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Combined Oxygen-Ozone and Porcine Injectable Collagen Therapies Boosting Efficacy in Low Back Pain and Disability. 氧-臭氧和猪注射胶原蛋白联合疗法提高了对腰痛和残疾的疗效。
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212411
Manuela De Pascalis, Susanna Mulas, Liliana Sgarbi

Background/Objectives: Intervertebral disc degeneration is the most common cause of low back pain (LBP), and lumbosciatica is a major challenge to healthcare systems worldwide. For years, ozone therapy has been used with excellent results in intervertebral disc disease and in patients with LBP. In vitro studies have demonstrated the positive action of porcine collagen in extracellular matrix remodeling and homeostasis. These tissue changes, associated with LBP, may suggest an indication for combined ozone/collagen treatment in patients with LBP. However, no studies have been reported regarding this combination of treatments. Methods: The present work compared retrospective data of two treatment groups (each of 10 LBP patients): (A) oxygen-ozone therapy (OOT) vs. (B) OOT plus porcine collagen type 1 injections (COL I). Pain intensity and physiological function were assessed by the numerical rating scale (NSR) method. The Roland-Morris questionnaire was used to assess disability. Patient data were acquired before, during, and at the six-month follow-up. Significant differences were assessed by ANOVA and Student's t-test. Results: The analyses revealed significant statistical differences comparing the two arms, where the (OOT+COL I) treatment demonstrated a booster efficacy in pain (a reduction of 62% vs. 35%), while the questionnaire revealed a reduction in disability (70% vs. 31%). Conclusions: Therefore, this combination therapy (oxygen-ozone plus porcine injectable collagen) might be a promising approach for the management of patients with LBP.

背景/目标:椎间盘退化是腰背痛(LBP)最常见的病因,而腰椎病是全球医疗系统面临的一大挑战。多年来,臭氧疗法一直被用于治疗椎间盘疾病和腰背痛患者,并取得了良好的效果。体外研究表明,猪胶原蛋白对细胞外基质的重塑和平衡具有积极作用。这些与椎间盘突出症相关的组织变化可能表明,臭氧/胶原蛋白联合疗法适用于椎间盘突出症患者。然而,目前还没有关于这种联合疗法的研究报告。研究方法本研究比较了两个治疗组(各有 10 名枸杞痛患者)的回顾性数据:(A)氧-臭氧疗法(OOT)与(B)OOT 加猪 1 型胶原蛋白注射(COL I)。疼痛强度和生理功能采用数字评分法(NSR)进行评估。罗兰-莫里斯(Roland-Morris)问卷用于评估残疾情况。患者数据采集于治疗前、治疗中和六个月的随访期间。差异显著性通过方差分析和学生 t 检验进行评估。结果分析结果显示,两组患者在统计学上有显著差异,其中(OOT+COL I)治疗对疼痛的疗效更好(减少了 62% 对 35%),而问卷调查显示残疾率有所下降(70% 对 31%)。结论是因此,这种联合疗法(氧-臭氧加猪注射胶原蛋白)可能是治疗腰椎间盘突出症患者的一种很有前景的方法。
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引用次数: 0
Severe Hyporesponsiveness to Erythropoiesis-Stimulating Agents in Patients on Chronic Hemodialysis-Reconsidering the Relationship with Thrombo-Inflammation and Oxidative Stress. 慢性血液透析患者对促红细胞生成药物的严重低反应性--重新考虑与血栓-炎症和氧化应激的关系。
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212406
Srdjan Nikolovski, Branislava Medic Brkic, Katarina Savic Vujovic, Ivana Cirkovic, Nina Jovanovic, Bhavana Reddy, Omer Iqbal, Chongyu Zhang, Jawed Fareed, Vinod Bansal

Background/objectives: Besides a multitude of consequences patients on chronic renal replacement therapy have, anemia is one of the most prominent factors making a significant number of patients dependent on erythropoiesis-stimulating agent (ESA) therapy. The aim of this study was to examine the relationship between the levels of a broad spectrum of thrombo-inflammatory and oxidative stress-related biomarkers and the presence and level of ESA hyporesponsiveness in patients undergoing regular chronic hemodialysis.

Methods: This cross-sectional study included 96 patients treated with chronic hemodialysis. Levels of several thrombo-inflammatory and oxidative stress-related biomarkers, as well as demographic, clinical, and laboratory analyses, were collected and analyzed based on the calculated value of the ESA-hyporesponsiveness index (EHRI).

Results: In the analyzed sample, 58 patients received ESAs. Of all the investigated parameters, only body mass index (BMI), level of plasminogen activator inhibitor-1, and level of L-type fatty acid binding protein (L-FABP) were observed as significant predictors of EHRI. A significant diagnostic potential for ESA resistance has been observed in BMI and L-FABP between ESA-resistant and ESA-non-resistant groups of patients (p = 0.004, area under the curve 0.763 and p = 0.014, area under the curve 0.712, respectively) with the cut-off values of 25.46 kg/m2 and 5355.24 ng/mL, respectively. Having a BMI of 25.46 kg/m2 or less and an L-FABP level higher than 5355.24 ng/mL were observed as significant predictors of ESA resistance (odds ratio 9.857 and 6.125, respectively).

Conclusions: EHRI was positively predicted by low BMI and high levels of plasminogen activator inhibitor-1 and L-FABP. High levels of L-FABP and low BMI have been observed as strong predictors of ESA resistance.

背景/目的:接受慢性肾脏替代治疗的患者除了会产生多种后果外,贫血也是导致大量患者依赖红细胞生成刺激剂(ESA)治疗的最主要因素之一。本研究旨在探讨定期接受慢性血液透析的患者体内血栓-炎症和氧化应激相关生物标志物的广泛水平与 ESA 低反应性的存在和水平之间的关系:这项横断面研究包括96名接受慢性血液透析治疗的患者。根据ESA低反应性指数(EHRI)的计算值,收集并分析了几种血栓-炎症和氧化应激相关生物标志物的水平,以及人口统计学、临床和实验室分析:在分析的样本中,58 名患者接受了 ESA 治疗。在所有研究参数中,只有体重指数(BMI)、纤溶酶原激活物抑制剂-1水平和L型脂肪酸结合蛋白(L-FABP)水平可显著预测ESAI。在 ESA 耐药组和 ESA 非耐药组之间,观察到 BMI 和 L-FABP 对 ESA 耐药有明显的诊断潜力(分别为 p = 0.004,曲线下面积 0.763 和 p = 0.014,曲线下面积 0.712),临界值分别为 25.46 kg/m2 和 5355.24 ng/mL。观察发现,体重指数在 25.46 kg/m2 或以下和 L-FABP 水平高于 5355.24 ng/mL 是预测 ESA 耐药性的重要指标(几率比分别为 9.857 和 6.125):低体重指数、高水平的纤溶酶原激活物抑制剂-1和L-FABP可积极预测ESAI。据观察,高水平的 L-FABP 和低体重指数是 ESA 耐药性的有力预测因素。
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引用次数: 0
Macular Alterations in a Cohort of Caucasian Patients Affected by Retinitis Pigmentosa. 一组白种人视网膜色素变性患者的黄斑变化
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212409
Marcella Nebbioso, Elvia Mastrogiuseppe, Eleonora Gnolfo, Marco Artico, Antonietta Moramarco, Fabiana Mallone, Samanta Taurone, Annarita Vestri, Alessandro Lambiase

Objectives: Our objective was to investigate the prevalence of macular complications detected by spectral-domain optical coherence tomography (SD-OCT) in a large Caucasian cohort of RP patients, highlight the major alterations in chorioretinal structure, and compare the macular structural changes in eyes affected by retinal dystrophies with those in healthy controls.

Methods: This was an observational, retrospective, and cross-sectional study. Three hundred and seven patients with RP were consecutively enrolled and underwent clinical assessment. In particular, SD-OCT images were used to ascertain the morphology of the posterior pole of patients with RP by evaluating the residual ellipsoid zone (EZ), the volume and thickness of the outer nuclear layer (ONLT), and subfoveal choroid thickness (SCT). At the same time, the pathological finding that the patients' vision was reduced under treatment was analyzed.

Results: A total of 436 eyes of 218 patients with RP were studied. Considering all of the eyes studied, 103 had cystoid macular edema (CME) (23.62%), 123 (28.21%) had vitreomacular traction (VMT), and 199 (45.75%) had epiretinal membranes (ERMs). There were also 12 (2.75%) cases of lamellar macular holes (LMHs), of which 3 (1.38% of all patients) cases were bilateral. Only 137 eyes (31.42%) did not have the above-mentioned alterations. SCT was significantly reduced compared to that of the control group (193.03 µm ± 67.90 SD vs. 295 µm ± 69.04 SD), while the foveal central macular thickness (FCMT) was greater (270.91 μm ± 74.04 SD vs. 221 µm ± 37.25 SD).

Conclusions: This research highlights the high incidence of macular complications. The results of our study indicate the importance of regular monitoring of RP patients and early intervention to avoid further complications in this group of subjects with severe visual field impairment to avoid further central vision loss.

目的我们的目的是在一大群白种人视网膜营养不良症患者中调查通过光谱域光学相干断层扫描(SD-OCT)检测到的黄斑并发症的发病率,重点研究脉络膜视网膜结构的主要改变,并将视网膜营养不良症患者的黄斑结构变化与健康对照组的黄斑结构变化进行比较:这是一项观察性、回顾性和横断面研究。方法:这是一项观察性、回顾性和横断面研究,连续纳入了 37 名 RP 患者,并对他们进行了临床评估。其中,SD-OCT 图像通过评估残留的椭圆形区(EZ)、核外层(ONLT)的体积和厚度以及脉络膜下厚度(SCT)来确定 RP 患者后极的形态。同时,还对治疗过程中患者视力下降的病理结果进行了分析:共对 218 名 RP 患者的 436 只眼睛进行了研究。在所有被研究的眼球中,103 只(23.62%)患有囊样黄斑水肿(CME),123 只(28.21%)患有玻璃体黄斑牵引(VMT),199 只(45.75%)患有视网膜外膜(ERM)。此外,还有 12 例(2.75%)黄斑片状孔(LMH),其中 3 例(占所有患者的 1.38%)为双侧。只有 137 只眼睛(31.42%)没有上述改变。与对照组相比,SCT 明显减少(193.03 μm ± 67.90 SD 对 295 μm ± 69.04 SD),而眼窝中央黄斑厚度(FCMT)则增加(270.91 μm ± 74.04 SD 对 221 μm ± 37.25 SD):这项研究强调了黄斑并发症的高发生率。我们的研究结果表明,必须对 RP 患者进行定期监测和早期干预,以避免这部分视野严重受损的受试者出现进一步的并发症,从而避免中心视力进一步丧失。
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引用次数: 0
Comparison of Serum and Cerebrospinal Fluid Neurofilament Light Chain Concentrations Measured by Ella™ and Lumipulse™ in Patients with Cognitive Impairment. 用 Ella™ 和 Lumipulse™ 测量认知障碍患者血清和脑脊液神经丝轻链浓度的比较。
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212408
Teresa Urbano, Riccardo Maramotti, Manuela Tondelli, Chiara Gallingani, Chiara Carbone, Najara Iacovino, Giulia Vinceti, Giovanna Zamboni, Annalisa Chiari, Roberta Bedin

Objective: Neurofilament light chain proteins (NfLs) are considered a promising biomarker of neuroaxonal damage in several neurological diseases. Their measurement in the serum and cerebrospinal fluid (CSF) of patients with dementia may be especially useful. Our aim was to compare the NfL measurement performance of two advanced technologies, specifically the Ella™ microfluidic platform and the Lumipulse™ fully automated system, in patients with cognitive disorders.

Methods: Thirty subjects with neurodegenerative cognitive disorders (10 with Alzheimer's Disease, 10 with Frontotemporal Dementia, and 10 with non-progressive Mild Cognitive Impairment) seen at the Cognitive Neurology Clinic of Modena University Hospital (Italy) underwent CSF and serum NfL measurement with both the Ella™ microfluidic platform (Bio-Techne, Minneapolis, MN, USA)) and the Lumipulse™ fully automated system for the CLEIA (Fujirebio Inc., Ghent, Belgium). Correlation and regression analyses were applied to assess the association between NfL concentrations obtained with the two assays in CSF and serum. The Passing-Bablok regression method was employed to evaluate the agreement between the assays.

Results: There were high correlations between the two assays (r = 0.976, 95% CI. 0.950-0.989 for CSF vs. r = 0.923, 95% CI 0.842-0.964 for serum). A Passing-Bablok regression model was estimated to explain the relationship between the two assays, allowing us to switch from one to the other when only one assay was available.

Conclusions: We found a good degree of correlation between the two methods in patients with neurocognitive disorders. We also established a method that will allow comparisons between results obtained with either technique, allowing for meta-analyses and larger sample sizes.

目的:神经丝蛋白轻链(NfLs)被认为是多种神经系统疾病中神经轴受损的一种有前途的生物标志物。对痴呆症患者血清和脑脊液(CSF)中神经丝轻链蛋白的测量尤其有用。我们的目的是比较两种先进技术(特别是 Ella™ 微流控平台和 Lumipulse™ 全自动系统)在认知障碍患者中的 NfL 测量性能:意大利摩德纳大学医院认知神经学诊所的 30 名神经退行性认知障碍患者(10 名阿尔茨海默病患者、10 名前额颞叶痴呆患者和 10 名非进行性轻度认知障碍患者)使用 Ella™ 微流控平台(Bio-Techne, Minneapolis, MN, USA)和用于 CLEIA 的 Lumipulse™ 全自动系统(Fujirebio Inc、比利时根特)。相关分析和回归分析用于评估两种检测方法在脑脊液和血清中获得的 NfL 浓度之间的关联。Passing-Bablok 回归法用于评估两种检测方法之间的一致性:结果:两种检测方法之间存在高度相关性(r = 0.976,95% CI.CSF 的相关性为 0.976,95% CI 为 0.950-0.989;血清的相关性为 0.923,95% CI 为 0.842-0.964)。我们估算了一个 Passing-Bablok 回归模型来解释这两种检测方法之间的关系,这样当只有一种检测方法可用时,我们就可以将其中一种转换为另一种:结论:我们发现这两种方法在神经认知障碍患者中具有很好的相关性。结论:我们发现这两种方法在神经认知障碍患者中具有很好的相关性。我们还建立了一种方法,可以对两种方法的结果进行比较,从而进行荟萃分析和扩大样本量。
{"title":"Comparison of Serum and Cerebrospinal Fluid Neurofilament Light Chain Concentrations Measured by Ella™ and Lumipulse™ in Patients with Cognitive Impairment.","authors":"Teresa Urbano, Riccardo Maramotti, Manuela Tondelli, Chiara Gallingani, Chiara Carbone, Najara Iacovino, Giulia Vinceti, Giovanna Zamboni, Annalisa Chiari, Roberta Bedin","doi":"10.3390/diagnostics14212408","DOIUrl":"10.3390/diagnostics14212408","url":null,"abstract":"<p><strong>Objective: </strong>Neurofilament light chain proteins (NfLs) are considered a promising biomarker of neuroaxonal damage in several neurological diseases. Their measurement in the serum and cerebrospinal fluid (CSF) of patients with dementia may be especially useful. Our aim was to compare the NfL measurement performance of two advanced technologies, specifically the Ella™ microfluidic platform and the Lumipulse™ fully automated system, in patients with cognitive disorders.</p><p><strong>Methods: </strong>Thirty subjects with neurodegenerative cognitive disorders (10 with Alzheimer's Disease, 10 with Frontotemporal Dementia, and 10 with non-progressive Mild Cognitive Impairment) seen at the Cognitive Neurology Clinic of Modena University Hospital (Italy) underwent CSF and serum NfL measurement with both the Ella™ microfluidic platform (Bio-Techne, Minneapolis, MN, USA)) and the Lumipulse™ fully automated system for the CLEIA (Fujirebio Inc., Ghent, Belgium). Correlation and regression analyses were applied to assess the association between NfL concentrations obtained with the two assays in CSF and serum. The Passing-Bablok regression method was employed to evaluate the agreement between the assays.</p><p><strong>Results: </strong>There were high correlations between the two assays (r = 0.976, 95% CI. 0.950-0.989 for CSF vs. r = 0.923, 95% CI 0.842-0.964 for serum). A Passing-Bablok regression model was estimated to explain the relationship between the two assays, allowing us to switch from one to the other when only one assay was available.</p><p><strong>Conclusions: </strong>We found a good degree of correlation between the two methods in patients with neurocognitive disorders. We also established a method that will allow comparisons between results obtained with either technique, allowing for meta-analyses and larger sample sizes.</p>","PeriodicalId":11225,"journal":{"name":"Diagnostics","volume":"14 21","pages":""},"PeriodicalIF":3.0,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11544876/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142616448","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bone-Targeting Radionuclides in the Treatment of Metastatic Castration-Resistant Prostate Cancer: A Review on Radium-223 Chloride (Alpharadin) in Combination with Other Therapies. 骨靶向放射性核素治疗转移性睾丸癌:关于氯化镭-223(Alpharadin)与其他疗法相结合的综述》。
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212407
Ali H D Alshehri

Recent advances have broadened the range of therapeutic options for mCRPC, with several new treatments, including novel hormonal therapies (enzalutamide, abiraterone), chemotherapeutic agents (docetaxel, cabazitaxel), immunotherapies (sipuleucel-T), and bone targeting radiopharmaceuticals (radium-223) showing improved clinical outcomes and receiving U.S. Food and Drug Administration approval. These new treatments provide new avenues for improving patient survival and quality of life. Radium-223, a targeted alpha-emitter, specifically targets bone metastases, offering palliative benefits and a potential increase in life expectancy. The integration of radium-223 with other treatments shows promise for managing mCRPC. However, the optimal sequencing and combination of radium-223 with other therapies are still being explored, with various clinical trials investigating new therapeutic approaches. The integration of these therapies, especially to provide more effective, personalized treatment strategies, requires further investigation. A thorough literature review was conducted on current treatments for mCRPC, including chemotherapeutic agents, oral hormonal therapies targeting the androgen receptor axis, immunotherapies, and radium-223. Ongoing clinical trials investigating radium-233 in the context of other therapies for the treatment of mCRPC patients were also reviewed. Further studies should focus on determining the optimal sequencing and dosing and identifying biomarkers that predict treatment response to enhance outcomes of mCRPC patients. This review underlines the rational strategies of combining radium-223 with other therapies, investigating their impact on bone in terms of delaying skeletal-related events, and managing bone disease progression in mCRPC patients.

最近的研究进展拓宽了 mCRPC 的治疗选择范围,包括新型激素疗法(恩扎鲁胺、阿比特龙)、化疗药物(多西他赛、卡巴齐他赛)、免疫疗法(sipuleucel-T)和骨靶向放射性药物(镭-223)在内的多种新疗法显示出更好的临床疗效,并获得了美国食品和药物管理局的批准。这些新疗法为提高患者生存率和生活质量提供了新途径。镭-223是一种靶向α发射体,专门针对骨转移瘤,具有缓和疗效,并有可能延长预期寿命。镭-223与其他治疗方法的结合显示了治疗mCRPC的前景。然而,镭-223与其他疗法的最佳排序和组合仍在探索之中,各种临床试验正在研究新的治疗方法。如何整合这些疗法,尤其是如何提供更有效的个性化治疗策略,还需要进一步研究。我们对目前治疗 mCRPC 的方法进行了全面的文献综述,包括化疗药物、针对雄激素受体轴的口服激素疗法、免疫疗法和镭-223。此外,还回顾了正在进行的临床试验,这些试验研究了镭-233与其他疗法结合治疗mCRPC患者的效果。进一步的研究应侧重于确定最佳排序和剂量,以及确定预测治疗反应的生物标志物,以提高mCRPC患者的治疗效果。本综述强调了将镭-223与其他疗法相结合的合理策略,从延缓骨骼相关事件和控制mCRPC患者骨病进展的角度研究了这些疗法对骨骼的影响。
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引用次数: 0
Polymorphism rs564398 of the ANRIL Gene as a Coronary-Artery-Disease-Associated SNP in Diabetic Patients of the Kazakh Population. 哈萨克族糖尿病患者中与冠状动脉疾病相关的 ANRIL 基因多态性 rs564398。
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212412
Alisher Aitkaliyev, Nazira Bekenova, Tamara Vochshenkova, Balzhan Kassiyeva, Valeriy Benberin

Background/objectives: A cardiovascular complication of type 2 diabetes mellitus like coronary artery disease is influenced by a complex interplay between environmental, phenotypic, and genetic factors. The genetic mechanisms in the development of this pathology are not established. This study aims to evaluate the association of polymorphisms rs1011970, rs62560775, and rs564398 from the 9p21.3 locus with coronary artery disease in diabetic patients of the Kazakh population.

Methods: A total of 343 people participated in the case-control study: the control group consisted of 109 people with type 2 diabetes and coronary artery disease, while the control group included 234 people. Genotyping was performed using real-time PCR. Statistical analysis was carried out using Chi-square methods and calculating odds ratios (OR) with 95% confidence intervals (CI).

Results: According to the results, only the rs564398 polymorphism of the ANRIL gene was associated with coronary artery disease (p = 0.04). The CC genotype increased the risk of developing coronary artery disease by more than 1.5 times (1.62 (1.02-2.56)), whereas the TT genotype reduced the risk of coronary artery disease (0.39 (0.17-0.91)). The remaining polymorphisms, rs1011970 and rs62560775, were not associated with coronary artery disease.

Conclusions: Thus, this research further elicits the association of the ANRIL gene with cardiometabolic disease.

背景/目的:2 型糖尿病的心血管并发症(如冠状动脉疾病)受环境、表型和遗传因素之间复杂相互作用的影响。该病症发生的遗传机制尚未确定。本研究旨在评估 9p21.3 位点的多态性 rs1011970、rs62560775 和 rs564398 与哈萨克族糖尿病患者冠状动脉疾病的关系:共有 343 人参加了病例对照研究:对照组包括 109 名 2 型糖尿病和冠状动脉疾病患者,对照组包括 234 人。基因分型采用实时 PCR 技术进行。统计分析采用Chi-square方法,计算几率比(OR)和95%置信区间(CI):结果显示,只有 ANRIL 基因的 rs564398 多态性与冠心病相关(p = 0.04)。CC 基因型会使冠心病发病风险增加 1.5 倍以上(1.62 (1.02-2.56)),而 TT 基因型则会降低冠心病发病风险(0.39 (0.17-0.91))。其余的多态性 rs1011970 和 rs62560775 与冠心病无关:因此,这项研究进一步揭示了 ANRIL 基因与心脏代谢疾病的关系。
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引用次数: 0
Forecasting Patient Early Readmission from Irish Hospital Discharge Records Using Conventional Machine Learning Models. 利用传统机器学习模型从爱尔兰医院出院记录中预测患者早期再入院情况
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212405
Minh-Khoi Pham, Tai Tan Mai, Martin Crane, Malick Ebiele, Rob Brennan, Marie E Ward, Una Geary, Nick McDonald, Marija Bezbradica

Background/objectives: Predicting patient readmission is an important task for healthcare risk management, as it can help prevent adverse events, reduce costs, and improve patient outcomes. In this paper, we compare various conventional machine learning models and deep learning models on a multimodal dataset of electronic discharge records from an Irish acute hospital.

Methods: We evaluate the effectiveness of several widely used machine learning models that leverage patient demographics, historical hospitalization records, and clinical diagnosis codes to forecast future clinical risks. Our work focuses on addressing two key challenges in the medical fields, data imbalance and the variety of data types, in order to boost the performance of machine learning algorithms. Furthermore, we also employ SHapley Additive Explanations (SHAP) value visualization to interpret the model predictions and identify both the key data features and disease codes associated with readmission risks, identifying a specific set of diagnosis codes that are significant predictors of readmission within 30 days.

Results: Through extensive benchmarking and the application of a variety of feature engineering techniques, we successfully improved the area under the curve (AUROC) score from 0.628 to 0.7 across our models on the test dataset. We also revealed that specific diagnoses, including cancer, COPD, and certain social factors, are significant predictors of 30-day readmission risk. Conversely, bacterial carrier status appeared to have minimal impact due to lower case frequencies.

Conclusions: Our study demonstrates how we effectively utilize routinely collected hospital data to forecast patient readmission through the use of conventional machine learning while applying explainable AI techniques to explore the correlation between data features and patient readmission rate.

背景/目的:预测患者再入院是医疗风险管理的一项重要任务,因为它有助于预防不良事件、降低成本和改善患者预后。在本文中,我们在爱尔兰一家急症医院的电子出院记录多模态数据集上比较了各种传统机器学习模型和深度学习模型:我们评估了几种广泛使用的机器学习模型的有效性,这些模型利用患者人口统计学特征、历史住院记录和临床诊断代码来预测未来的临床风险。我们的工作重点是解决医疗领域的两大难题:数据不平衡和数据类型繁多,以提高机器学习算法的性能。此外,我们还采用了SHAPLE Additive Explanations(SHAP)值可视化来解释模型预测,并识别出与再入院风险相关的关键数据特征和疾病代码,确定了一组特定的诊断代码,它们是30天内再入院的重要预测因素:通过广泛的基准测试和各种特征工程技术的应用,我们成功地将测试数据集上所有模型的曲线下面积 (AUROC) 分数从 0.628 提高到 0.7。我们还发现,特定诊断(包括癌症、慢性阻塞性肺病和某些社会因素)是 30 天再入院风险的重要预测因素。相反,由于病例频率较低,细菌携带者状态似乎影响甚微:我们的研究展示了我们如何有效地利用日常收集的医院数据,通过使用传统的机器学习来预测患者的再入院情况,同时应用可解释的人工智能技术来探索数据特征与患者再入院率之间的相关性。
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引用次数: 0
Evaluation of a Vendor-Agnostic Deep Learning Model for Noise Reduction and Image Quality Improvement in Dental CBCT. 评估用于牙科 CBCT 降噪和提高图像质量的厂商诊断深度学习模型。
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212410
Wojciech Kazimierczak, Róża Wajer, Oskar Komisarek, Marta Dyszkiewicz-Konwińska, Adrian Wajer, Natalia Kazimierczak, Joanna Janiszewska-Olszowska, Zbigniew Serafin

Background/objectives: To assess the impact of a vendor-agnostic deep learning model (DLM) on image quality parameters and noise reduction in dental cone-beam computed tomography (CBCT) reconstructions.

Methods: This retrospective study was conducted on CBCT scans of 93 patients (41 males and 52 females, mean age 41.2 years, SD 15.8 years) from a single center using the inclusion criteria of standard radiation dose protocol images. Objective and subjective image quality was assessed in three predefined landmarks through contrast-to-noise ratio (CNR) measurements and visual assessment using a 5-point scale by three experienced readers. The inter-reader reliability and repeatability were calculated.

Results: Eighty patients (30 males and 50 females; mean age 41.5 years, SD 15.94 years) were included in this study. The CNR in DLM reconstructions was significantly greater than in native reconstructions, and the mean CNR in regions of interest 1-3 (ROI1-3) in DLM images was 11.12 ± 9.29, while in the case of native reconstructions, it was 7.64 ± 4.33 (p < 0.001). The noise level in native reconstructions was significantly higher than in the DLM reconstructions, and the mean noise level in ROI1-3 in native images was 45.83 ± 25.89, while in the case of DLM reconstructions, it was 35.61 ± 24.28 (p < 0.05). Subjective image quality assessment revealed no statistically significant differences between native and DLM reconstructions.

Conclusions: The use of deep learning-based image reconstruction algorithms for CBCT imaging of the oral cavity can improve image quality by enhancing the CNR and lowering the noise.

背景/目标:评估与供应商无关的深度学习模型(DLM)对牙科锥束计算机断层扫描(CBCT)重建中图像质量参数和降噪的影响:这项回顾性研究以标准辐射剂量协议图像为纳入标准,对来自一个中心的 93 名患者(男性 41 人,女性 52 人,平均年龄 41.2 岁,SD 15.8 岁)的 CBCT 扫描进行了研究。三位经验丰富的阅片师通过对比度-噪声比(CNR)测量和 5 分制视觉评估,对三个预定义地标进行了客观和主观图像质量评估。结果:本研究共纳入 80 名患者(男性 30 人,女性 50 人;平均年龄 41.5 岁,标差 15.94 岁)。DLM 重建的 CNR 明显高于原生重建,DLM 图像中 1-3 感兴趣区域(ROI1-3)的平均 CNR 为 11.12 ± 9.29,而原生重建的 CNR 为 7.64 ± 4.33(P < 0.001)。本机重建的噪声水平明显高于 DLM 重建,本机图像 ROI1-3 的平均噪声水平为 45.83 ± 25.89,而 DLM 重建的平均噪声水平为 35.61 ± 24.28(p < 0.05)。主观图像质量评估显示,原始图像和 DLM 重建之间没有统计学意义上的显著差异:结论:在口腔 CBCT 成像中使用基于深度学习的图像重建算法可通过提高 CNR 和降低噪声来改善图像质量。
{"title":"Evaluation of a Vendor-Agnostic Deep Learning Model for Noise Reduction and Image Quality Improvement in Dental CBCT.","authors":"Wojciech Kazimierczak, Róża Wajer, Oskar Komisarek, Marta Dyszkiewicz-Konwińska, Adrian Wajer, Natalia Kazimierczak, Joanna Janiszewska-Olszowska, Zbigniew Serafin","doi":"10.3390/diagnostics14212410","DOIUrl":"10.3390/diagnostics14212410","url":null,"abstract":"<p><strong>Background/objectives: </strong>To assess the impact of a vendor-agnostic deep learning model (DLM) on image quality parameters and noise reduction in dental cone-beam computed tomography (CBCT) reconstructions.</p><p><strong>Methods: </strong>This retrospective study was conducted on CBCT scans of 93 patients (41 males and 52 females, mean age 41.2 years, SD 15.8 years) from a single center using the inclusion criteria of standard radiation dose protocol images. Objective and subjective image quality was assessed in three predefined landmarks through contrast-to-noise ratio (CNR) measurements and visual assessment using a 5-point scale by three experienced readers. The inter-reader reliability and repeatability were calculated.</p><p><strong>Results: </strong>Eighty patients (30 males and 50 females; mean age 41.5 years, SD 15.94 years) were included in this study. The CNR in DLM reconstructions was significantly greater than in native reconstructions, and the mean CNR in regions of interest 1-3 (ROI1-3) in DLM images was 11.12 ± 9.29, while in the case of native reconstructions, it was 7.64 ± 4.33 (<i>p</i> < 0.001). The noise level in native reconstructions was significantly higher than in the DLM reconstructions, and the mean noise level in ROI1-3 in native images was 45.83 ± 25.89, while in the case of DLM reconstructions, it was 35.61 ± 24.28 (<i>p</i> < 0.05). Subjective image quality assessment revealed no statistically significant differences between native and DLM reconstructions.</p><p><strong>Conclusions: </strong>The use of deep learning-based image reconstruction algorithms for CBCT imaging of the oral cavity can improve image quality by enhancing the CNR and lowering the noise.</p>","PeriodicalId":11225,"journal":{"name":"Diagnostics","volume":"14 21","pages":""},"PeriodicalIF":3.0,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11545169/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142616516","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Periodic Bleeding from a Cesarean Section Scar Fistula. 剖腹产疤痕瘘引起的周期性出血。
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212403
Gilbert Georg Klamminger, Daniel-Christoph Wagner, Martin Beeres, Annette Hasenburg, Roxana Schwab

We present the case of a 36-year-old woman who presented to our clinic for a second opinion. After multiple previous surgeries, she presented with an abdominal wound infection, which was initially treated conservatively. In the further course, catamenial bleeding occurred as an unusual symptom, and the suspicion of a fistula formation was postulated. Subsequent surgical repair and consecutive histopathological diagnosis revealed evidence of a fistula with endometriosis genitalis externa and thus gave an explanation for this striking clinical case presentation.

我们为您介绍一例 36 岁女性的病例,她到我们诊所寻求第二意见。在经历过多次手术后,她出现了腹部伤口感染,最初采取了保守治疗。在接下来的治疗过程中,她出现了导管出血这一异常症状,因此被怀疑是瘘管形成。随后的手术修补和连续的组织病理学诊断显示,瘘管与外生殖器子宫内膜异位症有关,从而为这一惊人的临床病例提供了解释。
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引用次数: 0
Retrospective Radiographic Analysis of Peri-Implant Bone Loss in Mandibular Full-Arch Implant Rehabilitations. 下颌全髋关节种植修复术后种植体周围骨质流失的回顾性影像学分析
IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2024-10-29 DOI: 10.3390/diagnostics14212404
Francesco Giordano, Alfonso Acerra, Roberta Gasparro, Marzio Galdi, Francesco D'Ambrosio, Mario Caggiano

Objectives: Can the type of implant rehabilitation influence peri-implant bone loss in case of full-arch mandibular prosthesis? The purpose of the study was to assess, using orthopantomograms (OPGs), the bone loss around implants in different types of implant-supported prosthetic rehabilitations and identify potential risk factors, associated with the number and location of implants, that may have an association with bone defects.

Methods: A radiographic study was conducted on 22,317 OPGs from 2010 to 2024. All OPGs with implant-supported prosthetic mandibular rehabilitations were included in the study.

Results: A total of 155 OPGs were evaluated, with peri-implant bone loss identified in 64 (41.3%). Distal implants (furthest from the center) across various positioning patterns were most susceptible to bone loss, with positions 3.6 and 4.6 demonstrating the most frequent occurrence (25 and 26 cases, respectively). The χ2 test revealed significant associations between both the implant positioning pattern (p < 0.001) and number of implants (p < 0.001) with peri-implant bone loss. Also, by updating the sample of OPGs, increased susceptibility to bone resorption was found for implants placed distal to the mental foramen compared to mesial ones in full-arch-implant-supported fixed prostheses.

Conclusions: Prospective clinical studies will therefore be useful in investigating this finding further.

研究目的种植体修复的类型是否会影响全拱下颌修复体的种植体周围骨质流失?本研究的目的是使用正位片(OPG)评估不同类型种植体支持修复的种植体周围骨质流失情况,并确定与种植体数量和位置相关的、可能与骨质缺损有关的潜在风险因素:2010年至2024年期间,对22317颗OPG进行了放射学研究。结果:共有 155 个 OPG 接受了种植体支持的下颌骨修复:共评估了155颗OPG,发现64颗(41.3%)种植体周围骨质流失。在各种定位模式中,远端种植体(距离中心最远)最容易出现骨质流失,其中3.6和4.6位置的种植体最容易出现骨质流失(分别为25和26例)。χ2检验显示,种植体定位模式(p < 0.001)和种植体数量(p < 0.001)与种植体周围骨质流失之间存在显著的相关性。此外,通过更新 OPGs 样本,还发现在全牙弓种植体支持的固定修复体中,种植体放置在种植孔远端比种植体放置在种植孔中段更容易发生骨吸收:因此,前瞻性临床研究将有助于进一步研究这一发现。
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引用次数: 0
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Diagnostics
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