaluations. AUCs were calculated for data divided between different stiffnesses. A 1.5-6-MHz curved-array transducer was used to assess the effect of depth (3.5 vs 6 cm) on shear-wave elastography in 80 scans. Mixed model analysis was performed to assess the effect of target diameter and depth. RESULTS. Strain ratio and strain histogram AUCs were higher than the shear-wave velocity AUC (p < 0.001) in data divided as 80 versus 45, 14, and 8 kPa. In data divided as 80 and 45 versus 14 and 8 kPa, the methods were equal (p = 0.959 and p = 1.000, respectively). Strain ratios were superior (p = 0.030), whereas strain histograms were not significantly better (p = 0.083) than shear-wave elastography in data divided as 80, 45, and 14 versus 8 kPa. Target diameter had an effect on all three methods (p = 0.001). Depth had an effect on shear-wave velocity (p = 0.001). CONCLUSION. The ability to discern different target stiffnesses varies between shear-wave and strain elastography. Target diameter affected all methods. Shear-wave elastography is affected by target depth.


Asunto(s)
Diagnóstico por Imagen de Elasticidad , Fantasmas de Imagen , Área Bajo la Curva , Elasticidad , Reproducibilidad de los Resultados , Resistencia al Corte
15.
J Med Screen ; : 9691413241262259, 2024 Jul 25.
Artículo en Inglés | MEDLINE | ID: mdl-39053450

RESUMEN

OBJECTIVE: To assess performance endpoints of a combination of digital breast tomosynthesis (DBT) and full-field digital mammography (FFDM) compared with FFDM only in breast cancer screening. MATERIALS AND METHODS: This was a prospective population-based screening study, including eligible (50-69 years) women attending the Capital Region Mammography Screening Program in Denmark. All attending women were offered FFDM. A subgroup was consecutively allocated to a screening room with DBT. All FFDM and DBT underwent independent double reading, and all women were followed up for 2 years after screening date or until next screening date, whichever came first. RESULTS: 6353 DBT + FFDM and 395 835 FFDM were included in the analysis and were undertaken in 196 267 women in the period from 1 November 2012 to 12 December 2018. Addition of DBT increased sensitivity: 89.9% (95% confidence interval (CI): 81.0-95.5) for DBT + FFDM and 70.1% (95% CI: 68.6-71.6) for FFDM only, p < 0.001. Specificity remained similar: 98.2% (95% CI: 97.9-98.5) for DBT + FFDM and 98.3% (95% CI: 98.2-98.3) for FFDM only, p = 0.9. Screen-detected cancer rate increased statistically significantly: 11.18/1000 for DBT + FFDM and 6.49/1000 for FFDM only, p < 0.001. False-positive rate was unchanged: 1.75% for DBT + FFDM and 1.73% for FFDM only, p = 0.9. Positive predictive value for recall was 39.0% (95% CI: 31.9-46.5) for DBT + FFDM and 27.3% (95% CI: 26.4-28.2), for FFDM only, p < 0.0005. The interval cancer rate decreased: 1.26/1000 for DBT + FFDM and 2.76/1000 for FFDM only, p = 0.02. CONCLUSION: DBT + FFDM yielded a statistically significant increase in cancer detection and program sensitivity.

16.
Sci Rep ; 14(1): 10985, 2024 05 14.
Artículo en Inglés | MEDLINE | ID: mdl-38744979

RESUMEN

Several prognostic factors are known to influence survival for patients treated with IDH-wildtype glioblastoma, but unknown factors may remain. We aimed to investigate the prognostic implications of early postoperative MRI findings. A total of 187 glioblastoma patients treated with standard therapy were consecutively included. Patients either underwent a biopsy or surgery followed by an early postoperative MRI. Progression-free survival (PFS) and overall survival (OS) were analysed for known prognostic factors and MRI-derived candidate factors: resection status as defined by the response assessment in neuro-oncology (RANO)-working group (no contrast-enhancing residual tumour, non-measurable contrast-enhancing residual tumour, or measurable contrast-enhancing residual tumour) with biopsy as reference, contrast enhancement patterns (no enhancement, thin linear, thick linear, diffuse, nodular), and the presence of distant tumours. In the multivariate analysis, patients with no contrast-enhancing residual tumour or non-measurable contrast-enhancing residual tumour on the early postoperative MRI displayed a significantly improved progression-free survival compared with patients receiving only a biopsy. Only patients with non-measurable contrast-enhancing residual tumour showed improved overall survival in the multivariate analysis. Contrast enhancement patterns were not associated with survival. The presence of distant tumours was significantly associated with both poor progression-free survival and overall survival and should be considered incorporated into prognostic models.


Asunto(s)
Neoplasias Encefálicas , Glioblastoma , Imagen por Resonancia Magnética , Humanos , Glioblastoma/diagnóstico por imagen , Glioblastoma/cirugía , Glioblastoma/mortalidad , Glioblastoma/patología , Glioblastoma/terapia , Imagen por Resonancia Magnética/métodos , Femenino , Masculino , Persona de Mediana Edad , Pronóstico , Anciano , Neoplasias Encefálicas/diagnóstico por imagen , Neoplasias Encefálicas/cirugía , Neoplasias Encefálicas/patología , Neoplasias Encefálicas/mortalidad , Adulto , Neoplasia Residual/diagnóstico por imagen , Periodo Posoperatorio , Supervivencia sin Progresión
17.
Science ; 385(6704): 80-86, 2024 Jul 05.
Artículo en Inglés | MEDLINE | ID: mdl-38963846

RESUMEN

Classical migraine patients experience aura, which is transient neurological deficits associated with cortical spreading depression (CSD), preceding headache attacks. It is not currently understood how a pathological event in cortex can affect peripheral sensory neurons. In this study, we show that cerebrospinal fluid (CSF) flows into the trigeminal ganglion, establishing nonsynaptic signaling between brain and trigeminal cells. After CSD, ~11% of the CSF proteome is altered, with up-regulation of proteins that directly activate receptors in the trigeminal ganglion. CSF collected from animals exposed to CSD activates trigeminal neurons in naïve mice in part by CSF-borne calcitonin gene-related peptide (CGRP). We identify a communication pathway between the central and peripheral nervous system that might explain the relationship between migrainous aura and headache.


Asunto(s)
Péptido Relacionado con Gen de Calcitonina , Depresión de Propagación Cortical , Trastornos Migrañosos , Ganglio del Trigémino , Animales , Ratones , Péptido Relacionado con Gen de Calcitonina/líquido cefalorraquídeo , Péptido Relacionado con Gen de Calcitonina/metabolismo , Líquido Cefalorraquídeo/metabolismo , Modelos Animales de Enfermedad , Trastornos Migrañosos/líquido cefalorraquídeo , Trastornos Migrañosos/metabolismo , Trastornos Migrañosos/fisiopatología , Proteoma/metabolismo , Transducción de Señal , Ganglio del Trigémino/metabolismo , Ganglio del Trigémino/fisiopatología
18.
IEEE Trans Med Imaging ; 42(3): 797-809, 2023 03.
Artículo en Inglés | MEDLINE | ID: mdl-36288236

RESUMEN

Coronavirus disease 2019 (COVID-19) has become a severe global pandemic. Accurate pneumonia infection segmentation is important for assisting doctors in diagnosing COVID-19. Deep learning-based methods can be developed for automatic segmentation, but the lack of large-scale well-annotated COVID-19 training datasets may hinder their performance. Semi-supervised segmentation is a promising solution which explores large amounts of unlabelled data, while most existing methods focus on pseudo-label refinement. In this paper, we propose a new perspective on semi-supervised learning for COVID-19 pneumonia infection segmentation, namely pseudo-label guided image synthesis. The main idea is to keep the pseudo-labels and synthesize new images to match them. The synthetic image has the same COVID-19 infected regions as indicated in the pseudo-label, and the reference style extracted from the style code pool is added to make it more realistic. We introduce two representative methods by incorporating the synthetic images into model training, including single-stage Synthesis-Assisted Cross Pseudo Supervision (SA-CPS) and multi-stage Synthesis-Assisted Self-Training (SA-ST), which can work individually as well as cooperatively. Synthesis-assisted methods expand the training data with high-quality synthetic data, thus improving the segmentation performance. Extensive experiments on two COVID-19 CT datasets for segmenting the infections demonstrate our method is superior to existing schemes for semi-supervised segmentation, and achieves the state-of-the-art performance on both datasets. Code is available at: https://github.com/FeiLyu/SASSL.


Asunto(s)
COVID-19 , Neumonía , Humanos , COVID-19/diagnóstico por imagen , Pandemias , Aprendizaje Automático Supervisado
19.
Diagnostics (Basel) ; 13(4)2023 Feb 20.
Artículo en Inglés | MEDLINE | ID: mdl-36832282

RESUMEN

An early postoperative MRI is recommended following Glioblastoma surgery. This retrospective, observational study aimed to investigate the timing of an early postoperative MRI among 311 patients. The patterns of the contrast enhancement (thin linear, thick linear, nodular, and diffuse) and time from surgery to the early postoperative MRI were recorded. The primary endpoint was the frequencies of the different contrast enhancements within and beyond the 48-h from surgery. The time dependence of the resection status and the clinical parameters were analysed as well. The frequency of the thin linear contrast enhancements significantly increased from 99/183 (50.8%) within 48-h post-surgery to 56/81 (69.1%) beyond 48-h post-surgery. Similarly, MRI scans with no contrast enhancements significantly declined from 41/183 (22.4%) within 48-h post-surgery to 7/81 (8.6%) beyond 48-h post-surgery. No significant differences were found for the other types of contrast enhancements and the results were robust in relation to the choice of categorisation of the postoperative periods. Both the resection status and the clinical parameters were not statistically different in patients with an MRI performed before and after 48 h. The findings suggest that surgically induced contrast enhancements are less frequent when an early postoperative MRI is performed earlier than 48-h, supporting the recommendation of a 48-h window for an early postoperative MRI.

20.
Diagnostics (Basel) ; 13(3)2023 Jan 18.
Artículo en Inglés | MEDLINE | ID: mdl-36766468

RESUMEN

In the context of brain tumour response assessment, deep learning-based three-dimensional (3D) tumour segmentation has shown potential to enter the routine radiological workflow. The purpose of the present study was to perform an external evaluation of a state-of-the-art deep learning 3D brain tumour segmentation algorithm (HD-GLIO) on an independent cohort of consecutive, post-operative patients. For 66 consecutive magnetic resonance imaging examinations, we compared delineations of contrast-enhancing (CE) tumour lesions and non-enhancing T2/FLAIR hyperintense abnormality (NE) lesions by the HD-GLIO algorithm and radiologists using Dice similarity coefficients (Dice). Volume agreement was assessed using concordance correlation coefficients (CCCs) and Bland-Altman plots. The algorithm performed very well regarding the segmentation of NE volumes (median Dice = 0.79) and CE tumour volumes larger than 1.0 cm3 (median Dice = 0.86). If considering all cases with CE tumour lesions, the performance dropped significantly (median Dice = 0.40). Volume agreement was excellent with CCCs of 0.997 (CE tumour volumes) and 0.922 (NE volumes). The findings have implications for the application of the HD-GLIO algorithm in the routine radiological workflow where small contrast-enhancing tumours will constitute a considerable share of the follow-up cases. Our study underlines that independent validations on clinical datasets are key to asserting the robustness of deep learning algorithms.

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