Multicenter evaluation of parametric response mapping as an indicator of bronchiolitis obliterans syndrome after hematopoietic stem cell transplantation.
Guang-Shing ChengKatherine E SelwaCharles HattSundaresh RamAleksa B FortunaMargaret GuerrieroBen HimelhochDaniel McAreeTimothy C HoffmanJoseph BrissonRyan NazarenoKiernan BloyeTimothy D JohnsonMats RembergerJonas MattssonDharshan VummidiElla E KazerooniVibha N LamaStefanie GalbanMichael BoeckhGregory A YanikCraig J GalbanPublished in: American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons (2020)
Parametric response mapping (PRM) is a novel computed tomography (CT) technology that has shown potential for assessment of bronchiolitis obliterans syndrome (BOS) after hematopoietic stem cell transplantation (HCT). The primary aim of this study was to evaluate whether variations in image acquisition under real-world conditions affect the PRM measurements of clinically diagnosed BOS. CT scans were obtained retrospectively from 72 HCT recipients with BOS and graft-versus-host disease from Fred Hutchinson Cancer Research Center, Karolinska Institute, and the University of Michigan. Whole lung volumetric scans were performed at inspiration and expiration using site-specific acquisition and reconstruction protocols. PRM and pulmonary function measurements were assessed. Patients with moderately severe BOS at diagnosis (median forced expiratory volume at 1 second [FEV1] 53.5% predicted) had similar characteristics between sites. Variations in site-specific CT acquisition protocols had a negligible effect on the PRM-derived small airways disease (SAD), that is, BOS measurements. PRM-derived SAD was found to correlate with FEV1% predicted and FEV1/ forced vital capacity (R = -0.236, P = .046; and R = -0.689, P < .0001, respectively), which suggests that elevated levels in the PRM measurements are primarily affected by BOS airflow obstruction and not CT scan acquisition parameters. Based on these results, PRM may be applied broadly for post-HCT diagnosis and monitoring of BOS.
Keyphrases
- computed tomography
- dual energy
- image quality
- contrast enhanced
- positron emission tomography
- magnetic resonance imaging
- high resolution
- acute myeloid leukemia
- cell cycle arrest
- clinical trial
- magnetic resonance
- early onset
- mass spectrometry
- respiratory syncytial virus
- squamous cell carcinoma
- case report
- signaling pathway
- deep learning
- cystic fibrosis
- intensive care unit
- young adults
- kidney transplantation
- machine learning
- pi k akt
- drug induced
- lymph node metastasis