Implementable Deep Learning for Multi-sequence Proton MRI Lung Segmentation:A Multi-center, Multi-vendor, and Multi-disease Study

Background: Recently, deep learning via convolutional neural networks (CNNs) has largely superseded conventional methods for proton (1H)-MRI lung segmentation. However, previous deep learning studies have utilized single-center data and limited acquisition parameters.Purpose: Develop a generalizable CNN for lung segmentation in 1H-MRI, robust to pathology, acquisition protocol, vendor, and center.Study type: Retrospective.Population: A total of 809 1H-MRI scans from 258 participants with various pulmonary pathologies (median age (range): 57 (6–85); 42% females) and 31 healthy participants (median age (range): 34 (23–76); 34% females) that were split into training (593 scans (74%); 157 participants (55%)), testing (50 scans (6%); 50 participants (17%)) and external validation (164 scans (20%); 82 participants (28%)) sets.Field Strength/Sequence: 1.5-T and 3-T/3D spoiled-gradient recalled and ultrashort echo-time 1H-MRI.Assessment: 2D and 3D CNNs, trained on single-center, multi-sequence data, and the conventional spatial fuzzy c-means (SFCM) method were compared to manually delineated expert segmentations. Each method was validated on external data originating from several centers. Dice similarity coefficient (DSC), average boundary Hausdorff distance (Average HD), and relative error (XOR) metrics to assess segmentation performance.Statistical Tests: Kruskal–Wallis tests assessed significances of differences between acquisitions in the testing set. Friedman tests with post hoc multiple comparisons assessed differences between the 2D CNN, 3D CNN, and SFCM. Bland–Altman analyses assessed agreement with manually derived lung volumes. A P value of &lt;0.05 was considered statistically significant.Results: The 3D CNN significantly outperformed its 2D analog and SFCM, yielding a median (range) DSC of 0.961 (0.880–0.987), Average HD of 1.63 mm (0.65–5.45) and XOR of 0.079 (0.025–0.240) on the testing set and a DSC of 0.973 (0.866–0.987), Average HD of 1.11 mm (0.47–8.13) and XOR of 0.054 (0.026–0.255) on external validation data.Data Conclusion: The 3D CNN generated accurate 1H-MRI lung segmentations on a heterogenous dataset, demonstrating robustness to disease pathology, sequence, vendor, and center.Evidence Level: 4.Technical Efficacy: Stage 1.</p

Role of Toll-Like Receptor (TLR) 2 in Experimental Bacillus cereus Endophthalmitis

Bacillus cereus causes a uniquely rapid and blinding intraocular infection, endophthalmitis. B. cereus replicates in the eye, synthesizes numerous toxins, and incites explosive intraocular inflammation. The mechanisms involved in the rapid and explosive intraocular immune response have not been addressed. Because Toll-like receptors (TLRs) are integral to the initial recognition of organisms during infection, we hypothesized that the uniquely explosive immune response observed during B. cereus endophthalmitis is directly influenced by the presence of TLR2, a known Gram-positive pathogen recognition receptor. To address this hypothesis, we compared the courses of experimental B. cereus endophthalmitis in wild type C57BL/6J mice to that of age-matched homozygous TLR2-/- mice. Output parameters included analysis of bacterial growth, inflammatory cell (PMN) infiltration, cytokine/chemokine kinetics, retinal function testing, and histology, with N≥4 eyes/assay/time point/mouse strain. B. cereus grew at similar rates to108 CFU/eye by 12 h, regardless of the mouse strain. Retinal function was preserved to a greater degree in infected TLR2-/- eyes compared to that of infected wild type eyes, but infected eyes of both mouse strains lost significant function. Retinal architecture was preserved in infected TLR2-/- eyes, with limited retinal and vitreal cellular infiltration compared to that of infected wild type eyes. Ocular myeloperoxidase activities corroborated these results. In general, TNFα, IFNγ, IL6, and KC were detected in greater concentrations in infected wild type eyes than in infected TLR2-/- eyes. The absence of TLR2 resulted in decreased intraocular proinflammatory cytokine/chemokine levels and altered recruitment of inflammatory cells into the eye, resulting in less intraocular inflammation and preservation of retinal architecture, and a slightly greater degree of retinal function. These results demonstrate TLR2 is an important component of the initial ocular response to B. cereus endophthalmitis

Bloodstream-To-Eye Infections Are Facilitated by Outer Blood-Retinal Barrier Dysfunction

This work was funded by National Institutes of Health (NIH; http://www.nih.gov) Grants R01EY024140 and R21EY022466 (to M.C.C.) and R01EY019494 (to M.H.E.). Our research is also funded in part by NIH Core Grant P30EY021725 (to Robert E. Anderson, OUHSC) and an unrestricted grant from Research to Prevent Blindness Inc. (http://www.rpbusa.org) to the Dean A. McGee Eye Institute. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.We thank Bolanle Adebayo (Cameron University, Lawton OK), Craig Land (Oklahoma State University, Stillwater OK), Nathan Jia (Oklahoma Christian University, Edmond OK), Kobbe Wiafe (Oklahoma School of Science and Mathematics, Oklahoma City OK), and Amanda Roehrkasse and Madhu Parkunan (OUHSC) for intellectual discussions and technical assistance. The authors also acknowledge thank Nanette Wheatley, Dr. Feng Li, and Mark Dittmar (OUHSC Live Animal Imaging Core, P30EY021725) for their invaluable technical assistance.This work was presented in part at the 2014 Association for Research in Vision and Ophthalmology Annual Conference in Orlando FL.The blood-retinal barrier (BRB) functions to maintain the immune privilege of the eye, which is necessary for normal vision. The outer BRB is formed by tightly-associated retinal pigment epithelial (RPE) cells which limit transport within the retinal environment, maintaining retinal function and viability. Retinal microvascular complications and RPE dysfunction resulting from diabetes and diabetic retinopathy cause permeability changes in the BRB that compromise barrier function. Diabetes is the major predisposing condition underlying endogenous bacterial endophthalmitis (EBE), a blinding intraocular infection resulting from bacterial invasion of the eye from the bloodstream. However, significant numbers of EBE cases occur in non-diabetics. In this work, we hypothesized that dysfunction of the outer BRB may be associated with EBE development. To disrupt the RPE component of the outer BRB in vivo, sodium iodate (NaIO3) was administered to C57BL/6J mice. NaIO3-treated and untreated mice were intravenously injected with 108 colony forming units (cfu) of Staphylococcus aureus or Klebsiella pneumoniae. At 4 and 6 days postinfection, EBE was observed in NaIO3-treated mice after infection with K. pneumoniae and S. aureus, although the incidence was higher following S. aureus infection. Invasion of the eye was observed in control mice following S. aureus infection, but not in control mice following K. pneumoniae infection. Immunohistochemistry and FITC-dextran conjugate transmigration assays of human RPE barriers after infection with an exoprotein-deficient agr/sar mutant of S. aureus suggested that S. aureus exoproteins may be required for the loss of the tight junction protein, ZO-1, and for permeability of this in vitro barrier. Our results support the clinical findings that for both pathogens, complications which result in BRB permeability increase the likelihood of bacterial transmigration from the bloodstream into the eye. For S. aureus, however, BRB permeability is not required for the development of EBE, but toxin production may facilitate EBE pathogenesis.Yeshttp://www.plosone.org/static/editorial#pee

Bacterial growth during experimental <i>B. cereus</i> endophthalmitis.

<p>C57BL/6J wild type and TLR2^-/- mouse eyes were injected with 100 CFU <i>B. cereus</i>. Eyes were harvested, homogenized, and analyzed for bacterial growth. <i>B. cereus</i> grew to similar concentrations in infected eyes of TLR2^-/- mice and wild type mice (P≥0.05 at all time points). Values represent the mean±SEM of N≥8 eyes per time point for at least 2 separate experiments.</p

TLR2 expression in the retina during <i>B. cereus</i> endophthalmitis.

<p>C57BL/6J mouse eyes were injected with 100 CFU <i>B. cereus</i> and retinas were harvested at 0, 0.5, 1, 2, 4, and 8 h postinfection. (A) No significant change in retinal TLR2 mRNA expression was detected during infection. Values are mean ± SD of N≥4 retinas per time point (P≤0.05, 0 h postinfection compared with all other time points). (B) TLR2 PCR of wild type and TLR2^-/- strains used in this study. Reactions using primers for genotyping <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0028619#pone.0028619-Takeuchi1" target="_blank">[41]</a> or real-time PCR (Methods) are shown.</p

Retinal histology of <i>B. cereus</i> endophthalmitis.

<p>Wild type and TLR2^-/- mouse eyes were injected with 100 CFU <i>B. cereus</i>. Eyes were harvested and processed for hematoxylin and eosin staining. Infected TLR2^-/- had significantly less inflammation than infected eyes of wild type mice. Sections are representative of 4 eyes per group. L, lens; V, vitreous; R, retina; C, choroid; ON, optic nerve head. Magnification, 40X.</p

Infiltration of PMN into mouse eyes during <i>B. cereus</i> endophthalmitis.

<p>C57BL/6J wild type and TLR2^-/- mouse eyes were injected with 100 CFU <i>B. cereus</i>. PMN infiltration was estimated by quantifying MPO in whole eyes by sandwich ELISA. MPO concentrations were significantly higher in infected wild type eyes than in infected TLR2^-/- eyes (*P≤0.05), suggesting greater numbers of PMN in infected wild type eyes than in infected TLR2^-/- eyes. Values represent the mean±SEM for N≥4 per group for at least 2 separate experiments.</p