Hypophysitis is a heterogeneous condition that includes inflammation of the pituitary gland and infundibulum, and it can cause symptoms related to mass effects and hormonal deficiencies. We aimed to evaluate the potential role of machine learning methods in differentiating hypophysitis from non-functioning pituitary adenomas.
Methods
The radiomic parameters obtained from T1A-C images were used. Among the radiomic parameters, parameters capable of distinguishing between hypophysitis and non-functioning pituitary adenomas were selected. In order to avoid the effects of confounding factors and to improve the performance of the classifiers, parameters with high correlation with each other were eliminated. Machine learning algorithms were performed with the combination of gray-level run-length matrix-low gray level run emphasis, gray-level co-occurrence matrix-correlation, and gray-level co-occurrence entropy.
Results
A total of 34 patients were included, 17 of whom had hypophysitis and 17 had non-functioning pituitary adenomas. Among the 38 radiomics parameters obtained from post-contrast T1-weighted images, 10 tissue features that could differentiate the lesions were selected. Machine learning algorithms were performed using three selected parameters; gray level run length matrix-low gray level run emphasis, gray-level co-occurrence matrix-correlation, and gray level co-occurrence entropy. Error matrices were calculated by using the machine learning algorithm and it was seen that support vector machines showed the best performance in distinguishing the two lesion types.
Conclusions
Our analysis reported that support vector machines showed the best performance in distinguishing hypophysitis from non-functioning pituitary adenomas, emphasizing the importance of machine learning in differentiating the two lesions.
Evaluation of candidate antiviral drugs against Epstein-Barr virus (EBV), human herpesvirus 6 (HHV-6), and HHV-8 is hampered by the lack of convenient laboratory assays. We developed real-time quantitative PCR assays performed on supernatants of lymphoma cell lines and determined the 50% inhibitory concentrations (IC50s) of nucleoside, nucleotide, and pyrophosphate analogues against these herpesviruses. 相似文献
Approximately, one fourth of women have leiomyomas. Leiomyomas are benign tumors that originated from smooth muscle cells. Estrogen is claimed to relate as a cause but exact mechanism has not fully understood. In this study, 95 leiomyoma cases that have been diagnosed by our department in years between 2010 and 2012 were examined. Age ranges of patients, sizes, locations, and numbers of leiomyomas were identified. Immunohistochemically ER (estrogen), PR (progesterone), and Gross cystic disease fluid protein-15 stains were performed to the paraffin blocks and their percentages of staining were noted. Statistically, submucosal and intramural locations were significantly related to ER and PR (p < 0,001). There were significant relationship between ER and PR in 30–50 years age group (p < 0,001). There were significant relationship between ER, PR and locations (p < 0,001), numbers (p < 0,001), sizes of leiomyomas (below 5 cm; p < 0,001), (between 5 and 10 cm; p = 0,037), larger than 10 cm; p = 0,002). Consequently, relationship between leiomyoma and ER, PR were revealed in this study. Also, relationship between leiomyoma locations and patient ages were identified statistically. There was no immunoreactivity with GCDFP-15 in leiomyomas. 相似文献
The aim of this study was to investigate the efficacy of 2-hydroxypropyl-beta-cyclodextrin (HPBCD) as an antidotal treatment for the in vivo cardiovascular effects of amitriptyline poisoning. Experiments were carried out on 33 Wistar rats. To evaluate cardiovascular effects of HPBCD, rats were infused with dextrose or HPBCD. In the poisoning model, amitriptyline (0.94 mg/kg/min) was infused until the mean arterial blood pressure (MAP) dropped to 50 % of the baseline. Following amitriptyline infusion, dextrose, low-dose HPBCD (4.19 mg/kg/min), or high-dose HPBCD (16.76 mg/kg/min) was infused, and MAP, heart rate (HR), and electrocardiogram were recorded for 60 min. Hearts were examined for tissue damage and apoptosis. HPBCD infusion alone did not yield significant difference for MAP, HR, QRS duration, QT interval, and cardiac tissue damage when compared to dextrose (p > 0.05). In the poisoning model, MAP and HR decreased, while QRS duration and QT interval prolonged significantly following amitriptyline infusion (p < 0.0167). Dextrose, low-dose HPBCD, and high-dose HPBCD infusion similarly corrected MAP, HR, QRS duration, and QT interval values at the end-experiment time point (p > 0.05). Histological scores for tissue damage and apoptosis showed no significant difference between the groups (p > 0.05). Based on our results, HPBCD did not show cardiovascular toxicity, while it was not more effective than dextrose for the treatment of amitriptyline poisoning. Further antidotal studies of cyclodextrins with higher doses and/or binding affinities are needed for poisonings. 相似文献
The population structure of Phlebotomus ariasi, a proven vector of Leishmania infantum in the Mediterranean area, is still poorly understood. Previously, only two microsatellite loci had been developed to study the population genetics of this species. Herein we use these loci and determined fourteen novel microsatellite loci, useful for the characterization of P. ariasi populations. These loci were tested on three populations of P. ariasi, two from France and one from Portugal. In addition, the usefulness of these markers was also evaluated on seven other sandfly species. 相似文献
[Purpose] Paget-Schroetter syndrome (PSS) is an uncommon deep vein thrombosis of the
axillary and subclavian veins which may occur spontaneously, but is usually caused by
excessive upper limb activity. PSS is clinically similar to other upper limb
musculoskeletal disorders and soft tissue infections, and this may lead to delay in
correct diagnosis in its early stages. The aim of our case report is to discuss this rare
condition with reference to the available literature. [Subjects and Methods] Here we
report the case of a doner kebab chef who complained of swelling and pain in his right arm
around the biceps muscle. The initial diagnosis was biceps tendon rupture, for which the
patient underwent magnetic resonance imaging (MRI) of the right arm and shoulder. Since
the MRI revealed no pathological findings, right upper limb venous Doppler ultrasound
analysis was performed. Subacute thrombosis materials were detected in the subclavian,
axillary, and brachial veins. [Results] With rapid anticoagulant therapy, the patient’s
symptoms quickly improved. [Conclusion] Early diagnosis and treatment of PSS is critical
for preventing potentially fatal complications such as pulmonary embolism. Prophylaxis is
important for preventing recurrent thrombosis and for avoiding the development of
post-thrombotic syndrome. PSS should be considered a possible cause of painful swelling of
the upper limbs, especially in young, active patients who use their arms excessively.Key words: Doner kebab chef, Effort thrombosis, Paget-Schroetter syndrome相似文献
Objective: Isolated growth hormone deficiency (IGHD) is defined as a medical condition associated with growth failure due to insufficient production of GH or lack of GH action. Mutations in the gene encoding for GH-releasing hormone receptor (GHRHR) have been detected in patients with IGHD type IB. However, genetic defects on GHRHR causing IGHD in the Turkish population have not yet been reported. To identify mutations on GHRHR gene in a population of Turkish children with IGHD.Methods: Ninety-six Turkish children with IGHD were included in this study. Exon1-13 and exon/intron boundaries of GHRHR were amplified by suitable primers. The polymerase chain reaction products for GHRHR gene were sequenced with primers.Results: We analyzed the GHRHR gene for mutations in ninety-six patients with IGHD based on sequence results. We identified novel p.K264E, p.S317T, p.S330L, p.G369V, p.T257A and C base insertion on position 380 (c.380inserC) mutations. In 5 of the patients, the mutation was homozygote and in 1-heterozygote (p.S317T).Conclusion: Six new missense mutations and one first case of insertion mutations for the GHRHR gene are reported. 相似文献
Other persons' laughter, normally perceived as a signal that persons are friendly and inviting others to approach, can also be perceived as a cue of social rejection. In this study, prerecorded laughter was placed in a realistic and personally relevant context, and participants' responses were related to gelotophobia, a trait predisposing to perceiving laughter as a cue of social rejection. Individuals with gelotophobia showed marked heart rate deceleration in response to the laughter stimulus, possibly indicating a “freezing‐like” response. Moreover, cardiac responses to anger provocation by overtly insulting statements indicated heightened aggressive anger in response to cumulated social threat. The study adds to recent research showing specific cardiac responses to social rejection and to the literature on social rejection sensitivity by demonstrating the value of using well interpretable physiological measures in this research context. 相似文献