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Proteomic Prediction Models. 蛋白质组学预测模型。
IF 7.1 2区 医学
Clinical chemistry Pub Date : 2025-02-03 DOI: 10.1093/clinchem/hvae207
Patrick M Bossuyt
{"title":"Proteomic Prediction Models.","authors":"Patrick M Bossuyt","doi":"10.1093/clinchem/hvae207","DOIUrl":"10.1093/clinchem/hvae207","url":null,"abstract":"","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":" ","pages":"238-240"},"PeriodicalIF":7.1,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142806003","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
Persistent Unexplained Polyclonal IgA Gammopathy in a Patient with Multiple Myeloma.
IF 7.1 2区 医学
Clinical chemistry Pub Date : 2025-02-03 DOI: 10.1093/clinchem/hvae136
Paul E Young, Heba Badr, Anthony O Okorodudu
{"title":"Persistent Unexplained Polyclonal IgA Gammopathy in a Patient with Multiple Myeloma.","authors":"Paul E Young, Heba Badr, Anthony O Okorodudu","doi":"10.1093/clinchem/hvae136","DOIUrl":"https://doi.org/10.1093/clinchem/hvae136","url":null,"abstract":"","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"71 2","pages":"335-336"},"PeriodicalIF":7.1,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143122371","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
The Role of Laboratory Medicine in Improving Maternal Health Outcomes and Reducing Disparities.
IF 9.3 2区 医学
Clinical chemistry Pub Date : 2025-01-29 DOI: 10.1093/clinchem/hvaf002
Vahid Azimi,Ann M Gronowski
{"title":"The Role of Laboratory Medicine in Improving Maternal Health Outcomes and Reducing Disparities.","authors":"Vahid Azimi,Ann M Gronowski","doi":"10.1093/clinchem/hvaf002","DOIUrl":"https://doi.org/10.1093/clinchem/hvaf002","url":null,"abstract":"","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"147 1","pages":""},"PeriodicalIF":9.3,"publicationDate":"2025-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143056972","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
How Can Digital PCR Support the Rapid Development of New Detection Tests in Future Pandemics? 数字PCR如何支持未来流行病新检测方法的快速发展?
IF 9.3 2区 医学
Clinical chemistry Pub Date : 2025-01-21 DOI: 10.1093/clinchem/hvae225
Helene Péré,David Veyer,Valerie Taly
{"title":"How Can Digital PCR Support the Rapid Development of New Detection Tests in Future Pandemics?","authors":"Helene Péré,David Veyer,Valerie Taly","doi":"10.1093/clinchem/hvae225","DOIUrl":"https://doi.org/10.1093/clinchem/hvae225","url":null,"abstract":"","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"27 1","pages":""},"PeriodicalIF":9.3,"publicationDate":"2025-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142991731","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
Robust Diagnosis of Acute Bacterial and Viral Infections via Host Gene Expression Rank-Based Ensemble Machine Learning Algorithm: A Multi-Cohort Model Development and Validation Study. 基于宿主基因表达秩的集成机器学习算法对急性细菌和病毒感染的鲁棒诊断:多队列模型开发和验证研究。
IF 9.3 2区 医学
Clinical chemistry Pub Date : 2025-01-21 DOI: 10.1093/clinchem/hvae220
Yifei Shen,Dongsheng Han,Wenxin Qu,Fei Yu,Dan Zhang,Yifan Xu,Enhui Shen,Qinjie Chu,Michael P Timko,Longjiang Fan,Shufa Zheng,Yu Chen
{"title":"Robust Diagnosis of Acute Bacterial and Viral Infections via Host Gene Expression Rank-Based Ensemble Machine Learning Algorithm: A Multi-Cohort Model Development and Validation Study.","authors":"Yifei Shen,Dongsheng Han,Wenxin Qu,Fei Yu,Dan Zhang,Yifan Xu,Enhui Shen,Qinjie Chu,Michael P Timko,Longjiang Fan,Shufa Zheng,Yu Chen","doi":"10.1093/clinchem/hvae220","DOIUrl":"https://doi.org/10.1093/clinchem/hvae220","url":null,"abstract":"BACKGROUNDThe accurate and prompt diagnosis of infections is essential for improving patient outcomes and preventing bacterial drug resistance. Host gene expression profiling as an approach to infection diagnosis holds great potential in assisting early and accurate diagnosis of infection.METHODSTo improve the precision of infection diagnosis, we developed InfectDiagno, a rank-based ensemble machine learning algorithm for infection diagnosis via host gene expression patterns. Eleven data sets were used as training data sets for the method development, and the InfectDiagno algorithm was optimized by multi-cohort training samples. Nine data sets were used as independent validation data sets for the method. We further validated the diagnostic capacity of InfectDiagno in a prospective clinical cohort.RESULTSAfter selecting 100 feature genes based on their gene expression ranks for infection prediction, we trained a classifier using both a noninfected-vs-infected area under the receiver-operating characteristic curve (area under the curve [AUC] 0.95 [95% CI, 0.93-0.97]) and a bacterial-vs-viral AUC 0.95 (95% CI, 0.93-0.97). We then used the noninfected/infected classifier together with the bacterial/viral classifier to build a discriminating infection diagnosis model. The sensitivity was 0.931 and 0.872, and specificity 0.963 and 0.929, for bacterial and viral infections, respectively. We then applied InfectDiagno to a prospective clinical cohort (n = 517), and found it classified 95% of the samples correctly.CONCLUSIONSOur study shows that the InfectDiagno algorithm is a powerful and robust tool to accurately identify infection in a real-world patient population, which has the potential to profoundly improve clinical care in the field of infection diagnosis.","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"10 1","pages":""},"PeriodicalIF":9.3,"publicationDate":"2025-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142991730","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
A Multianalyte Machine Learning Model to Detect Wrong Blood in Complete Blood Count Tube Errors in a Pediatric Setting 多分析仪机器学习模型在儿科全血细胞计数管错误中检测错血
IF 9.3 2区 医学
Clinical chemistry Pub Date : 2025-01-11 DOI: 10.1093/clinchem/hvae210
Brendan V Graham, Stephen R Master, Amrom E Obstfeld, Robert B Wilson
{"title":"A Multianalyte Machine Learning Model to Detect Wrong Blood in Complete Blood Count Tube Errors in a Pediatric Setting","authors":"Brendan V Graham, Stephen R Master, Amrom E Obstfeld, Robert B Wilson","doi":"10.1093/clinchem/hvae210","DOIUrl":"https://doi.org/10.1093/clinchem/hvae210","url":null,"abstract":"Background Multianalyte machine learning (ML) models can potentially identify previously undetectable wrong blood in tube (WBIT) errors, improving upon current single-analyte delta check methodology. However, WBIT detection model performance has not been assessed in a real-world, low-prevalence context. To estimate real-world positive predictive values, we propose a methodology to assess WBIT detection models by evaluating the impact of missing data and by using a “low prevalence” validation data set. Methods We trained a range of model specifications using various predictors in a pediatric setting. We assessed the top-performing model on a modified, “low prevalence” validation data set across a range of probability thresholds. Model performance was also compared to a pre-positive patient identification (pre-PPID) dataset. Results An Extreme Gradient Boosting (XGBoost) model with minimal preprocessing performed the best for both complete blood count with differential white cell count (CBC with Diff) tests (accuracy 0.9715) and complete blood count without differential white cell count (CBC without Diff) tests (accuracy 0.9647). Assessment on a downsampled, “low prevalence” validation data set resulted in estimated positive predictive values ranging from 0.01 to 0.67 (CBC with Diff) and 0.01 to 0.75 (CBC without Diff), depending on the probability threshold chosen. A comparison of prospective performance to PPID data demonstrated a large decrease in estimated WBIT errors. Conclusions We find that ML models can accurately predict WBITs in a primarily pediatric setting. Evaluating model performance across a range of probability thresholds minimizes the number of false positives while still providing added safety benefits. The decrease in estimated WBITS post-PPID implementation shows the potential safety benefits of a WBIT model for hospitals not using PPID when collecting laboratory specimens.","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"26 1","pages":""},"PeriodicalIF":9.3,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142962793","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
Integrative Assessment of Total and Intact HIV-1 Reservoir by a 5-Region Multiplexed Rainbow DNA Digital PCR Assay. 用5区多路彩虹DNA数字PCR法综合评估总HIV-1库和完整HIV-1库
IF 7.1 2区 医学
Clinical chemistry Pub Date : 2025-01-03 DOI: 10.1093/clinchem/hvae192
Mareva Delporte, Laurens Lambrechts, Evy E Blomme, Willem van Snippenberg, Sofie Rutsaert, Maxime Verschoore, Evelien De Smet, Ytse Noppe, Nele De Langhe, Marie-Angélique De Scheerder, Sarah Gerlo, Linos Vandekerckhove, Wim Trypsteen
{"title":"Integrative Assessment of Total and Intact HIV-1 Reservoir by a 5-Region Multiplexed Rainbow DNA Digital PCR Assay.","authors":"Mareva Delporte, Laurens Lambrechts, Evy E Blomme, Willem van Snippenberg, Sofie Rutsaert, Maxime Verschoore, Evelien De Smet, Ytse Noppe, Nele De Langhe, Marie-Angélique De Scheerder, Sarah Gerlo, Linos Vandekerckhove, Wim Trypsteen","doi":"10.1093/clinchem/hvae192","DOIUrl":"10.1093/clinchem/hvae192","url":null,"abstract":"<p><strong>Background: </strong>Persistent latent reservoirs of intact HIV-1 proviruses, capable of rebounding despite suppressive antiretroviral therapy (ART), hinder efforts towards an HIV-1 cure. Hence, assays specifically quantifying intact proviruses are crucial to assess the impact of curative interventions. Two recent assays have been utilized in clinical trials: intact proviral DNA assay (IPDA) and quadruplex quantitative PCR (Q4PCR). While IPDA is more sensitive due to amplifying short fragments, it may overestimate intact fractions by relying only on quantification of 2 proviral regions. Q4PCR samples 4 proviral regions, yet is sequencing-based, favoring amplification of shorter, hence non-intact, proviral sequences.</p><p><strong>Methods: </strong>Leveraging digital PCR (dPCR) advancements, we developed the \"Rainbow\" 5-plex proviral HIV-1 DNA assay. This first-in-its-kind assay was evaluated using standard materials and samples from 83 people living with HIV-1, enabling simultaneous quantification of both total and intact HIV-1 DNA levels. HIV proviral unique molecular identifier (UMI)-mediated long-read sequencing (HIV-PULSE) was used to validate the specificity of the Rainbow HIV-1 DNA assay.</p><p><strong>Results: </strong>The Rainbow assay proved equally sensitive but more specific than IPDA and is not subjected to bias against full-length proviruses, enabling high-throughput quantification of total and intact reservoir size. The near full-length sequences allowed validation of the Rainbow specificity and the design of personalized Rainbow primer/probe sets, which enabled the detection of intact HIV-1 DNA.</p><p><strong>Conclusions: </strong>This innovation offers potential for targeted evaluation and monitoring of potential rebound-competent reservoirs, contributing to HIV-1 management and cure strategies. ClinicalTrials.gov Registration Numbers: NCT04553081, NCT04305665.</p>","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"71 1","pages":"203-214"},"PeriodicalIF":7.1,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142920941","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
From the Perspective of the Child: Ethical Considerations for the Implementation of Genomic Sequencing into Neonatal and Pediatric Care. 从儿童的角度:在新生儿和儿科护理中实施基因组测序的伦理考虑。
IF 7.1 2区 医学
Clinical chemistry Pub Date : 2025-01-03 DOI: 10.1093/clinchem/hvae112
Jill L Maron, Sharon F Terry
{"title":"From the Perspective of the Child: Ethical Considerations for the Implementation of Genomic Sequencing into Neonatal and Pediatric Care.","authors":"Jill L Maron, Sharon F Terry","doi":"10.1093/clinchem/hvae112","DOIUrl":"https://doi.org/10.1093/clinchem/hvae112","url":null,"abstract":"","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"71 1","pages":"18-20"},"PeriodicalIF":7.1,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142921002","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
Structural Variation Interpretation in the Genome Sequencing Era: Lessons from Cytogenetics. 基因组测序时代的结构变异解释:来自细胞遗传学的教训。
IF 7.1 2区 医学
Clinical chemistry Pub Date : 2025-01-03 DOI: 10.1093/clinchem/hvae186
Lucilla Pizzo, M Katharine Rudd
{"title":"Structural Variation Interpretation in the Genome Sequencing Era: Lessons from Cytogenetics.","authors":"Lucilla Pizzo, M Katharine Rudd","doi":"10.1093/clinchem/hvae186","DOIUrl":"https://doi.org/10.1093/clinchem/hvae186","url":null,"abstract":"<p><strong>Background: </strong>Structural variation (SV), defined as balanced and unbalanced chromosomal rearrangements >1 kb, is a major contributor to germline and neoplastic disease. Large variants have historically been evaluated by chromosome analysis and now are commonly recognized by chromosomal microarray analysis (CMA). The increasing application of genome sequencing (GS) in the clinic and the relatively high incidence of chromosomal abnormalities in sick newborns and children highlights the need for accurate SV interpretation and reporting. In this review, we describe SV patterns of common cytogenetic abnormalities for laboratorians who review GS data.</p><p><strong>Content: </strong>GS has the potential to detect diverse chromosomal abnormalities and sequence breakpoint junctions to clarify variant structure. No single GS analysis pipeline can detect all SV, and visualization of sequence data is crucial to recognize specific patterns. Here we describe genomic signatures of translocations, inverted duplications adjacent to terminal deletions, recombinant chromosomes, marker chromosomes, ring chromosomes, isodicentric and isochromosomes, and mosaic aneuploidy. Distinguishing these more complex abnormalities from simple deletions and duplications is critical for phenotypic interpretation and recurrence risk recommendations.</p><p><strong>Summary: </strong>Unlike single-nucleotide variant calling, identification of chromosome rearrangements by GS requires further processing and multiple callers. SV databases have caveats and limitations depending on the platform (CMA vs sequencing) and resolution (exome vs genome). In the rapidly evolving era of clinical genomics, where a single test can identify both sequence and structural variants, optimal patient care stems from the integration of molecular and cytogenetic expertise.</p>","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"71 1","pages":"119-128"},"PeriodicalIF":7.1,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142920300","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
DNA Sequencing in Newborn Screening: Opportunities, Challenges, and Future Directions. 新生儿筛查中的DNA测序:机遇、挑战和未来方向。
IF 7.1 2区 医学
Clinical chemistry Pub Date : 2025-01-03 DOI: 10.1093/clinchem/hvae180
Médéric Jeanne, Wendy K Chung
{"title":"DNA Sequencing in Newborn Screening: Opportunities, Challenges, and Future Directions.","authors":"Médéric Jeanne, Wendy K Chung","doi":"10.1093/clinchem/hvae180","DOIUrl":"https://doi.org/10.1093/clinchem/hvae180","url":null,"abstract":"<p><strong>Background: </strong>Newborn screening is a public health system designed to identify infants at risk for conditions early in life to facilitate timely intervention and treatment to prevent or mitigate adverse health outcomes. Newborn screening programs use tandem mass spectrometry as a platform to detect several treatable inborn errors of metabolism, and the T-cell receptor excision circle assay to detect some inborn errors of the immune system. Recent advancements in DNA sequencing have decreased the cost of sequencing and allow us to consider DNA sequencing as an additional platform to complement other newborn screening methods.</p><p><strong>Content: </strong>This review provides an overview of DNA-based newborn screening, including its applications, opportunities, challenges, and future directions. We discuss the potential benefits of expanded DNA sequencing in newborn screening, such as expanding conditions screened and improved specificity and sensitivity of currently screened conditions. Additionally, we examine the ethical, legal, and social implications of implementing genomic sequencing in newborn screening programs, including issues related to consent, privacy, equity, data interpretation, scalability, and psychosocial impact on families. Additionally, we explore emerging strategies for addressing current limitations and advancing the field of newborn screening.</p><p><strong>Summary: </strong>DNA sequencing in newborn screening has the potential to improve the diagnosis and management of rare diseases but also presents significant challenges that need to be addressed before implementation at the population level.</p>","PeriodicalId":10690,"journal":{"name":"Clinical chemistry","volume":"71 1","pages":"77-86"},"PeriodicalIF":7.1,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142920999","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
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