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Advances in Liquid Biopsy for Diagnosis of Bladder Cancer. 用于诊断膀胱癌的液体活检的进展。
IF 1.8 3区 医学 Q3 UROLOGY & NEPHROLOGY Pub Date : 2024-06-01 Epub Date: 2024-06-30 DOI: 10.5213/inj.2448198.099
Jaekwon Seok, Yeonjoo Kwak, Sewhan Kim, Eun-Mee Kim, Aram Kim

Bladder cancer (BCa) is the most common malignancy of the urinary system. It has a high recurrence rate and requires longterm follow-up. Significant advances in BCa research have been made in recent years; however, the initial diagnosis and follow-up of BCa relies on cystoscopy, which is an invasive and expensive procedure. Over the past decade, liquid biopsies (e.g., blood and urine) have proven to be highly efficient methods for the discovery of BCa biomarkers. This noninvasive sampling method is used to analyze unique tumor components released into body fluids and enables serial sampling and longitudinal monitoring of tumor progression. Several liquid biopsy biomarkers have been studied extensively and have shown promising results in the clinical applications of BCa, including early detection, microscopic residual disease detection, recurrence prediction, and treatment response. Therefore, this review aims to provide an update on various new liquid biopsy markers and the advantages and current limitations of liquid biopsy in the diagnosis of BCa.

膀胱癌(BCa)是泌尿系统最常见的恶性肿瘤。它的复发率很高,需要长期随访。近年来,膀胱癌研究取得了重大进展;然而,膀胱癌的初步诊断和随访依赖于膀胱镜检查,这是一种侵入性且昂贵的检查方法。在过去十年中,液体活检(如血液和尿液)已被证明是发现 BCa 生物标志物的高效方法。这种无创取样方法可用于分析释放到体液中的独特肿瘤成分,并实现连续取样和纵向监测肿瘤进展。目前已对几种液体生物标记物进行了广泛研究,并在 BCa 的临床应用中取得了良好效果,包括早期检测、微小残留病检测、复发预测和治疗反应。因此,本综述旨在介绍各种新型液体活检标志物的最新进展,以及液体活检在诊断 BCa 方面的优势和目前存在的局限性。
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引用次数: 0
Surgical Outcomes and Predictive Factors in Patients With Detrusor Underactivity Undergoing Bladder Outlet Obstruction Surgery 接受膀胱出口梗阻手术的逼尿肌活动不足患者的手术效果和预测因素
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2346252.126
Ming-Syun Chuang, Yin-Chien Ou, Yu-Sheng Cheng, Kuan-Yu Wu, Chang-Te Wang, Yuan-Chi Huang, Yao-Lin Kao
Purpose This study was conducted to evaluate the efficacy of bladder outlet surgery in patients with detrusor underactivity (DU) and to identify factors associated with successful outcomes. Methods We conducted a retrospective review of men diagnosed with DU in urodynamic studies who underwent bladder outlet surgery for lower urinary tract symptoms between May 2018 and April 2023. The International Prostate Symptom Score (IPSS) questionnaire, uroflowmetry (UFM), and multichannel urodynamic studies were administered. Successful treatment outcomes were defined as either an IPSS improvement of at least 50% or the regaining of spontaneous voiding in patients urethral catheterization prior to surgery. Results The study included 93 male patients. Men diagnosed with significant or equivocal bladder outlet obstruction (BOO) experienced significant postoperative improvements in IPSS (from 20.6 to 6.0 and from 17.4 to 6.5, respectively), maximum urine flow rate (from 5.0 mL/sec to 14.4 mL/sec and from 8.8 mL/sec to 12.2 mL/sec, respectively) and voiding efficiency (from 48.8% to 86.0% and from 61.2% to 85.1%, respectively). However, in the group without obstruction, the improvements in IPSS and UFM results were not significant. The presence of detrusor overactivity (odds ratio [OR], 3.152; P=0.025) and preoperative urinary catheterization (OR, 2.756; P=0.040) were associated with favorable treatment outcomes. Conversely, an unobstructed bladder outlet was identified as a negative prognostic factor. Conclusions In men with DU accompanied by equivocal or significant BOO, surgical intervention to alleviate the obstruction may enhance the IPSS, quality of life, and UFM results. However, those with DU and an unobstructed bladder outlet face a comparatively high risk of treatment failure. Preoperative detrusor overactivity and urinary catheterization are associated with more favorable surgical outcomes. Consequently, active deobstructive surgery should be considered for patients with DU who are experiencing urinary retention.
目的 本研究旨在评估膀胱出口手术对逼尿肌活动不足(DU)患者的疗效,并确定与成功结果相关的因素。方法 我们对2018年5月至2023年4月期间在尿动力学研究中被诊断为DU并因下尿路症状接受膀胱出口手术的男性进行了回顾性研究。我们进行了国际前列腺症状评分(IPSS)问卷调查、尿流率测定(UFM)和多通道尿动力学研究。成功治疗结果的定义是 IPSS 改善至少 50%,或手术前接受尿道导管检查的患者恢复自主排尿。结果 该研究包括 93 名男性患者。被诊断出患有明显或等效膀胱出口梗阻(BOO)的男性患者在术后IPSS(分别从20.6降至6.0和从17.4降至6.5)、最大尿流率(分别从5.0毫升/秒增至14.4毫升/秒和从8.8毫升/秒增至12.2毫升/秒)和排尿效率(分别从48.8%增至86.0%和从61.2%增至85.1%)均有显著改善。然而,在无梗阻组中,IPSS 和 UFM 结果的改善并不显著。存在逼尿肌过度活动(几率比 [OR],3.152;P=0.025)和术前导尿(OR,2.756;P=0.040)与良好的治疗效果相关。相反,膀胱出口不通畅则是一个负面预后因素。结论 对于患有膀胱尿失禁并伴有等效或明显膀胱尿失禁的男性患者,通过手术治疗缓解梗阻可提高 IPSS、生活质量和 UFM 结果。然而,那些患有膀胱尿道梗阻且膀胱出口未阻塞的患者面临的治疗失败风险相对较高。术前逼尿肌过度活动和导尿与更有利的手术效果相关。因此,对于出现尿潴留的 DU 患者,应考虑进行积极的去梗阻手术。
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引用次数: 0
Coping With Methodology for Research in the Age of Artificial Intelligence: A Reader’s Guide to “Prediction of Prostate Cancer Risk Stratification Based on a Nonlinear Transformation Stacking Learning Strategy” 应对人工智能时代的研究方法论:基于非线性变换堆积学习策略的前列腺癌风险分层预测 "读者指南
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2424edi02
Jin Wook Kim
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引用次数: 0
Efficacy and Safety of Low-Dose Intravesical OnabotulinumtoxinA Injections in Female Patients With Detrusor Overactivity With Detrusor Underactivity 小剂量膀胱内注射奥那巴妥妥毒素 A 对女性逼尿肌过度活动和逼尿肌活动不足患者的疗效和安全性
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2346228.114
Hyun Seok Na, Chung Lyul Lee, J. Lim, K. Song, J. Shin, Jong Mok Park, Ji Yong Lee
Purpose We assessed the effectiveness and safety of using intravesical onabotulinumtoxinA (onabotA; BOTOX) injection with a low dose (75 units) for treating urinary storage symptoms in patients with detrusor overactivity with detrusor underactivity (DODU) compared to using the standard 100 units of onabotA in patients with overactive bladder (OAB). Methods This ambidirectional study included 121 female patients who received intravesical onabotA injections at our hospitals. A total of 87 patients with OAB and 34 patients with DODU were reviewed using a 3-day voiding diary, uroflowmetry, and questionnaires including the International Prostate Symptom Score (IPSS), Overactive Bladder Symptom Score, and Patient Perception of Bladder Condition. Patients were evaluated at baseline, within 2 weeks of treatment, and beyond 3 months after treatment. Results Questionnaire scores of the DODU group demonstrated significant improvement in the short term, with a subsequent decline, but an overall improvement compared to baseline in the long term. Notably, the DODU group exhibited enhanced IPSS voiding scores after the treatment. In the OAB group, most questionnaire scores, excluding the IPSS voiding score, showed significant posttreatment improvement, which was sustained to some extent in the long term. Voiding diary parameters related to storage symptoms were enhanced in both groups. The maximum and mean flow rates decreased in the OAB group but increased in the DODU group, particularly in the short term (P=0.000). The postvoid residual volume increased in both groups after posttreatment, with a mitigated change in the long term. Safety assessments revealed manageable adverse events in both groups with comparable frequencies. Conclusions Low-dose intravesical onabotA for DODU demonstrated a relatively shorter duration of efficacy than OAB. Nonetheless, the treatment improved both storage and voiding symptoms in patients with DODU without significant adverse effects.
目的 我们评估了与膀胱过度活动症(OAB)患者使用 100 单位的标准剂量相比,使用低剂量(75 单位)膀胱内注射奥那博肽(onabotulinumtoxinA,BOTOX)来治疗逼尿肌过度活动症合并逼尿肌活动不足(DODU)患者储尿症状的有效性和安全性。方法 该研究包括 121 名在本医院接受膀胱内注射奥那博特的女性患者。共有 87 名 OAB 患者和 34 名 DODU 患者接受了 3 天排尿日记、尿流率测定和问卷调查,包括国际前列腺症状评分 (IPSS)、膀胱过度活动症症状评分和患者对膀胱状况的感知。对患者进行了基线、治疗 2 周内和治疗 3 个月后的评估。结果 DODU 组的问卷得分在短期内有了显著改善,随后有所下降,但与基线相比,长期总体有所改善。值得注意的是,DODU 组在治疗后的 IPSS 排尿评分有所提高。在 OAB 组中,除 IPSS 排尿评分外,大多数问卷评分在治疗后都有明显改善,并在一定程度上保持了长期改善。两组患者与储尿症状相关的排尿日记参数均有所改善。OAB组的最大流速和平均流速有所下降,而DODU组则有所上升,尤其是在短期内(P=0.000)。治疗后,两组患者的排尿后残余尿量均有所增加,但长期变化较小。安全性评估显示,两组的不良反应均在可控范围内,发生频率相当。结论 低剂量膀胱内注射奥那博特治疗 DODU 的疗效持续时间比 OAB 短。尽管如此,该疗法仍能改善 DODU 患者的储尿和排尿症状,且无明显不良反应。
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引用次数: 0
Impact of Exercise Training on Survival Rate and Neural Cell Death in Sepsis Through the Maintenance of Redox Equilibrium 运动训练通过维持氧化还原平衡对败血症存活率和神经细胞死亡的影响
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2448044.022
Taewan Kim, Youngyun Jin, Jinkyung Cho, Donghyun Kim
Purpose Sepsis-related deaths occur during both the early proinflammatory and the late immunosuppressive phases of the condition. The balance of pro- and anti-inflammatory responses is influenced by damaged cells that die via either proinflammatory necroptosis or anti-inflammatory apoptosis. Both forms of cell death may be mediated by reactive oxygen species (ROS) generated during the proinflammatory response. Recent evidence suggests that exercise training boosts antioxidative capacity and could offer protection against sepsis. Given these findings, we aimed to examine the impact of exercise training on neural cell death in the context of sepsis. Methods We assessed the effectiveness of exercise in reducing ROS production and the inflammatory response using a cecal ligation and puncture (CLP)-induced sepsis model. Forty C57BL/6N male mice were randomly divided into 2 groups: control (CLP-Con; n=20) and experimental (CLP-Ex; n=20). Before the induction of sepsis by CLP, the CLP-Ex mice underwent interval training on a treadmill 3 days per week for 8 weeks. Each day involved 10 cycles of 2 minutes at 8 m/min and 2 minutes at 15 m/min. After the CLP procedure, we monitored the survival of 10 mice from each group over a 30-hour period. Results The findings indicated that exercise training increased the survival rate among mice with CLP-induced sepsis by enhancing antioxidative capacity and delaying the transition from a hyperdynamic to an immunosuppressive state. Conclusions Exercise training may delay the progression from the hyperdynamic state to the hypodynamic phase of sepsis by increasing antioxidant capacity and reducing apoptotic cell death.
目的 败血症相关死亡发生在早期促炎阶段和晚期免疫抑制阶段。促炎和抗炎反应的平衡受到受损细胞的影响,这些细胞通过促炎性坏死或抗炎性凋亡死亡。这两种形式的细胞死亡都可能是由促炎反应过程中产生的活性氧(ROS)介导的。最近的证据表明,运动训练能提高抗氧化能力,并能提供对败血症的保护。鉴于这些发现,我们旨在研究脓毒症情况下运动训练对神经细胞死亡的影响。方法 我们使用盲肠结扎和穿刺(CLP)诱导的败血症模型评估了运动在减少 ROS 生成和炎症反应方面的效果。40只C57BL/6N雄性小鼠被随机分为两组:对照组(CLP-Con;n=20)和实验组(CLP-Ex;n=20)。在CLP诱导败血症之前,CLP-Ex小鼠每周3天在跑步机上进行间歇训练,持续8周。每天进行 10 个循环,其中 2 分钟为 8 米/分钟,2 分钟为 15 米/分钟。CLP程序结束后,我们对每组10只小鼠的存活率进行了30小时的监测。结果 研究结果表明,运动训练可提高小鼠的抗氧化能力,延缓小鼠从高动力状态向免疫抑制状态的转变,从而提高小鼠在 CLP 诱导的败血症中的存活率。结论 运动训练可通过提高抗氧化能力和减少细胞凋亡来延缓败血症从高动力状态向低动力阶段的发展。
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引用次数: 0
Water Vapor Therapy and Zonal Anatomy of the Prostate 水蒸气疗法和前列腺分区解剖学
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2346278.139
Jang Hwan Kim, H. Kim, Seung-Ju Lee, Dong Sup Lee
Water vapor therapy using Rezūm has been recently introduced as a minimally invasive surgery for benign prostatic hyperplasia and is being increasingly performed. However, there is a lack of real-time images showing this practice and how convective water vapor acts in the prostate gland. In real-time ultrasonography, convective water vapor rapidly spreads throughout the ipsilateral transitional zone and is mostly limited within the transitional zone. For educational purposes, we would like to present a case to help readers understand water vapor therapy by visualizing convective water vapor using real-time ultrasound.
使用Rezūm的水蒸气疗法最近作为治疗良性前列腺增生症的微创手术被引入,并且越来越多地开展。然而,目前还缺乏显示这种做法以及对流水蒸气如何在前列腺中发挥作用的实时图像。在实时超声造影中,对流水蒸气迅速扩散到整个同侧过渡区,而且大部分仅限于过渡区内。出于教育目的,我们想介绍一个病例,通过使用实时超声将对流水蒸气可视化,帮助读者理解水蒸气疗法。
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引用次数: 0
The Critical Role of Intracellular Bacterial Communities in Uncomplicated Recurrent Urinary Cystitis: A Comprehensive Review of Detection Methods and Diagnostic Potential 细胞内细菌群落在非并发复发性尿路膀胱炎中的关键作用:检测方法与诊断潜力综述
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2448066.033
Y. Kwak, Hyeong Gon Kim, Jaekwon Seok, Sehwan Kim, Eun-Mee Kim, Aram Kim
Urinary tract infections (UTIs) are among the most common bacterial infections worldwide and are particularly prevalent in women. Recurrent UTIs significantly diminish quality of life due to their symptoms and frequent relapses. Patients often experience immediate relapse following slightly strenuous activities or intense psychological stress. In this review, we explore why infections persist despite the advent of various treatments and suggest strategies to manage recurrent cystitis by targeting the mechanisms of adhesion and infection. Vitamin D levels and the expression of neutrophil gelatinase-associated lipocalin are linked to the recurrence of UTIs. During a UTI, bacteria employ adhesins to invade the urinary tract, adhere to urothelial cells, and then penetrate these cells, where they rapidly multiply to establish intracellular bacterial communities. Bacteria can also form quiescent intracellular reservoirs that escape immune responses and antibiotic treatments, leading to recurrence under certain conditions. The surface proteins of bacteria and D-mannose are crucial in the adhesion of bacteria to the urothelium. Understanding these processes provides valuable insights into potential therapeutic approaches that focus on preventing bacterial attachment and cluster formation. By disrupting the ability of bacteria to adhere to and form clusters on cells, we can better manage recurrent UTIs and improve patient outcomes.
尿路感染(UTI)是全球最常见的细菌感染之一,在女性中尤为普遍。复发性尿路感染的症状和频繁复发大大降低了患者的生活质量。患者往往在稍有剧烈活动或承受巨大心理压力后就会立即复发。在这篇综述中,我们探讨了尽管出现了各种治疗方法,但感染仍然存在的原因,并针对粘附和感染的机制提出了控制复发性膀胱炎的策略。维生素 D 水平和中性粒细胞明胶酶相关脂联素的表达与UTI 的复发有关。在UTI期间,细菌利用粘附素侵入尿路,粘附在尿路上皮细胞上,然后穿透这些细胞,在细胞内迅速繁殖,建立细胞内细菌群落。细菌还可以在细胞内形成静止的贮藏库,逃避免疫反应和抗生素治疗,从而在某些情况下导致复发。细菌的表面蛋白和 D-甘露糖是细菌粘附到尿路上皮细胞的关键。了解了这些过程,就能为重点防止细菌附着和集群形成的潜在治疗方法提供有价值的见解。通过破坏细菌附着在细胞上并在细胞上形成菌群的能力,我们可以更好地控制复发性尿道炎并改善患者的治疗效果。
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引用次数: 0
Pudendal Nerve Neurolysis in Patients Afflicted With Pudendal Nerve Entrapment: A Systematic Review of Surgical Techniques and Their Efficacy 对阴茎神经卡压患者进行阴茎神经切断术:手术技术及其疗效的系统回顾
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2448010.005
C. Giulioni, G. Pirola, Martina Maggi, Lucia Pitoni, Demetra Fuligni, Mattia Beltrami, Vanessa Palantrani, V. De Stefano, V. Maurizi, D. Castellani, A. Galosi
To assess the effectiveness and safety of various techniques of pudendal nerve neurolysis (PNN) in patients with pudendal nerve entrapment (PNE). A comprehensive literature search was conducted on May 20th, 2023, using Scopus, PubMed, and Embase databases. Only studies in English involving adults were accepted, while meeting abstracts and preclinical studies were excluded. A total of 34 papers were included. Transperineal PNN emerged as a promising technique, demonstrating significant potential in alleviating pain, restoring erectile function in males, and improving the resolution of urinary stress incontinence in females. Furthermore, the bilateral approach consistently yielded positive outcomes in addressing urinary symptoms. The transgluteal technique appeared particularly suitable for cases of posterior PNE, situated between the sacrospinous ligament and the lesser sciatic foramen. A progressive amelioration of painful symptoms was observed during follow-up. Minimally invasive PNN is evolving and enables decompression along the entire proximal tract up to the Alcock canal, minimizing the risk of comorbidities. In addition to reducing pudendal neuralgia, robot-assisted and laparoscopic approaches determined a reduction in lower urinary tract symptoms and an improvement in erectile function, though further studies are required to corroborate these findings. PNN emerges as an effective treatment for PNE with minimal morbidity. Therefore, PNN should be tailored according to the site of PNE to enhance functional outcomes and improve patient quality of life.
目的:评估各种阴茎神经松解术(PNN)对阴茎神经卡压(PNE)患者的有效性和安全性。2023 年 5 月 20 日,我们使用 Scopus、PubMed 和 Embase 数据库进行了全面的文献检索。只接受涉及成人的英文研究,会议摘要和临床前研究除外。共纳入 34 篇论文。经会阴 PNN 是一种很有前途的技术,在减轻疼痛、恢复男性勃起功能和改善女性尿压力性尿失禁的解决方面具有很大的潜力。此外,双侧方法在解决泌尿系统症状方面也一直取得积极成果。经臀部技术似乎特别适用于位于骶棘韧带和坐骨小孔之间的后部PNE病例。在随访中观察到,疼痛症状逐渐得到改善。微创腹股沟疝正在不断发展,它能对整个腹股沟疝近端直至阿尔科克管进行减压,最大限度地降低合并症的风险。机器人辅助方法和腹腔镜方法除了能减轻会阴神经痛外,还能减轻下尿路症状,改善勃起功能,但还需要进一步的研究来证实这些发现。PNN 是治疗 PNE 的有效方法,且发病率极低。因此,PNN 应根据 PNE 的部位量身定制,以提高功能效果并改善患者的生活质量。
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引用次数: 0
Benign Prostatic Hyperplasia and the Risk of Falls in Older Men: Insights From a Population-Based Study on Geriatric Morbid Conditions 良性前列腺增生与老年男性跌倒的风险:基于人群的老年病学研究的启示
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2448064.032
Sung Jin Kim, Donghyun Lee, S. Park, S. Pak, Young Goo Lee, Sung-Tae Cho
Purpose The purpose of this study was to explore the association between benign prostatic hyperplasia (BPH) and the incidence of falls from the perspective of geriatric morbid conditions. Methods Data were sourced from the triennial National Survey of Older Koreans conducted by the Ministry of Health and Welfare (2017–2020). In total, 8,135 male participants aged 65 and older were included, and information was gathered through questionnaires and physical measurements. Logistic regression analysis was utilized to determine the impact of BPH on the risk of falls, and subgroup analyses were conducted to examine the influence of BPH on specific types of falls. Results Of the participants, 15.2% (1,238 of 8,135) reported that their BPH treatment exceeded 3 months, and 8.0% (648 of 8,135) reported experiencing falls, with 61.4% (398/648) of these falls resulting in injuries. A significant association was identified between BPH and both falls (odds ratio [OR], 1.798; 95% confidence interval [CI], 1.479–2.185) and falls with injuries (OR, 2.133; 95% CI, 1.689–2.694). A subgroup analysis indicated a correlation between BPH and falls in groups having one (OR, 1.912; 95% CI, 1.356–2.694) and 2 or more conditions (OR, 1.856; 95% CI, 1.455–2.367) involving visual and auditory impairments, cognitive decline, depression, lower motor weakness, and limitations in daily activities. Conclusions The findings indicate that BPH contributes to the incidence of falls among older men, particularly those with comorbid conditions. Considering the heightened fall risk among elderly individuals suffering from multiple morbidities, particularly those with BPH, targeted interventions are essential for mitigating the risk of falls in this vulnerable group.
目的 本研究旨在从老年病的角度探讨良性前列腺增生症(BPH)与跌倒发生率之间的关系。方法 数据来源于韩国保健福祉部开展的三年一次的韩国老年人全国调查(2017-2020 年)。共纳入 8135 名 65 岁及以上男性参与者,通过问卷调查和身体测量收集信息。利用逻辑回归分析确定良性前列腺增生症对跌倒风险的影响,并进行亚组分析研究良性前列腺增生症对特定类型跌倒的影响。结果 在参与者中,15.2%(8135 人中的 1238 人)称其良性前列腺增生症的治疗时间超过 3 个月;8.0%(8135 人中的 648 人)称曾有过跌倒经历,其中 61.4%(398/648)的跌倒导致了受伤。研究发现,良性前列腺增生症与跌倒(几率比 [OR],1.798;95% 置信区间 [CI],1.479-2.185)和跌倒受伤(OR,2.133;95% 置信区间 [CI],1.689-2.694)之间存在明显关联。一项亚组分析表明,在患有一种(OR,1.912;95% CI,1.356-2.694)和两种或两种以上(OR,1.856;95% CI,1.455-2.367)疾病的人群中,良性前列腺增生症与跌倒之间存在相关性,这些疾病涉及视觉和听觉障碍、认知能力下降、抑郁、下肢运动无力以及日常活动受限。结论 研究结果表明,良性前列腺增生症是导致老年男性跌倒的原因之一,尤其是那些患有合并症的老年男性。考虑到患有多种疾病的老年人,尤其是患有良性前列腺增生症的老年人跌倒风险较高,有针对性的干预措施对于降低这一弱势群体的跌倒风险至关重要。
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引用次数: 0
Prediction of Prostate Cancer Risk Stratification Based on A Nonlinear Transformation Stacking Learning Strategy 基于非线性变换堆叠学习策略的前列腺癌风险分层预测
IF 2.3 3区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.5213/inj.2346332.166
Xinyu Cao, Yin Fang, Chunguang Yang, Zhenghao Liu, Guoping Xu, Yan Jiang, Peiyan Wu, Wenbo Song, Hanshuo Xing, Xinglong Wu
Purpose Prostate cancer (PCa) is an epithelial malignancy that originates in the prostate gland and is generally categorized into low, intermediate, and high-risk groups. The primary diagnostic indicator for PCa is the measurement of serum prostate-specific antigen (PSA) values. However, reliance on PSA levels can result in false positives, leading to unnecessary biopsies and an increased risk of invasive injuries. Therefore, it is imperative to develop an efficient and accurate method for PCa risk stratification. Many recent studies on PCa risk stratification based on clinical data have employed a binary classification, distinguishing between low to intermediate and high risk. In this paper, we propose a novel machine learning (ML) approach utilizing a stacking learning strategy for predicting the tripartite risk stratification of PCa. Methods Clinical records, featuring attributes selected using the lasso method, were utilized with 5 ML classifiers. The outputs of these classifiers underwent transformation by various nonlinear transformers and were then concatenated with the lasso-selected features, resulting in a set of new features. A stacking learning strategy, integrating different ML classifiers, was developed based on these new features. Results Our proposed approach demonstrated superior performance, achieving an accuracy of 0.83 and an area under the receiver operating characteristic curve value of 0.88 in a dataset comprising 197 PCa patients with 42 clinical characteristics. Conclusions This study aimed to improve clinicians’ ability to rapidly assess PCa risk stratification while reducing the burden on patients. This was achieved by using artificial intelligence-related technologies as an auxiliary method for diagnosing PCa.
目的 前列腺癌(PCa)是一种起源于前列腺的上皮性恶性肿瘤,一般分为低危、中危和高危三类。PCa 的主要诊断指标是测量血清前列腺特异性抗原(PSA)值。然而,依赖 PSA 水平可能导致假阳性,从而导致不必要的活组织检查,并增加侵入性损伤的风险。因此,开发一种高效、准确的 PCa 风险分层方法势在必行。近期许多基于临床数据的 PCa 风险分层研究都采用了二元分类法,将 PCa 风险区分为低危、中危和高危。在本文中,我们提出了一种新颖的机器学习(ML)方法,利用堆叠学习策略来预测 PCa 的三方风险分层。方法 采用拉索法选择属性的临床记录与 5 个 ML 分类器一起使用。这些分类器的输出通过各种非线性变换器进行变换,然后与套索法选择的特征进行串联,形成一组新特征。在这些新特征的基础上,我们开发了一种集成不同 ML 分类器的堆叠学习策略。结果 我们提出的方法表现出卓越的性能,在由 197 名具有 42 种临床特征的 PCa 患者组成的数据集中,准确率达到 0.83,接收者工作特征曲线下面积值达到 0.88。结论 本研究旨在提高临床医生快速评估 PCa 风险分层的能力,同时减轻患者的负担。这是通过使用人工智能相关技术作为诊断 PCa 的辅助方法来实现的。
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引用次数: 1
期刊
International Neurourology Journal
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