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Low-field 0.55 T MRI for assessment of pulmonary groundglass and fibrosis-like opacities: Inter-reader and inter-modality concordance

Azour, Lea; Condos, Rany; Keerthivasan, Mahesh B; Bruno, Mary; Pandit Sood, Terlika; Landini, Nicholas; Silverglate, Quinn; Babb, James; Chandarana, Hersh; Moore, William H
PURPOSE/OBJECTIVE:To evaluate detection and characterization of groundglass and fibrosis-like opacities imaged by non-contrast 0.55 Tesla MRI, and versus clinically-acquired chest CT images, in a cohort of post-Covid patients. MATERIALS AND METHODS/METHODS:64 individuals (26 women, mean age 53 ± 14 years, range 19-85) with history of Covid-19 pneumonia were recruited through a survivorship registry, with 106 non-contrast low-field 0.55 T cardiopulmonary MRI exams acquired from 9/8/2020-9/28/2021. MRI exams were obtained at an average interval of 9.5 ± 4.5 months from initial symptom report (range 1-18 months). Of these, 20 participants with 22 MRI exams had corresponding clinically-acquired CT chest imaging obtained within 30 days of MRI (average interval 18 ± 9 days, range 0-30). MR and CT images were reviewed and scored by two thoracic radiologists, for presence and extent of lung opacity by quadrant, opacity distribution, and presence versus absence of fibrosis-like subpleural reticulation and subpleural lines. Scoring was performed for each of four lung quadrants: right upper and middle lobe, right lower lobe, left upper lobe and lingula, and left lower lobe. Agreement between readers and modalities was assessed with simple and linear weighted Cohen's kappa (k) coefficients. RESULTS:Inter-reader concordance on CT for opacity presence, opacity extent, opacity distribution, and presence of subpleural lines and reticulation was 99%, 78%, 97%, 99%, and 94% (k 0.96, 0.86, 0.94, 0.97, 0.89), respectively. Inter-reader concordance on MR, among all 106 exams, for opacity presence, opacity extent, opacity distribution, and presence of subpleural lines and reticulation was 85%, 48%, 70%, 86%, and 76% (k 0.57, 0.32, 0.46, 0.47, 0.37), respectively. Inter-modality agreement between CT and MRI for opacity presence, opacity extent, opacity distribution, and presence subpleural lines and reticulation was 86%, 52%, 79%, 93%, and 76% (k 0.43, 0.63, 0.65, 0.80, 0.52). CONCLUSION/CONCLUSIONS:Low-field 0.55 T non-contrast MRI demonstrates fair to moderate inter-reader concordance, and moderate to substantial inter-modality agreement with CT, for detection and characterization of groundglass and fibrosis-like opacities.
PMID: 36099832
ISSN: 1872-7727
CID: 5333302

Current imaging of PE and emerging techniques: is there a role for artificial intelligence?

Azour, Lea; Ko, Jane P; Toussie, Danielle; Gomez, Geraldine Villasana; Moore, William H
Acute pulmonary embolism (PE) is a critical, potentially life-threatening finding on contrast-enhanced cross-sectional chest imaging. Timely and accurate diagnosis of thrombus acuity and extent directly influences patient management, and outcomes. Technical and interpretive pitfalls may present challenges to the radiologist, and by extension, pose nuance in the development and integration of artificial intelligence support tools. This review delineates imaging considerations for diagnosis of acute PE, and rationale, hurdles and applications of artificial intelligence for the PE task.
PMID: 35569280
ISSN: 1873-4499
CID: 5249132

Combined whole-lesion radiomic and iodine analysis for differentiation of pulmonary tumors

Azour, Lea; Ko, Jane P; O'Donnell, Thomas; Patel, Nihal; Bhattacharji, Priya; Moore, William H
Quantitative radiomic and iodine imaging features have been explored for diagnosis and characterization of tumors. In this work, we invistigate combined whole-lesion radiomic and iodine analysis for the differentiation of pulmonary tumors on contrast-enhanced dual-energy CT (DECT) chest images. 100 biopsy-proven solid lung lesions on contrast-enhanced DECT chest exams within 3 months of histopathologic sampling were identified. Lesions were volumetrically segmented using open-source software. Lesion segmentations and iodine density volumes were loaded into a radiomics prototype for quantitative analysis. Univariate analysis was performed to determine differences in volumetric iodine concentration (mean, median, maximum, minimum, 10th percentile, 90th percentile) and first and higher order radiomic features (n = 1212) between pulmonary tumors. Analyses were performed using a 2-sample t test, and filtered for false discoveries using Benjamini-Hochberg method. 100 individuals (mean age 65 ± 13 years; 59 women) with 64 primary and 36 metastatic lung lesions were included. Only one iodine concentration parameter, absolute minimum iodine, significantly differed between primary and metastatic pulmonary tumors (FDR-adjusted p = 0.015, AUC 0.69). 310 (FDR-adjusted p = 0.0008 to p = 0.0491) radiomic features differed between primary and metastatic lung tumors. Of these, 21 features achieved AUC ≥ 0.75. In subset analyses of lesions imaged by non-CTPA protocol (n = 72), 191 features significantly differed between primary and metastatic tumors, 19 of which achieved AUC ≥ 0.75. In subset analysis of tumors without history of prior treatment (n = 59), 40 features significantly differed between primary and metastatic tumors, 11 of which achieved AUC ≥ 0.75. Volumetric radiomic analysis provides differentiating capability beyond iodine quantification. While a high number of radiomic features differentiated primary versus metastatic pulmonary tumors, fewer features demonstrated good individual discriminatory utility.
PMCID:9276812
PMID: 35821374
ISSN: 2045-2322
CID: 5269172

Solitary Pulmonary Nodule Evaluation: Pearls and Pitfalls

Ko, Jane P; Bagga, Barun; Gozansky, Elliott; Moore, William H
Lung nodules are frequently encountered while interpreting chest CTs and are challenging to detect, characterize, and manage given they can represent both benign or malignant etiologies. An understanding of features associated with malignancy and causes of interpretive pitfalls is helpful to avoid misdiagnoses. This review addresses pertinent topics related to the etiologies for missed lung nodules on radiography and CT. Additionally, CT imaging technical pitfalls and challenges in addition to issues in the evaluation of nodule morphology, attenuation, and size will be discussed. Nodule management guidelines will be addressed as well as recent investigations that further our understanding of lung nodules.
PMID: 35688534
ISSN: 1558-5034
CID: 5248582

Abstract No. 569 Yield of transthoracic core biopsy of subsolid lesions and influencing factors [Meeting Abstract]

Azour, L; Lanier, A; Palaychuk, N; Hartwell, C; Moore, W
Purpose: To determine yield of subsolid lesion core biopsy, and factors influencing yield
Material(s) and Method(s): A retrospective review of percutaneous lung biopsies from 1/1/2013 to 2/31/2019 was performed, resulting 2350 cases. Imaging was reviewed to classify lesions by attenuation; of which 363 lesions were subsolid. Subsolid lesions were defined as those with any ground-glass component. Each lesion was characterized by lobar location, long and short axis length, percent solid component, and presence of cystic components. Procedure reports were reviewed to determine needle gauge, number of passes, and patient position. Histopathology was reviewed to determine whether sampling was diagnostic, and if so, whether results benign, neoplastic, or equivocal. All lesions with benign/equivocal results underwent subsequent chart review. Of diagnostic samples, accuracy for malignancy was calculated among those for which definitive diagnosis was established. Linear regression analysis was performed to evaluate influence of lesion features on biopsy yield,.05 significance level.
Result(s): The cohort included 215 women (59%), with average age 72 years (range 19-94). 99% of core biopsies were obtained with 20-gauge needle. Core biopsies of subsolid lesions were diagnostic in 318/363 (88%) cases, of which 266/318 (84%) resulted neoplastic pathology, 29 (9%) benign, and 23 equivocal (7%). Of the benign lesions, 20/29 were confirmed (resolution, stability >24 months, and/or resection), 1 lesion was neoplastic, and 8 lacked sufficient follow-up. Of the equivocal core biopsies, 8/23 proved neoplastic, 1 benign, and 14 indeterminate. Of 45 non-diagnostic samples, 15 subsequently proved neoplastic (4 by concurrent FNA and 11 by resection), 1 benign (resolution), and the remainder indeterminate. Of 296 diagnostic samples for which there was sufficient follow-up/intervention to confirm diagnosis, sensitivity of subsolid lesion core biopsy for diagnosis of malignancy was 97%, with specificity of 100%. For lesions in which solid component was graded less than 50% of total lesion size, diagnostic yield decreased to 80% (144/179). ANOVA demonstrated solid component size to be an independent predictor of diagnostic core biopsy. Lesion location, size, percent solid component, lucencies, patient position, and number of passes were not significant factors influencing diagnostic yield.
Conclusion(s): Diagnostic yield of 20-guage core biopsy for subsolid lesions is influenced by solid component size. Sensitivity of subsolid lesion core biopsy for diagnosis of malignancy is high.
Copyright
EMBASE:2018384882
ISSN: 1535-7732
CID: 5291092

Abstract No. 271 Computed tomography evaluation of in vivo pulmonary cryoablation zone sizes [Meeting Abstract]

Mabud, T; Zhu, Y; Guichet, P; Agnihotri, T; Patel, B; Azour, L; Taslakian, B; Moore, W
Purpose: To evaluate the cryoablation zones generated in human subjects during the treatment of pulmonary tumors using 14-gauge cryoablation probes; current understanding of in vivo pulmonary cryoablation zone volumes stems predominantly from study of 17-gauge probes
Material(s) and Method(s): A single-center database of all adult patients who underwent CT-guided cryoablation of pulmonary tumors between August 2017 and June 2020 was compiled. All patients were treated using one or more 14-gauge cryoablation probes. Intraprocedural and 1- to 2-month post-procedural chest CTs were evaluated to characterize pulmonary lesions, procedural ice balls, and follow-up ablation zones. Comparison of single-probe ablation zone volumes to manufacturer reference values, and to previously published data on 17-gauge probes was performed using the Wilcoxon rank-sum test. Comparison of ablation zone volume to the number of probes used, distance of the pulmonary lesion to the pleura, and distance of the pulmonary lesion to the nearest >=3 mm vessel, were performed using Kruskal-Wallis and Pearson correlation tests.
Result(s): Pulmonary cryoablation was performed on 47 pulmonary lesions (64% primary adenocarcinoma) across 45 unique procedures on 42 patients (Female: 50%; Mean age: 75.2 +/- 11.5 years). Mean intraprocedural ice ball volume when 1, 2, or 3 probes were used was 5.4 +/- 3.8, 8.0 +/- 4.8, and 22.9 +/- 10.8 cm3, respectively. Mean cryoablation zone volume at 1-2 months when 1, 2, or 3 probes were used was 5.0 +/- 2.3, 37.5 +/- 20.5, and 28.4 cm3, respectively (n = 1 for 3 probes). Mean single-probe ablation zone volume (5.0 +/- 2.3 cm3) was significantly larger than that previously reported for 17-gauge probes (3.0 +/- 0.3 cm3) (P = 0.014)1, but significantly smaller than manufacturer-reported in vitro 0degreeC, -20degreeC, and -40degreeC isotherms (all P < 0.0001). The number of probes was significantly associated with ablation zone volume (P = 0.0033). Mean cryoablation zone volume was not significantly associated with lesion distance to pleura (P=0.40) or lesion distance to the nearest >=3 mm vessel (P = 0.60).
Conclusion(s): Single-probe pulmonary cryoablation with 14-gauge probes generates significantly larger ablation zone volumes than with 17-gauge probes. In vivo pulmonary cryoablation generates significantly smaller ablation zone volumes than manufacturer-reported in vitro isotherms. Use of multiple probes significantly increased ablation zone volume compared with use of a single probe.
Copyright
EMBASE:2018384880
ISSN: 1535-7732
CID: 5291142

Outcomes of Incidental Lung Nodules With Structured Recommendations and Electronic Tracking

Bagga, Barun; Fansiwala, Kush; Thomas, Shailin; Chung, Ryan; Moore, William H; Babb, James S; Horwitz, Leora I; Blecker, Saul; Kang, Stella K
OBJECTIVE:To evaluate the impact of structured recommendations on follow-up completion for incidental lung nodules (ILNs). METHODS:Patients with ILNs before and after implementation of structured Fleischner recommendations and electronic tracking were sampled randomly. The cohorts were compared for imaging follow-up. Multivariable logistic regression was used to assess appropriate follow-up and loss to follow-up, with independent variables including use of structured recommendations or tracking, age, gender, race, ethnicity, setting of the index test (inpatient, outpatient, emergency department), smoking history, and nodule features. RESULTS:In all, 1,301 patients met final inclusion criteria, including 255 patients before and 1,046 patients after structured recommendations or tracking. Baseline differences were found in the pre- and postintervention groups, with smaller ILNs and younger age after implementing structured recommendations. Comparing pre- versus postintervention outcomes, 40.0% (100 of 250) versus 29.5% (309 of 1,046) of patients had no follow-up despite Fleischner indications for imaging (P = .002), and among the remaining patients, 56.6% (82 of 145) versus 75.0% (553 of 737) followed up on time (P < .001). Delayed follow-up was more frequent before intervention. Differences postintervention were mostly accounted for by nodules ≤ 8 mm in the outpatient setting (P < .001). In multivariable analysis, younger age, White race, outpatient setting, and larger nodule size showed significant association with appropriate follow-up completion (P < .015), but structured recommendations did not. Similar results applied for loss to follow-up. DISCUSSION/CONCLUSIONS:Consistent use of structured reporting is likely key to mitigate selection bias when benchmarking rates of appropriate follow-up of ILN. Emergency department patients and inpatients are at high risk of missed or delayed follow-up despite structured recommendations.
PMID: 34896068
ISSN: 1558-349x
CID: 5109552

Inter-Reader Variability of Volumetric Subsolid Pulmonary Nodule Radiomic Features

Azour, Lea; Moore, William H; O'Donnell, Thomas; Truong, Mylene T; Babb, James; Niu, Bowen; Wimmer, Andreas; Kiumehr, Saman; Ko, Jane P
OBJECTIVE:To evaluate the inter-observer consistency for subsolid pulmonary nodule radiomic features. MATERIALS AND METHODS/METHODS:Subsolid nodules were selected by reviewing radiology reports of CT examinations performed December 1, 2015 to April 1, 2016. Patients with CTs at two time points were included in this study. There were 55 patients with subsolid nodules, of whom 14 had two nodules. Of 69 subsolid nodules, 66 were persistent at the second time point, yielding 135 lesions for segmentation. Two thoracic radiologists and an imaging fellow segmented the lesions using a semi-automated volumetry algorithm (Syngo.via Vb20, Siemens). Coefficient of variation (CV) was used to assess consistency of 91 quantitative measures extracted from the subsolid nodule segmentations, including first and higher order texture features. The accuracy of segmentation was visually graded by an experienced thoracic radiologist. Influencing factors on radiomic feature consistency and segmentation accuracy were assessed using generalized estimating equation analyses and the Exact Mann-Whitney test. RESULTS:Mean patient age was 71 (38-93 years), with 39 women and 16 men. Mean nodule volume was 1.39mL, range .03-48.2mL, for 135 nodules. Several radiomic features showed high inter-reader consistency (CV<5%), including entropy, uniformity, sphericity, and spherical disproportion. Descriptors such as surface area and energy had low consistency across inter-reader segmentations (CV>10%). Nodule percent solid component and attenuation influenced inter-reader variability of some radiomic features. The presence of contrast did not significantly affect the consistency of subsolid nodule radiomic features. Near perfect segmentation, within 5% of actual nodule size, was achieved in 68% of segmentations, and very good segmentation, within 25% of actual nodule size, in 94%. Morphologic features including nodule margin and shape (each p <0.01), and presence of air bronchograms (p = 0.004), bubble lucencies (p = 0.02) and broad pleural contact (p < 0.01) significantly affected the probability of near perfect segmentation. Stroke angle (p = 0.001) and length (p < 0.001) also significantly influenced probability of near perfect segmentation. CONCLUSIONS:The inter-observer consistency of radiomic features for subsolid pulmonary nodules varies, with high consistency for several features, including sphericity, spherical disproportion, and first and higher order entropy, and normalized non-uniformity. Nodule morphology influences the consistency of subsolid nodule radiomic features, and the accuracy of subsolid nodule segmentation.
PMID: 33610452
ISSN: 1878-4046
CID: 4794062

Oxygenator impact on peramivir in extracorporeal membrane oxygenation circuits [Meeting Abstract]

Cies, J; Moore, W; Marino, D; Deacon, J; Enache, A; Chopra, A
INTRODUCTIONS: ECMO is a treatment modality known to alter drug pharmacokinetics (PK). The purpose of this study was to determine the impact of the Quadrox-i pediatric and adult oxygenators on the PK of peramivir (PRV) in contemporary ECMO circuits.
METHOD(S):Two 1/4-in. and two 3/8-in. closed loop ECMO circuits were prepared using custom tubing with polyvinylchloride and superTygon (Medtronic Inc., Minneapolis, MN) and a Quadrox-i adult or pediatric oxygenator (Maquet). Additionally, two 1/4-in. and two 3/8-in. closed loop ECMO circuits wer assembled without an oxygenator in series. The circuits were carbon dioxide primed, evacuated, and then crystalloid primed. After debubbling the circuit, 50 mL of 5% albumin was added and then displaced with the priming solution (whole blood), tromethamine, heparin, and calcium gluconate. The circuit pH was adjusted to a range of 7.35-7.45. The closed-loop design was established by connecting the ends of the arterial and venous cannulae to a reservoir bag, allowing continuous flow of the priming fluid around the circuit. PRV was added to the circuit and levels were obtained pre-and post-oxygenator at the following time intervals; 5 mins, 1, 2, 3, 4, 5, 6, 8, 12, and 24 hrs. PRV was also maintained in a glass vial and samples obtained at the same time periods for control purposes. PRV samples were analyzed by liquid chromatography tandem mass spectrometry.
RESULT(S): For the 3/8-in. circuits with an oxygenator, there was < 15% PRV loss during the study period. For the 3/8-in. circuits without an oxygenator, there was < 3% PRV loss during the study period. For the 1/4-in. circuits with an oxygenator, there was < 15% PRV loss during the study period. For the 1/4-in. circuits without an oxygenator, there was < 3% PRV loss during the study period.
CONCLUSION(S): There was no significant PRV loss over the 24-hour study period in either the 1/4-in. or 3/8-in circuit, regardless of the presence of the oxygenator. The concentrations obtained pre- and post-oxygenator appeared to approximate each other suggesting there may be no drug loss via the oxygenator. This preliminary data suggests PRV dosing may not need to be adjusted for concern of drug loss via the oxygenator. Additional single and multiple dose studies are needed to validate these findings
EMBASE:637190174
ISSN: 1530-0293
CID: 5158332

ACR Appropriateness Criteria® Diffuse Lung Disease

Hobbs, Stephen B; Chung, Jonathan H; Walker, Christopher M; Bang, Tami J; Carter, Brett W; Christensen, Jared D; Danoff, Sonye K; Kandathil, Asha; Madan, Rachna; Moore, William H; Shah, Sachin D; Kanne, Jeffrey P
Diffuse lung disease, frequently referred to as interstitial lung disease, encompasses numerous disorders affecting the lung parenchyma. The potential etiologies of diffuse lung disease are broad with several hundred established clinical syndromes and pathologies currently identified. Imaging plays a critical role in diagnosis and follow-up of many of these diseases, although multidisciplinary discussion is the current standard for diagnosis of several DLDs. This document aims to establish guidelines for evaluation of diffuse lung diseases for 1) initial imaging of suspected diffuse lung disease, 2) initial imaging of suspected acute exacerbation or acute deterioration in cases of confirmed diffuse lung disease, and 3) clinically indicated routine follow-up of confirmed diffuse lung disease without acute deterioration. The American College of Radiology Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision include an extensive analysis of current medical literature from peer reviewed journals and the application of well-established methodologies (RAND/UCLA Appropriateness Method and Grading of Recommendations Assessment, Development, and Evaluation or GRADE) to rate the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances where evidence is lacking or equivocal, expert opinion may supplement the available evidence to recommend imaging or treatment.
PMID: 34794591
ISSN: 1558-349x
CID: 5049502