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Comment on "Ionized Magnesium Correlates With Total Blood Magnesium in Pediatric Patients Following Kidney Transplant". 关于 "肾移植后小儿患者电离镁与血镁总量的相关性 "的评论
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-11-01 Epub Date: 2024-08-20 DOI: 10.3343/alm.2024.0153
Naveen Bangia, Dennis Begos, Bogdan Milojkovic
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引用次数: 0
Evaluation of Droplet Digital PCR for the Detection of BRAF V600E in Fine-Needle Aspiration Specimens of Thyroid Nodules. 评估用于检测甲状腺结节细针抽吸标本中 BRAF V600E 的液滴数字 PCR。
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-11-01 Epub Date: 2024-06-14 DOI: 10.3343/alm.2023.0405
Young Kyu Min, Jae Kyung Kim, Kyung Sun Park, Jong-Won Kim

Background: Droplet digital (dd)PCR is a new-generation PCR technique with high precision and sensitivity; however, the positive and negative droplets are not always effectively separated because of the "rain" phenomenon. We aimed to develop a practical optimization and evaluation process for the ddPCR assay and to apply it to the detection of BRAF V600E in fine-needle aspiration (FNA) specimens of thyroid nodules, as an example.

Methods: We optimized seven ddPCR parameters that can affect "rain." Analytical and clinical performance were analyzed based on histological diagnosis after thyroidectomy using a consecutive prospective series of 242 FNA specimens.

Results: The annealing time and temperature, number of PCR cycles, and primer and probe concentrations were found to be more important considerations for assay optimization than the denaturation time and ramp rate. The limit of blank and 95% limit of detection were 0% and 0.027%, respectively. The sensitivity of ddPCR for histological papillary thyroid carcinoma (PTC) was 82.4% (95% confidence interval [CI], 73.6%-89.2%). The pooled sensitivity of BRAF V600E in FNA specimens for histological PTC was 78.6% (95% CI, 75.9%-81.2%, I2=60.6%).

Conclusions: We present a practical approach for optimizing ddPCR parameters that affect the separation of positive and negative droplets to reduce rain. Our approach to optimizing ddPCR parameters can be expanded to general ddPCR assays for specific mutations in clinical laboratories. The highly sensitive ddPCR can compensate for uncertainty in cytological diagnosis by detecting low levels of BRAF V600E.

背景:液滴数字(dd)PCR是新一代PCR技术,具有高精度和高灵敏度;然而,由于 "雨 "现象,阳性液滴和阴性液滴并不总能有效分离。我们旨在为 ddPCR 检测开发一套实用的优化和评估流程,并将其应用于甲状腺结节细针穿刺(FNA)标本中 BRAF V600E 的检测:方法:我们对可能影响 "雨 "的七个 ddPCR 参数进行了优化。结果发现,退火时间和温度、PCR 循环次数、引物和探针浓度比变性时间和斜率对检测优化更为重要。空白限和 95% 检测限分别为 0% 和 0.027%。ddPCR 对组织学甲状腺乳头状癌 (PTC) 的灵敏度为 82.4%(95% 置信区间 [CI],73.6%-89.2%)。FNA 标本中 BRAF V600E 对组织学 PTC 的汇总灵敏度为 78.6%(95% CI,75.9%-81.2%,I2=60.6%):我们介绍了一种优化 ddPCR 参数的实用方法,这些参数会影响阳性液滴和阴性液滴的分离,从而减少雨滴。我们的 ddPCR 参数优化方法可扩展到临床实验室中针对特定突变的一般 ddPCR 检测。高灵敏度的 ddPCR 可以通过检测低水平的 BRAF V600E 来弥补细胞学诊断的不确定性。
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引用次数: 0
Laboratory Preparation for Digital Medicine in Healthcare 4.0: An Investigation Into the Awareness and Applications of Big Data and Artificial Intelligence. 医疗保健 4.0 中数字医学的实验室准备工作:对大数据和人工智能的认识与应用的调查。
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-11-01 Epub Date: 2024-07-02 DOI: 10.3343/alm.2024.0111
Shinae Yu, Byung Ryul Jeon, Changseung Liu, Dokyun Kim, Hae-Il Park, Hyung Doo Park, Jeong Hwan Shin, Jun Hyung Lee, Qute Choi, Sollip Kim, Yeo Min Yun, Eun-Jung Cho

Background: Healthcare 4.0. refers to the integration of advanced technologies, such as artificial intelligence (AI) and big data analysis, into the healthcare sector. Recognizing the impact of Healthcare 4.0 technologies in laboratory medicine (LM), we seek to assess the overall awareness and implementation of Healthcare 4.0 among members of the Korean Society for Laboratory Medicine (KSLM).

Methods: A web-based survey was conducted using an anonymous questionnaire. The survey comprised 36 questions covering demographic information (seven questions), big data (10 questions), and AI (19 questions).

Results: In total, 182 (17.9%) of 1,017 KSLM members participated in the survey. Thirty-two percent of respondents considered AI to be the most important technology in LM in the era of Healthcare 4.0, closely followed by 31% who favored big data. Approximately 80% of respondents were familiar with big data but had not conducted research using it, and 71% were willing to participate in future big data research conducted by the KSLM. Respondents viewed AI as the most valuable tool in molecular genetics within various divisions. More than half of the respondents were open to the notion of using AI as assistance rather than a complete replacement for their roles.

Conclusions: This survey highlighted KSLM members' awareness of the potential applications and implications of big data and AI. We emphasize the complexity of AI integration in healthcare, citing technical and ethical challenges leading to diverse opinions on its impact on employment and training. This highlights the need for a holistic approach to adopting new technologies.

背景:医疗保健 4.0 是指将人工智能(AI)和大数据分析等先进技术融入医疗保健领域。认识到医疗保健 4.0 技术对检验医学(LM)的影响,我们试图评估韩国检验医学学会(KSLM)成员对医疗保健 4.0 的整体认识和实施情况:方法:采用匿名问卷进行网络调查。调查包括 36 个问题,涉及人口统计学信息(7 个问题)、大数据(10 个问题)和人工智能(19 个问题):在 1,017 名 KSLM 会员中,共有 182 人(17.9%)参与了调查。32%的受访者认为人工智能是医疗保健 4.0 时代 LM 最重要的技术,31%的受访者认为大数据紧随其后。约 80% 的受访者熟悉大数据,但没有利用大数据进行过研究,71% 的受访者愿意参与金沙国际娱乐网址未来开展的大数据研究。受访者认为人工智能是分子遗传学各部门中最有价值的工具。半数以上的受访者对使用人工智能作为辅助工具而非完全取代其角色持开放态度:这项调查强调了 KSLM 成员对大数据和人工智能潜在应用和影响的认识。我们强调了将人工智能融入医疗保健领域的复杂性,并列举了技术和道德方面的挑战,从而导致对其对就业和培训的影响产生了不同的看法。这凸显了采用新技术时采取综合方法的必要性。
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引用次数: 0
Limited Contribution of Creatine Kinase-Myocardial Band Alongside High-Sensitivity Cardiac Troponin in Diagnosing Acute Myocardial Infarction in an Emergency Department. 在急诊科诊断急性心肌梗死时,肌酸激酶-心肌带与高敏心肌肌钙蛋白的作用有限。
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-11-01 Epub Date: 2024-06-24 DOI: 10.3343/alm.2024.0083
Hyeyoung Lee, Hyunhye Kang, Hyojin Chae, Eun-Jee Oh

Cardiac biomarkers, especially high-sensitivity cardiac troponin C or I (hs-cTnC or hs-cTnI, respectively), are vital for diagnosing acute myocardial infarction (AMI). Despite the specificity of hs-cTn as a biomarker, the creatine kinase-myocardial band (CK-MB) is commonly used alongside hs-cTn in emergency departments (EDs). We analyzed 23,771 simultaneous hs-cTn (hs-cTnT or hs-cTnI) and CK-MB requests for 17,185 patients in tertiary hospital ED in 2022. The objective of this study was to assess their practical value in diagnosing AMI in real-world settings. Among all 17,185 patients tested, 98.0% underwent hs-cTnT and CK-MB tests, and substantially fewer underwent hs-cTnI testing. We observed concordance between the initial hs-cTn and CK-MB results in 71.3% of patients. Of 131 AMI cases, 57 were positive for both biomarkers, 63 for hs-cTn only, and none for CK-MB alone. CK-MB positivity was often found in the absence of AMI. Discrepancies between the hs-cTnT and hs-cTnI results occurred in 30.0% of patients. Indiscriminate CK-MB testing for diagnosing AMI in EDs should be reconsidered. Efficient use of CK-MB is important for reducing costs and ensuring optimal patient care.

心脏生物标记物,尤其是高敏心肌肌钙蛋白 C 或 I(分别为 hs-cTnC 或 hs-cTnI),对于诊断急性心肌梗死(AMI)至关重要。尽管 hs-cTn 作为生物标记物具有特异性,但在急诊科(ED)中,肌酸激酶心肌带(CK-MB)通常与 hs-cTn 同时使用。我们分析了 2022 年三级医院急诊科 17,185 名患者的 23,771 份 hs-cTn(hs-cTnT 或 hs-cTnI)和 CK-MB 申请。这项研究的目的是评估它们在实际环境中诊断急性心肌梗死的实用价值。在所有接受检测的 17185 名患者中,98.0% 接受了 hs-cTnT 和 CK-MB 检测,而接受 hs-cTnI 检测的患者则少得多。我们观察到 71.3% 的患者的初始 hs-cTn 和 CK-MB 结果一致。在 131 例急性心肌梗死病例中,有 57 例同时检测两种生物标记物均呈阳性,63 例仅检测 hs-cTn,无一例仅检测 CK-MB。CK-MB 阳性往往出现在没有 AMI 的情况下。30.0%的患者的 hs-cTnT 和 hs-cTnI 结果不一致。应重新考虑在急诊室诊断急性心肌梗死时不加区分地进行 CK-MB 检测。有效使用 CK-MB 对降低成本和确保最佳患者护理非常重要。
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引用次数: 0
Aberrant Splicing in PKD2 in a Family of Korean Patients With Autosomal Dominant Polycystic Kidney Disease. 一个韩国常染色体显性多囊肾家族中 PKD2 的剪接异常
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-11-01 Epub Date: 2024-08-22 DOI: 10.3343/alm.2024.0221
Soo-Young Yoon, Jin Sug Kim, Kyung Sun Park
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引用次数: 0
Quantitative Evaluation of the Real-World Harmonization Status of Laboratory Test Items Using External Quality Assessment Data. 利用外部质量评估数据对实验室检验项目的实际协调状况进行定量评估。
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-11-01 Epub Date: 2024-06-26 DOI: 10.3343/alm.2024.0082
Sollip Kim, Tae-Dong Jeong, Kyunghoon Lee, Jae-Woo Chung, Eun-Jung Cho, Seunghoo Lee, Sail Chun, Junghan Song, Won-Ki Min

Background: In recent decades, the analytical quality of clinical laboratory results has substantially increased because of collaborative efforts. To effectively utilize laboratory results in applications, such as machine learning through big data, understanding the level of harmonization for each test would be beneficial. We aimed to develop a quantitative harmonization index that reflects the harmonization status of real-world laboratory tests.

Methods: We collected 2021-2022 external quality assessment (EQA) results for eight tests (HbA1c, creatinine, total cholesterol, HDL-cholesterol, triglyceride, alpha-fetoprotein [AFP], carcinoembryonic antigen [CEA], and prostate-specific antigen [PSA]). This EQA was conducted by the Korean Association of External Quality Assessment Service, using commutable materials. The total analytical error of each test was determined according to the bias% and CV% within peer groups. The values were divided by the total allowable error from biological variation (minimum, desirable, and optimal) to establish a real-world harmonization index (RWHI) at each level (minimum, desirable, and optimal). Good harmonization was arbitrarily defined as an RWHI value ≤ 1 for the three levels.

Results: Total cholesterol, triglyceride, and CEA had an optimal RWHI of ≤ 1, indicating an optimal harmonization level. Tests with a desirable harmonization level included HDL-cholesterol, AFP, and PSA. Creatinine had a minimum harmonization level, and HbA1c did not reach the minimum harmonization level.

Conclusions: We developed a quantitative RWHI using regional EQA data. This index may help reflect the actual harmonization level of laboratory tests in the field.

背景:近几十年来,由于各方的共同努力,临床实验室结果的分析质量大幅提高。为了在大数据机器学习等应用中有效利用实验室结果,了解每项检验的协调程度将大有裨益。我们的目标是制定一个量化的协调指数,以反映真实世界实验室检验项目的协调状况:我们收集了 2021-2022 年八项检验项目(HbA1c、肌酐、总胆固醇、高密度脂蛋白胆固醇、甘油三酯、甲胎蛋白[AFP]、癌胚抗原[CEA]和前列腺特异性抗原[PSA])的外部质量评估(EQA)结果。这项 EQA 由韩国外部质量评估服务协会进行,使用的是可通用的材料。每项检测的总分析误差是根据同行组内的偏差%和CV%确定的。将这些值除以生物变异(最小、理想和最佳)所允许的总误差,以确定每个级别(最小、理想和最佳)的真实世界协调指数(RWHI)。三个水平的 RWHI 值≤1 即为协调性良好:结果:总胆固醇、甘油三酯和癌胚抗原的最佳 RWHI 值≤1,表明协调性水平最佳。具有理想协调水平的检验项目包括高密度脂蛋白胆固醇、甲胎蛋白和 PSA。肌酐达到了最低协调水平,而 HbA1c 没有达到最低协调水平:我们利用地区 EQA 数据开发了定量 RWHI。结论:我们利用地区 EQA 数据制定了定量的 RWHI,该指数有助于反映当地实验室检验的实际协调水平。
{"title":"Quantitative Evaluation of the Real-World Harmonization Status of Laboratory Test Items Using External Quality Assessment Data.","authors":"Sollip Kim, Tae-Dong Jeong, Kyunghoon Lee, Jae-Woo Chung, Eun-Jung Cho, Seunghoo Lee, Sail Chun, Junghan Song, Won-Ki Min","doi":"10.3343/alm.2024.0082","DOIUrl":"10.3343/alm.2024.0082","url":null,"abstract":"<p><strong>Background: </strong>In recent decades, the analytical quality of clinical laboratory results has substantially increased because of collaborative efforts. To effectively utilize laboratory results in applications, such as machine learning through big data, understanding the level of harmonization for each test would be beneficial. We aimed to develop a quantitative harmonization index that reflects the harmonization status of real-world laboratory tests.</p><p><strong>Methods: </strong>We collected 2021-2022 external quality assessment (EQA) results for eight tests (HbA1c, creatinine, total cholesterol, HDL-cholesterol, triglyceride, alpha-fetoprotein [AFP], carcinoembryonic antigen [CEA], and prostate-specific antigen [PSA]). This EQA was conducted by the Korean Association of External Quality Assessment Service, using commutable materials. The total analytical error of each test was determined according to the bias% and CV% within peer groups. The values were divided by the total allowable error from biological variation (minimum, desirable, and optimal) to establish a real-world harmonization index (RWHI) at each level (minimum, desirable, and optimal). Good harmonization was arbitrarily defined as an RWHI value ≤ 1 for the three levels.</p><p><strong>Results: </strong>Total cholesterol, triglyceride, and CEA had an optimal RWHI of ≤ 1, indicating an optimal harmonization level. Tests with a desirable harmonization level included HDL-cholesterol, AFP, and PSA. Creatinine had a minimum harmonization level, and HbA1c did not reach the minimum harmonization level.</p><p><strong>Conclusions: </strong>We developed a quantitative RWHI using regional EQA data. This index may help reflect the actual harmonization level of laboratory tests in the field.</p>","PeriodicalId":8421,"journal":{"name":"Annals of Laboratory Medicine","volume":" ","pages":"529-536"},"PeriodicalIF":4.0,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11375196/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141449472","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
A Case of Bidirectional ABO- and RhD-Incompatible Liver Transplantation in a Mongolian Patient With Asian-type DEL. 一例双向 ABO 和 RhD 不相容的蒙古族亚洲型 DEL 患者的肝移植。
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-10-31 DOI: 10.3343/alm.2024.0399
Takho Kang, Ryoojung Choi, Dong-Sik Kim, Duck Cho, Dae Won Kim
{"title":"A Case of Bidirectional ABO- and RhD-Incompatible Liver Transplantation in a Mongolian Patient With Asian-type DEL.","authors":"Takho Kang, Ryoojung Choi, Dong-Sik Kim, Duck Cho, Dae Won Kim","doi":"10.3343/alm.2024.0399","DOIUrl":"https://doi.org/10.3343/alm.2024.0399","url":null,"abstract":"","PeriodicalId":8421,"journal":{"name":"Annals of Laboratory Medicine","volume":" ","pages":""},"PeriodicalIF":4.0,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142543374","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Clinical Outcomes and Molecular Characteristics of Bacteroides fragilis Infections. 脆弱拟杆菌感染的临床结果和分子特征
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-10-31 DOI: 10.3343/alm.2024.0369
Bongyoung Kim, Myungsook Kim, Kyungwon Lee, Yangsoon Lee

Bacteroides fragilis is the most common opportunistic anaerobic pathogen. In the absence of appropriate antimicrobial therapy, mortality rates associated with B. fragilis group infections can reach as high as 50%. Therefore, we aimed to elucidate the clinical characteristics and outcomes of B. fragilis infections and the molecular genetic characteristics of B. fragilis isolates. Forty B. fragilis clinical isolates were collected at Hanyang University Hospital between January 2022 and December 2023. Antimicrobial susceptibility was tested using the agar dilution method. Whole-genome sequencing was conducted using the Illumina platform (Illumina, San Diego, CA, USA). Various multilocus sequence types of B. fragilis were identified, including ST149 (N=4), ST11 (N=4), ST1 (N=3), ST21 (N=2), and ST157 (N=1). The insertion sequence (IS) IS1187, located upstream of cfiA, was associated with high-level carbapenem resistance in the ST157 isolate. B. fragilis toxin genes (bft ) were identified in 30% of isolates. The most common comorbidities were diabetes mellitus (26.5%) and non-metastatic cancer (23.5%). Five patients (14.7%) died within 30 days, and two (5.9%) deaths were directly attributable to B. fragilis infection. The emergence of high-level MIC carbapenem-resistant B. fragilis ST157 has led to caution in the presence of B. fragilis infections.

脆弱拟杆菌是最常见的机会性厌氧菌病原体。在缺乏适当抗菌治疗的情况下,与脆弱拟杆菌感染相关的死亡率可高达 50%。因此,我们旨在阐明脆弱拟杆菌感染的临床特征和结果,以及脆弱拟杆菌分离株的分子遗传特征。2022 年 1 月至 2023 年 12 月期间,我们在汉阳大学医院收集了 40 例脆弱拟杆菌临床分离株。采用琼脂稀释法检测抗菌药敏感性。使用 Illumina 平台(Illumina,San Diego, CA, USA)进行全基因组测序。确定了脆弱拟杆菌的多种多焦点序列类型,包括ST149(4个)、ST11(4个)、ST1(3个)、ST21(2个)和ST157(1个)。位于 cfiA 上游的插入序列(IS)IS1187 与 ST157 分离物的高水平碳青霉烯耐药性有关。30%的分离株中发现了脆弱拟杆菌毒素基因(bft)。最常见的合并症是糖尿病(26.5%)和非转移性癌症(23.5%)。5名患者(14.7%)在30天内死亡,其中2人(5.9%)的死亡直接归因于脆弱拟杆菌感染。对碳青霉烯类耐药的脆弱拟杆菌 ST157 的高 MIC 值的出现使人们对脆弱拟杆菌感染持谨慎态度。
{"title":"Clinical Outcomes and Molecular Characteristics of <i>Bacteroides fragilis</i> Infections.","authors":"Bongyoung Kim, Myungsook Kim, Kyungwon Lee, Yangsoon Lee","doi":"10.3343/alm.2024.0369","DOIUrl":"https://doi.org/10.3343/alm.2024.0369","url":null,"abstract":"<p><p><i>Bacteroides fragilis</i> is the most common opportunistic anaerobic pathogen. In the absence of appropriate antimicrobial therapy, mortality rates associated with <i>B. fragilis</i> group infections can reach as high as 50%. Therefore, we aimed to elucidate the clinical characteristics and outcomes of <i>B. fragilis</i> infections and the molecular genetic characteristics of <i>B. fragilis</i> isolates. Forty <i>B. fragilis</i> clinical isolates were collected at Hanyang University Hospital between January 2022 and December 2023. Antimicrobial susceptibility was tested using the agar dilution method. Whole-genome sequencing was conducted using the Illumina platform (Illumina, San Diego, CA, USA). Various multilocus sequence types of <i>B. fragilis</i> were identified, including ST149 (N=4), ST11 (N=4), ST1 (N=3), ST21 (N=2), and ST157 (N=1). The insertion sequence (IS) IS<i>1187</i>, located upstream of <i>cfiA</i>, was associated with high-level carbapenem resistance in the ST157 isolate. <i>B. fragilis</i> toxin genes (bft ) were identified in 30% of isolates. The most common comorbidities were diabetes mellitus (26.5%) and non-metastatic cancer (23.5%). Five patients (14.7%) died within 30 days, and two (5.9%) deaths were directly attributable to <i>B. fragilis</i> infection. The emergence of high-level MIC carbapenem-resistant <i>B. fragilis</i> ST157 has led to caution in the presence of <i>B. fragilis</i> infections.</p>","PeriodicalId":8421,"journal":{"name":"Annals of Laboratory Medicine","volume":" ","pages":""},"PeriodicalIF":4.0,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142543375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Laboratory Data as a Potential Source of Bias in Healthcare Artificial Intelligence and Machine Learning Models. 实验室数据是医疗人工智能和机器学习模型偏差的潜在来源。
IF 4.9 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-10-24 DOI: 10.3343/alm.2024.0323
Hung S Luu
Artificial intelligence (AI) and machine learning (ML) are anticipated to transform the practice of medicine. As one of the largest sources of digital data in healthcare, laboratory results can strongly influence AI and ML algorithms that require large sets of healthcare data for training. Embedded bias introduced into AI and ML models not only has disastrous consequences for quality of care but also may perpetuate and exacerbate health disparities. The lack of test harmonization, which is defined as the ability to produce comparable results and the same interpretation irrespective of the method or instrument platform used to produce the result, may introduce aggregation bias into algorithms with potential adverse outcomes for patients. Limited interoperability of laboratory results at the technical, syntactic, semantic, and organizational levels is a source of embedded bias that limits the accuracy and generalizability of algorithmic models. Population-specific issues, such as inadequate representation in clinical trials and inaccurate race attribution, not only affect the interpretation of laboratory results but also may perpetuate erroneous conclusions based on AI and ML models in the healthcare literature.
人工智能(AI)和机器学习(ML)有望改变医疗实践。作为医疗领域最大的数字数据来源之一,实验室结果会对需要大量医疗数据集进行训练的人工智能和人工智能算法产生重大影响。人工智能和人工智能模型中植入的偏见不仅会对医疗质量造成灾难性后果,还可能延续和加剧健康差距。缺乏检测协调性(即无论使用哪种方法或仪器平台得出结果,都能得出可比结果和相同的解释)可能会在算法中引入聚集偏差,从而给患者带来潜在的不良后果。实验室结果在技术、语法、语义和组织层面上的互操作性有限,是造成嵌入式偏差的一个原因,从而限制了算法模型的准确性和可推广性。特定人群的问题,如临床试验中的代表性不足和不准确的种族归属,不仅会影响实验室结果的解释,还可能使医疗文献中基于人工智能和 ML 模型的错误结论长期存在。
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引用次数: 0
Re-analysis of Next-generation Sequencing Data in Patients with Hypertrophic Cardiomyopathy: Contribution of Spliceogenic MYBPC3 Variants in an Italian Cohort. 重新分析肥厚型心肌病患者的新一代测序数据:意大利队列中剪接生成的 MYBPC3 变异的贡献
IF 4 2区 医学 Q1 MEDICAL LABORATORY TECHNOLOGY Pub Date : 2024-10-02 DOI: 10.3343/alm.2024.0201
Silvia Caroselli, Marco Fabiani, Caterina Micolonghi, Camilla Savio, Giacomo Tini, Beatrice Musumeci, Erika Pagannone, Aldo Germani, Fabio Libi, Vincenzo Visco, Antonio Pizzuti, Camillo Autore, Simona Petrucci, Speranza Rubattu, Maria Piane

Hypertrophic cardiomyopathy (HCM) is a genetic cardiac muscle disease characterized by clinical and genetic heterogeneity. Genetic testing can reveal the presence of disease-causing variants in genes encoding sarcomere proteins. However, it yields inconclusive or negative results in 40-60% of HCM cases, owing to, among other causes, technical limitations such as the inability to detect pathogenic intronic variants. Therefore, we aimed to increase the diagnostic yield of molecular analysis for HCM by improving the in-silico detection of intronic variants in MYBPC3 that may escape detection by algorithms normally used with tagged diagnostic panels. We included 142 HCM probands with negative results in Illumina TruSight Cardio panel analysis, including exonic regions of 174 cardiomyopathy genes. Raw data were re-analyzed using existing bioinformatics tools. The spliceogenic variant c.1224-80G>A was detected in three patients (2.1%), leading us to reconsider their molecular diagnosis. These patients showed late onset and mild symptoms, although no peculiar phenotypic characteristics were shared. Collectively, rare spliceogenic MYBPC3 variants may play a role in causing HCM, and their systematic detection should be performed to provide more comprehensive solutions in genetic testing using multigenic panels.

肥厚性心肌病(HCM)是一种遗传性心肌疾病,其特点是临床和遗传异质性。基因检测可发现编码肌节蛋白的基因存在致病变异。然而,由于无法检测致病性内含子变异等技术限制,40%-60% 的 HCM 病例无法得出结论或结果为阴性。因此,我们的目标是通过改进对 MYBPC3 内含子变异的内部检测,提高 HCM 分子分析的诊断率。我们纳入了在 Illumina TruSight Cardio 面板分析中结果为阴性的 142 例 HCM 患者,包括 174 个心肌病基因的外显子区域。我们使用现有的生物信息学工具重新分析了原始数据。在三名患者(2.1%)中检测到剪接源变异 c.1224-80G>A,这让我们重新考虑了他们的分子诊断。这些患者起病较晚,症状轻微,但没有共同的特殊表型特征。总之,罕见的剪接源性 MYBPC3 变异可能是导致 HCM 的原因之一,因此应该对其进行系统检测,以便在使用多基因检测板进行基因检测时提供更全面的解决方案。
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引用次数: 0
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Annals of Laboratory Medicine
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