Acute Respiratory Distress Syndrome Phenotypes After Stem Cell Transplantation: A Latent Class Analysis.

IF 2.7 Q4 Medicine
Critical care explorations Pub Date : 2025-09-05 eCollection Date: 2025-09-01 DOI:10.1097/CCE.0000000000001312
Svetlana Herasevich, Kiyan Heybati, William J Hogan, Mehrdad Hefazi, Hassan B Alkhateeb, Zhenmei Zhang, Kelly M Pennington, Ognjen Gajic, Carolyn Calfee, Hemang Yadav
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引用次数: 0

Abstract

Objective: To identify distinct phenotypes of acute respiratory distress syndrome (ARDS) developing after hematopoietic cell transplantation (HCT), using routinely available clinical data at ICU admission.

Design: Multicenter retrospective cohort study using latent class analysis.

Setting: ICUs across three Mayo Clinic campuses (Minnesota, Florida, and Arizona).

Patients: A total of 166 adult patients who developed ARDS within 120 days following HCT (96 allogeneic, 70 autologous).

Intervention: None.

Measurements and main results: Model selection was based on multiple metrics including Bayesian information criteria, entropy, and Vuong-Lo-Mendell-Rubin Likelihood Ratio testing. A two-class model optimally described the cohort. Class 1 (n = 81) was characterized by worse hypoxemia (P/F ratio 157 vs. 210, p = 0.002), higher Pco2 (41 vs. 36 mm Hg, p < 0.001), and higher bilirubin (1.4 vs. 0.9 mg/dL, p < 0.001) compared with class 2 (n = 85). Both classes included a mix of transplant types, transcending a simple autologous/allogeneic dichotomy, although class 1 had more allogeneic recipients (70.4% vs. 45.9%, p = 0.001). Although time-from-transplant was not a class-defining variable, class 1 occurred later after transplant (30.0 vs. 11.9 d, p < 0.001) with higher frequency of idiopathic pneumonia syndrome (14.8% vs. 2.4%, p = 0.004). Class 2 had more frequent neutropenia (leukocytes 0.4 vs. 5.9 × 109, p < 0.001) and higher frequency of peri-engraftment respiratory distress syndrome (29.4% vs. 9.9%, p = 0.005). Outcomes were significantly worse for class 1 (90-d mortality: 72.8% vs. 48.2%, p = 0.001). An exploratory parsimonious model had good classification accuracy (0.90) using just six variables: leukocyte count, platelet count, bilirubin, Pco2, body mass index, and temperature.

Conclusions: ARDS after HCT comprises two distinct phenotypes with distinct clinical characteristics and outcomes. These phenotypes align with recognized post-HCT lung injury syndromes and may reflect different underlying biological processes. This framework provides a foundation for investigating targeted therapeutic approaches.

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干细胞移植后急性呼吸窘迫综合征表型:一个潜在类别分析。
目的:利用ICU入院时的常规临床资料,识别造血细胞移植(HCT)后发生的急性呼吸窘迫综合征(ARDS)的不同表型。设计:采用潜在分类分析的多中心回顾性队列研究。环境:梅奥诊所三个校区(明尼苏达州、佛罗里达州和亚利桑那州)的icu。患者:共有166例成人患者在HCT后120天内发生ARDS(96例异体,70例自体)。干预:没有。测量和主要结果:模型选择基于多个指标,包括贝叶斯信息标准、熵和Vuong-Lo-Mendell-Rubin似然比检验。两类模型最优地描述了队列。1级(n = 81)与2级(n = 85)相比,低氧血症更严重(P/F比157对210,P = 0.002),二氧化碳分压更高(41对36 mm Hg, P < 0.001),胆红素更高(1.4对0.9 mg/dL, P < 0.001)。这两种类型都包括移植类型的混合,超越了简单的自体/异体二分类,尽管1类有更多的异体受体(70.4% vs. 45.9%, p = 0.001)。虽然从移植开始的时间不是分类定义变量,但1级发生在移植后较晚(30.0天对11.9天,p < 0.001),特发性肺炎综合征的发生率较高(14.8%对2.4%,p = 0.004)。2类患者中性粒细胞减少发生率较高(白细胞0.4比5.9 × 109, p < 0.001),种植体周围呼吸窘迫综合征发生率较高(29.4%比9.9%,p = 0.005)。1级患者的预后明显更差(90天死亡率:72.8% vs. 48.2%, p = 0.001)。探索性简约模型仅使用6个变量:白细胞计数、血小板计数、胆红素、二氧化碳分压、体重指数和温度,分类精度为0.90。结论:HCT后ARDS包括两种不同的表型,具有不同的临床特征和结局。这些表型与公认的hct后肺损伤综合征一致,可能反映了不同的潜在生物学过程。该框架为研究靶向治疗方法提供了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
5.70
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0.00%
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审稿时长
8 weeks
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