Low-Intensity and Chemo-Free Treatments in Ph+ ALL: Progression-Free Survival Based on Indirect Comparisons.

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2023-11-26 DOI:10.3390/hematolrep15040068
Melania Rivano, Daniele Mengato, Marco Chiumente, Andrea Messori
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Abstract

In Philadelphia chromosome-positive B-cell (Ph+) acute lymphoblastic leukemia (LLA), growing evidence has accumulated regarding the efficacy of low-intensity and chemo-free regimens. Our objective was to analyze all recent trials evaluating these treatments and to compare them in terms of efficacy. We applied the Shiny method, an artificial intelligence technique, to analyze Kaplan-Meier curves and reconstruct patient-level data. Reconstructed patient data were then evaluated through standard survival statistics and subjected to indirect head-to-head treatment comparisons. The endpoint was progression-free survival (PFS). Based on 432 reconstructed patients, eight trials were analyzed. The survival data from these trials were pooled into three types of treatments: (i) treatments based on tyrosine kinase inhibitors (TKIs) combined with reduced-intensity chemotherapy (denoted as TKICHE); (ii) TKIs associated with steroids with no chemotherapy (TKISTE); (iii) chemotherapy-free combinations of blinatumomab plus TKIs (TKIBLI). According to the Shiny method, the three PFS curves were reported in a single Kaplan-Meier graph and subjected to survival statistics. In terms of PFS, TKIBLI ranked first, TKICHE second, and TKISTE third; the differences between these three regimens were statistically significant. This multi-treatment Kaplan-Meier graph, generated through the Shiny method, summarized the current evidence on these treatments in both qualitative and quantitative terms.

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Ph+ ALL的低强度和无化疗治疗:基于间接比较的无进展生存期。
在费城染色体阳性B细胞(Ph+)急性淋巴细胞白血病(LLA)中,越来越多的证据表明低强度和无化疗方案具有疗效。我们的目标是分析最近所有评估这些疗法的试验,并比较它们的疗效。我们采用人工智能技术 Shiny 方法分析 Kaplan-Meier 曲线,并重建患者层面的数据。重建后的患者数据通过标准生存统计进行评估,并进行间接的头对头治疗比较。终点是无进展生存期(PFS)。根据 432 位重建患者的数据,对 8 项试验进行了分析。这些试验的生存数据被汇总为三种治疗方法:(i)基于酪氨酸激酶抑制剂(TKIs)联合降低化疗强度的治疗(简称TKICHE);(ii)TKIs与类固醇联合治疗,但不进行化疗(TKISTE);(iii)blinatumomab加TKIs的无化疗联合治疗(TKIBLI)。根据 "Shiny "方法,三条PFS曲线被报告在一张Kaplan-Meier图中,并进行生存统计。就PFS而言,TKIBLI排名第一,TKICHE排名第二,TKISTE排名第三;三种方案之间的差异具有统计学意义。通过 Shiny 方法生成的这种多疗法 Kaplan-Meier 图从定性和定量两个方面总结了这些疗法的现有证据。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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