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How brain diseases affect the lower urinary tract function? 脑部疾病如何影响下尿路功能?
Pub Date : 2023-01-01 DOI: 10.14440/bladder.2023.854
Ryuji Sakakibara, Tatsuya Yamamoto, Noritoshi Sekido, Setsu Sawai

This article reviewed brain mechanism of the lower urinary tract (LUT). Among autonomic nervous systems, LUT is unique in terms of afferent pathophysiology; bladder sensation is perceived soon after the storage phase and throughout the voiding phase. Within the brain, this is measured in experimental animals by the firing of single neurons and in humans by evoked potentials/functional neuroimaging. The evidence indicates that sphincter information goes up to the precentral motor cortex and other brain areas, and bladder information goes up to the insular cortex (IC)/anterior cingulate (ACG) and further to the prefrontal cortex (PFC). Another LUT-specific phenomenon is efferent pathophysiology: detrusor overactivity (exaggerated micturition reflex) occurs in brain diseases such as stroke (focal disease) and dementia with Lewy bodies (diffuse diseases, may overlap with each other). With the turning off and on of the brain-switch of micturition (at the periaqueductal gray [PAG]), there is a bladder-inhibitory PFC-IC/ACG-hypothalamus-PAG pathway, with interconnections via the PFC with a PFC-nigrostriatal D1 dopaminergic pathway and a PFC-cerebellar pathway. Brain diseases that affect these areas may cause a loss of the brain's inhibition of the micturition reflex, leading to detrusor overactivity. This has a significant clinical impact on patients and requires appropriate management.

本文就下尿路(LUT)的脑机制进行综述。在自主神经系统中,LUT在传入病理生理方面是独特的;膀胱感觉在储尿期后不久和整个排尿期被感知。在大脑中,这是通过实验动物单个神经元的放电来测量的,而在人类中是通过诱发电位/功能性神经成像来测量的。证据表明,括括肌信息向上传递到中央前运动皮层和其他大脑区域,膀胱信息向上传递到岛叶皮质(IC)/前扣带(ACG),并进一步传递到前额叶皮质(PFC)。另一种lut特异性现象是传出病理生理:逼尿肌过度活动(过度排尿反射)发生在脑疾病中,如中风(局灶性疾病)和路易体痴呆(弥漫性疾病,可能相互重叠)。随着排尿脑开关(在导水管周围灰质[PAG])的关闭和打开,存在膀胱抑制PFC- ic / acg -下丘脑-PAG通路,PFC与PFC-黑质纹状体D1多巴胺能通路和PFC-小脑通路相互连接。影响这些区域的脑部疾病可能会导致大脑对排尿反射的抑制丧失,导致逼尿肌过度活动。这对患者有重大的临床影响,需要适当的管理。
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引用次数: 1
Should continuous bladder irrigation be recommended when single instillation of intravesical chemotherapy cannot be used after transurethral resection in low-risk non-muscle invasive bladder cancer? 低风险的非肌肉浸润性膀胱癌经尿道切除后不能单次膀胱内灌注化疗,是否应该推荐持续膀胱冲洗?
Pub Date : 2023-01-01 DOI: 10.14440/bladder.2023.848
Joaquin Chemi, Gustavo Martin Villoldo

Reducing the recurrence rate in patients with low-risk non-muscle invasive bladder cancer patients is a critical concern in the urologic community. The gold standard treatment is single instillation (SI) of intravesical chemotherapy after transurethral resection of bladder tumor (TURBT), but unfortunately, it is underused. Continuous bladder irrigation (CBI) after TURBT is an alternative strategy to SI for the prevention of bladder tumor implantation and recurrence. The aim of this review was to present the evidence that supports CBI after TURBT when SI is not possible.

降低低危非肌肉浸润性膀胱癌患者的复发率是泌尿外科关注的关键问题。经尿道膀胱肿瘤切除术(turt)后膀胱内单次灌注化疗是金标准治疗方法,但遗憾的是,这种治疗方法尚未得到充分利用。TURBT术后持续膀胱灌洗(CBI)是一种预防膀胱肿瘤植入和复发的替代策略。本综述的目的是提供证据,支持在不可能进行SI的情况下在TURBT后行CBI。
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引用次数: 0
Treatment of stress urinary incontinence with a percutaneously implantable wireless microstimulator device (NuStim®) plus pelvic floor muscle exercises: a pilot study. 经皮植入式无线微刺激装置(NuStim®)加盆底肌肉锻炼治疗应激性尿失禁:一项试点研究
Pub Date : 2022-09-14 eCollection Date: 2022-01-01 DOI: 10.14440/bladder.2022.845
Fan Zhang, Limin Liao

Objectives: To evaluate the utility and safety of pelvic floor muscle exercises in combination with a wireless percutaneously implantable microstimulator device (NuStim®) for the treatment of stress urinary incontinence.

Methods: In this prospective self-controlled pilot trial, three patients aged 35-75 years with incontinence symptoms were treated by pelvic floor muscle exercises plus implantation of NuStim® from June 2017 to March 2019. The patients received 25 weeks of pelvic floor training, during which the patients' incontinence was quantitatively assessed by a 1-h pad test. Self-reported scores were used to rate the effect of treatment in terms of the quality of daily life, with pelvic floor muscle strength evaluated on the modified Oxford scale at each follow-up visit.

Results: All three patients (2 males and 1 female) completed the trial without dropouts. The results showed that their incontinence symptoms were alleviated, as measured by a decrease in the normalized weight of the 1-h pad test, which presented a significant linear trend (P = 0.0021). An intragroup analysis revealed that all participants achieved statistically significant improvement in terms of the 1-h pad test score at 25 weeks as compared with pre-training findings. Nonetheless, no significant difference was found between the results of the other follow-up points and the baseline before treatment (P = 0.058). Comparison of the secondary outcome variable scores in each participant showed no significant difference at the conclusion of the study.

Conclusions: Use of the NuStim® during pelvic floor muscle exercises resulted in significant improvement in incontinence symptoms. The device was shown to be useful and safe as an adjunct to the pelvic floor training for the treatment of stress urinary incontinence.

目的:评价盆底肌运动联合无线经皮植入微刺激器(NuStim®)治疗应激性尿失禁的有效性和安全性。方法:在2017年6月至2019年3月的前瞻性自我对照先导试验中,3例年龄在35-75岁之间有尿失禁症状的患者接受盆底肌运动加NuStim®植入治疗。患者接受25周的盆底训练,在此期间通过1小时尿垫试验定量评估患者的尿失禁情况。在日常生活质量方面,采用自我报告的评分来评价治疗效果,每次随访时用改良牛津量表评估盆底肌肉力量。结果:所有3例患者(2男1女)均完成了试验,无退出。结果显示,1 h尿垫试验归一化体重下降,尿失禁症状得到缓解,呈显著的线性趋势(P = 0.0021)。一项组内分析显示,与训练前的结果相比,所有参与者在25周的1小时尿垫测试得分方面都取得了统计学上显著的改善。然而,其他随访点的结果与治疗前基线无显著差异(P = 0.058)。在研究结束时,比较每个参与者的次要结局变量得分没有显着差异。结论:盆底肌运动时使用NuStim®可显著改善失禁症状。该装置被证明是有用的和安全的辅助盆底训练治疗压力性尿失禁。
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引用次数: 0
Safety and Effectiveness of Nustim System Implantation in Dogs. 犬Nustim系统植入的安全性和有效性。
Pub Date : 2022-09-14 eCollection Date: 2022-01-01 DOI: 10.14440/bladder.2022.844
Xing Li, Han Deng, Zhaoxia Wang, Hao Li, Limin Liao

Objectives: To verify the safety and effectiveness of a novel micro-implantable wireless nerve stimulation device in healthy adult beagles and evaluate the feasibility of using the device in clinical practice.

Methods: The stimulator was experimentally implanted into the quadriceps femoris of three adult beagles. The animals were subjected to training on daily basis for 14 days, and the threshold test was administered once a week. At the end, we analyzed the images of light microscopy and electron microscopy.

Results: The implantation was easy to perform and the whole stimulation system worked stably and reliably. The stimulation threshold was stable. During the process, the stimulator did not move or cause damage to adjacent tissues. The whole system showed a good biocompatibility with recipient animals. The stimulator could induce muscular contraction and enhance the motor function of muscles.

Conclusions: The preliminary results showed that the stimulator could be safely implanted into animal body, with good tissue compatibility, stability and reliability. In addition, it also worked well in eliciting muscle contraction. It promises to be used for the treatment of stress urinary incontinence in future.

目的:验证一种新型微型可植入无线神经刺激装置在健康成年小猎犬身上的安全性和有效性,并评估该装置在临床应用的可行性。方法:实验将该刺激器植入3只成年小猎犬股四头肌。每天训练14 d,每周进行1次阈值测试。最后,对光镜和电镜图像进行了分析。结果:植入简便,整个刺激系统工作稳定可靠。刺激阈值稳定。在此过程中,刺激器不会移动或对邻近组织造成损伤。整个系统与受体动物具有良好的生物相容性。刺激器能诱导肌肉收缩,增强肌肉运动功能。结论:初步结果表明,该刺激器可安全植入动物体内,具有良好的组织相容性、稳定性和可靠性。此外,它在引起肌肉收缩方面也有很好的效果。它有望在未来用于治疗压力性尿失禁。
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引用次数: 0
Chinese botulinum toxin A for the treatment of lower urinary tract dysfunction: It works just as well. 中国肉毒毒素A治疗下尿路功能障碍:效果一样好。
Pub Date : 2022-09-14 eCollection Date: 2022-01-01 DOI: 10.14440/bladder.2022.847
Fan Zhang, Qinggang Liu, Limin Liao, Xiaojuan Li, Xueping Zhang

The botulinum neurotoxin type A (BoNT/A) is a neurotoxin produced by Clostridium botulinum. It causes botulism and represents the most powerful natural poison. In urological practice, the indications for BoNT/A therapy include neurogenic detrusor overactivity (NDO), idiopathic overactive bladder (OAB) or idiopathic detrusor overactivity (IDO), detrusor-sphincter dyssynergia (DSD), interstitial cystitis/bladder pain syndrome (IC/BPS), urinary tract infections (UTI), benign prostatic hyperplasia (BPH), and, more recently, chronic prostatic pain (CPP). BoNT/A is not only conducive to the treatment of muscle spasticity but also effectively works on hyperalgesia associated with various disorders of the lower urinary tract, thanks to its anti-nociceptive properties. While Botox® (Allergan Inc., Irvine, CA) is currently being used across the globe, we have been using Chinese BoNT/A for many years for the treatment of DSD, NDO, idiopathic OAB, IC/BPS, BPH and UTI. Our experience showed that Chinese BoNT/A was as good as other BoNT/A products in terms of efficacy, safety, and tolerability. In this study, we explored the current and potential applications of Chinese BoNT/A in urology, and reviewed the background information regarding the toxin.

A型肉毒杆菌神经毒素(BoNT/A)是一种由肉毒杆菌产生的神经毒素。它会导致肉毒中毒,是最强大的天然毒药。在泌尿外科实践中,BoNT/A治疗的适应症包括神经源性逼尿肌过度活动(NDO),特发性膀胱过度活动(OAB)或特发性逼尿肌过度活动(IDO),逼尿肌-括约肌协同障碍(DSD),间质性膀胱炎/膀胱疼痛综合征(IC/BPS),尿路感染(UTI),良性前列腺增生(BPH),以及最近的慢性前列腺痛(CPP)。BoNT/A不仅有助于治疗肌肉痉挛,而且由于其抗伤害性的特性,它还能有效地治疗与各种下尿路疾病相关的痛觉过敏。虽然Botox®(Allergan Inc., Irvine, CA)目前在全球范围内使用,但我们多年来一直使用中国BoNT/A治疗DSD, NDO,特发性OAB, IC/BPS, BPH和UTI。我们的经验表明,中国的BoNT/A在疗效、安全性和耐受性方面与其他BoNT/A产品一样好。本文综述了国产BoNT/A在泌尿外科的应用现状及潜在应用前景,并对其相关背景资料进行了综述。
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引用次数: 0
Nerve-spring technique could achieve a functional trifecta outcome of robotic intracorporeal studer's orthotopic neobladder in the male. 神经弹簧技术可以实现男性机器人体内原位新膀胱的功能三联体。
Pub Date : 2022-01-01 DOI: 10.14440/bladder.2022.850
Qiang Cheng, Liangyou Gu, Wenzheng Chen, Xupeng Zhao, Xin Ma, Xiao Chang, Qing Ai, Hongzhao Li

Objectives: To summarize some key steps of functional improvement in robotic intracorporeal studer's orthotopic neobladder (RISON) of males, especially for nerve-spring technique. We also presented the result of 1-year follow-up aimed to illustrate its functional trifecta outcomes.

Methods: Robotic radical cystectomy with intracorporeal studer's orthotopic neobladder was performed on 33 male patients by the same surgeon from April 2018 to March 2019. Nerve-sparing technique had been used in 11 of the 33 patients. A prospectively maintained dataset was retrospectively searched and the related perioperative and follow-up data were analyzed. The functional trifecta outcomes referred to the freedom from recurrence, urinary continence and sexual function recovery after one year.

Results: A total of 33 males were included in our study. All perioperative information was recorded in detail. Thirty-two cases were confirmed to have negative surgical margin, except one pT3a case. And another case of incidental prostate cancer was diagnosed pathologically. All patients (100%) were recurrence-free one year after the operation. Eleven patients underwent nerve-sparing surgeries, including inter-fascial techniques or intra-fascial techniques. All these patients attained daytime continence (0 pad) at 1 month. With the nighttime continence, nerve-sparing group (2, 2,1) used fewer pads than other 22 cases (3, 3,2) at 1, 6 or 12 month(s) respectively. We defined urinary continence as 0 pad in daytime and no more than 1 pad in nighttime. The median preoperative score of International Index of Erectile Function (IIEF-6) in the 11 cases was 24. The sexual function recovery was defined as IIEF-6 > 20. The final trifecta rate was 54.5% and the median follow-up time lasted 17 months (range, 12 to 22 months).

Conclusions: RISON could be a safe and feasible choice of urinary diversion. Nerve sparing techniques might help the patients achieve a relatively higher functional trifecta rate.

目的:总结改善男性机器人原位新生膀胱(RISON)功能的关键步骤,特别是神经弹簧技术。我们还提出了为期1年的随访结果,旨在说明其功能三合一的结果。方法:2018年4月至2019年3月,由同一位外科医生对33例男性患者进行了机器人根治性膀胱切除术和体外原位新生膀胱切除术。33例患者中有11例使用了神经保留技术。回顾性检索前瞻性维护的数据集,并分析相关的围手术期和随访数据。功能三联结果是指一年后无复发、尿失禁和性功能恢复。结果:本研究共纳入33名男性。详细记录所有围手术期信息。除1例pT3a外,32例手术切缘阴性。另一例偶发性前列腺癌经病理诊断。所有患者(100%)术后1年无复发。11例患者行保神经手术,包括筋膜间技术或筋膜内技术。所有患者均在1个月时达到白天尿失禁(0 pad)。在夜间尿失禁的情况下,神经保留组(2、2、1)分别在1、6、12个月时比其他22例(3、3、2)使用更少的垫子。我们将尿失禁定义为白天0个尿垫,夜间不超过1个尿垫。11例患者术前国际勃起功能指数(IIEF-6)中位评分为24分。性功能恢复以IIEF-6 > 20为标准。最终三联治疗率为54.5%,中位随访时间为17个月(12 ~ 22个月)。结论:RISON是一种安全可行的尿分流选择。神经保留技术可以帮助患者获得相对较高的功能性三连率。
{"title":"Nerve-spring technique could achieve a functional trifecta outcome of robotic intracorporeal studer's orthotopic neobladder in the male.","authors":"Qiang Cheng,&nbsp;Liangyou Gu,&nbsp;Wenzheng Chen,&nbsp;Xupeng Zhao,&nbsp;Xin Ma,&nbsp;Xiao Chang,&nbsp;Qing Ai,&nbsp;Hongzhao Li","doi":"10.14440/bladder.2022.850","DOIUrl":"https://doi.org/10.14440/bladder.2022.850","url":null,"abstract":"<p><strong>Objectives: </strong>To summarize some key steps of functional improvement in robotic intracorporeal studer's orthotopic neobladder (RISON) of males, especially for nerve-spring technique. We also presented the result of 1-year follow-up aimed to illustrate its functional trifecta outcomes.</p><p><strong>Methods: </strong>Robotic radical cystectomy with intracorporeal studer's orthotopic neobladder was performed on 33 male patients by the same surgeon from April 2018 to March 2019. Nerve-sparing technique had been used in 11 of the 33 patients. A prospectively maintained dataset was retrospectively searched and the related perioperative and follow-up data were analyzed. The functional trifecta outcomes referred to the freedom from recurrence, urinary continence and sexual function recovery after one year.</p><p><strong>Results: </strong>A total of 33 males were included in our study. All perioperative information was recorded in detail. Thirty-two cases were confirmed to have negative surgical margin, except one pT3a case. And another case of incidental prostate cancer was diagnosed pathologically. All patients (100%) were recurrence-free one year after the operation. Eleven patients underwent nerve-sparing surgeries, including inter-fascial techniques or intra-fascial techniques. All these patients attained daytime continence (0 pad) at 1 month. With the nighttime continence, nerve-sparing group (2, 2,1) used fewer pads than other 22 cases (3, 3,2) at 1, 6 or 12 month(s) respectively. We defined urinary continence as 0 pad in daytime and no more than 1 pad in nighttime. The median preoperative score of International Index of Erectile Function (IIEF-6) in the 11 cases was 24. The sexual function recovery was defined as IIEF-6 > 20. The final trifecta rate was 54.5% and the median follow-up time lasted 17 months (range, 12 to 22 months).</p><p><strong>Conclusions: </strong>RISON could be a safe and feasible choice of urinary diversion. Nerve sparing techniques might help the patients achieve a relatively higher functional trifecta rate.</p>","PeriodicalId":72421,"journal":{"name":"Bladder (San Francisco, Calif.)","volume":"9 1","pages":"e50"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/1a/d7/bladder-9-1-e50.PMC10040301.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9589777","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Does deep brain stimulation improve Parkinson's disease-related lower urinary tract symptoms and voiding dysfunction? 脑深部电刺激能改善帕金森病相关的下尿路症状和排尿功能障碍吗?
Pub Date : 2021-08-27 eCollection Date: 2021-01-01 DOI: 10.14440/bladder.2021.825
Alexandra L Tabakin, Hari S G R Tunuguntla

Parkinson's disease (PD), caused by degeneration of dopaminergic neurons, leads to motor and autonomic symptoms. A large proportion of PD patients experience lower urinary tract symptoms (LUTS) and voiding dysfunction, associated with poor quality of life. Deep brain stimulation (DBS) is an adjunctive therapy used in combination with medication for Parkinsonian motor symptoms and is currently being explored to treat PD-related LUTS. This review discusses the current literature on the effects of DBS on lower urinary tract function and whether this modality can be used to modulate PD-related LUTS and voiding dysfunction.

帕金森氏症(PD)是由多巴胺能神经元退化引起的,可导致运动和自主神经症状。很大一部分PD患者经历下尿路症状(LUTS)和排尿功能障碍,与生活质量差相关。脑深部电刺激(DBS)是一种联合药物治疗帕金森运动症状的辅助疗法,目前正在探索治疗pd相关LUTS。本文综述了目前关于DBS对下尿路功能影响的文献,以及这种方式是否可以用于调节pd相关的LUTS和排尿功能障碍。
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引用次数: 0
Biomechanics of urinary bladder: slow-filling and slow-emptying cystometry and accommodation. 膀胱的生物力学:慢填和慢排空膀胱测量和调节。
Pub Date : 2021-07-27 eCollection Date: 2021-01-01 DOI: 10.14440/bladder.2021.826
Wim A van Duyl

Objective: In a concept of accommodation of detrusor pressure to volume as an autonomous potency of the bladder, a crucial physiological biomechanical role has been attributed to spontaneous contraction activity. This concept is experimentally investigated on pig bladder in vitro.

Methods: Slowly emptying of not-stimulated pig bladders via a flow resistor has been recorded and the effect of spontaneous contractions on the tonic pressure during emptying by expulsion has been studied.

Results: The expulsed volume can be separated in a reduction of elastic volume and of rest volume. Tonic pressure is determined by the elastic volume in combination with elastic compliance. In an accommodated state completely transient superimposed pressure waves affect rest volume not elastic volume. Accommodation of tonic detrusor pressure to bladder volume is based on equilibration between passive elongations and active transient contractions distributed in bladder wall.

Conclusion: Maintenance of a tonic accommodated detrusor pressure to a constant or slowly varying volume, obtained by a process of equilibration between passive elongations and active contractions, can be understood as an autonomous potency of a bladder. The earlier presented concept of active accommodation has been validated by the experiments. The pressure-volume relation of the bladder is fundamentally revised. Total volume V can be virtually separated in an elastic volume VE and a plastic or rest volume VR. Both parts change with V and in changing ratio. Tonic pressure marks a border between VE and VR.

目的:在逼尿肌压力调节作为膀胱自主效能的概念中,一个重要的生理生物力学作用被归因于自发收缩活动。这一概念在猪膀胱上进行了体外实验研究。方法:记录非刺激猪膀胱经流动电阻缓慢排空的过程,并研究排空过程中自然收缩对强直压力的影响。结果:排出体积可分为弹性体积缩小和静止体积缩小。弹性压力由弹性体积和弹性柔度共同决定。在调节状态下,完全瞬态叠加压力波影响静止体积而不影响弹性体积。强直逼尿肌压力对膀胱容积的调节是基于分布于膀胱壁的被动伸展和主动短暂收缩之间的平衡。结论:通过被动伸展和主动收缩之间的平衡过程,强直调节逼尿肌压力维持在恒定或缓慢变化的体积上,可以理解为膀胱的自主效力。先前提出的主动调节概念已被实验验证。从根本上修正了膀胱的压力-体积关系。总体积V实际上可以在弹性体积VE和塑性或静止体积VR中分离。这两个部分都随V和变化率变化。补压标志着VE和VR的边界。
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引用次数: 0
Malakoplakia, a malignant mimic. 斑疹病,一种恶性的模仿物。
Pub Date : 2020-09-02 eCollection Date: 2020-01-01 DOI: 10.14440/bladder.2020.818
Cameron James Parkin, George Acland, Ban Sulaiman, Mark Louie Johnsun, Edward Latif

Malakoplakia is a chronic inflammatory condition that affects multiple systems, most commonly the urogenital tract. Its clinical presentation is often non-specific, but is typically characterized by recurrent urinary tract infections and haematuria. We report a rare case of intravesical malakoplakia mimicking an aggressive transitional cell carcinoma both in its clinical presentation and in its macroscopic appearance on cystoscopy in an 82-year patient, the oldest reported case in the literature. Malakoplakia has been described in the literature as a benign disease process presenting typically in younger patients. This case demonstrates its ability to cause obstructive uropathy and affect elderly patients. Thus, this case serves as a reminder to consider malakoplakia as a differential in the evaluation of suspected bladder malignancy in patients of all ages.

斑疹是一种慢性炎症,影响多个系统,最常见的是泌尿生殖道。它的临床表现通常是非特异性的,但典型的特征是反复尿路感染和血尿。我们报告一例罕见的膀胱内斑疹,其临床表现和膀胱镜下的宏观外观都与侵袭性移行细胞癌相似,患者82岁,是文献中报道的年龄最大的病例。Malakoplakia在文献中被描述为一种良性疾病过程,通常出现在年轻患者中。本病例显示其可引起梗阻性尿路病变并影响老年患者。因此,本病例提醒我们,在所有年龄的患者中,将斑疹作为评估疑似膀胱恶性肿瘤的鉴别指标。
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引用次数: 4
Classification of the urinary metabolome using machine learning and potential applications to diagnosing interstitial cystitis. 使用机器学习的尿液代谢组分类及其在诊断间质性膀胱炎中的潜在应用。
Pub Date : 2020-06-02 eCollection Date: 2020-01-01 DOI: 10.14440/bladder.2020.815
Feng Tong, Muhammad Shahid, Peng Jin, Sungyong Jung, Won Hwa Kim, Jayoung Kim

With the advent of artificial intelligence (AI) in biostatistical analysis and modeling, machine learning can potentially be applied into developing diagnostic models for interstitial cystitis (IC). In the current clinical setting, urologists are dependent on cystoscopy and questionnaire-based decisions to diagnose IC. This is a result of a lack of objective diagnostic molecular biomarkers. The purpose of this study was to develop a machine learning-based method for diagnosing IC and assess its performance using metabolomics profiles obtained from a prior study. To develop the machine learning algorithm, two classification methods, support vector machine (SVM) and logistic regression (LR), set at various parameters, were applied to 43 IC patients and 16 healthy controls. There were 3 measures used in this study, accuracy, precision (positive predictive value), and recall (sensitivity). Individual precision and recall (PR) curves were drafted. Since the sample size was relatively small, complicated deep learning could not be done. We achieved a 76%-86% accuracy with leave-one-out cross validation depending on the method and parameters set. The highest accuracy achieved was 86.4% using SVM with a polynomial kernel degree set to 5, but a larger area under the curve (AUC) from the PR curve was achieved using LR with a l 1-norm regularizer. The AUC was greater than 0.9 in its ability to discriminate IC patients from controls, suggesting that the algorithm works well in identifying IC, even when there is a class distribution imbalance between the IC and control samples. This finding provides further insight into utilizing previously identified urinary metabolic biomarkers in developing machine learning algorithms that can be applied in the clinical setting.

随着人工智能(AI)在生物统计分析和建模方面的出现,机器学习可以潜在地应用于开发间质性膀胱炎(IC)的诊断模型。在目前的临床环境中,泌尿科医生依赖膀胱镜检查和基于问卷的决定来诊断IC。这是缺乏客观诊断的分子生物标志物的结果。本研究的目的是开发一种基于机器学习的方法来诊断IC,并使用从先前研究中获得的代谢组学资料评估其性能。为了开发机器学习算法,采用支持向量机(SVM)和逻辑回归(LR)两种分类方法,设置不同的参数,对43例IC患者和16例健康对照进行分类。本研究使用了3种测量方法,准确度、精密度(阳性预测值)和召回率(敏感性)。绘制了个体精密度和召回率曲线。由于样本量相对较小,无法进行复杂的深度学习。根据方法和参数设置,我们通过留一交叉验证实现了76%-86%的准确率。使用多项式核度设置为5的SVM获得的最高准确率为86.4%,但使用带有11范数正则化器的LR获得的PR曲线下面积(AUC)更大。在区分IC患者和对照组的能力方面,AUC大于0.9,这表明该算法在识别IC方面效果很好,即使IC和对照样本之间存在类别分布不平衡。这一发现为利用先前确定的尿液代谢生物标志物开发可应用于临床环境的机器学习算法提供了进一步的见解。
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引用次数: 7
期刊
Bladder (San Francisco, Calif.)
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