1
|
Lee SMW, Shaw A, Simpson JL, Uminsky D, Garratt LW. Differential cell counts using center-point networks achieves human-level accuracy and efficiency over segmentation. Sci Rep 2021; 11:16917. [PMID: 34413367 PMCID: PMC8377024 DOI: 10.1038/s41598-021-96067-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Accepted: 08/03/2021] [Indexed: 11/08/2022] Open
Abstract
Differential cell counts is a challenging task when applying computer vision algorithms to pathology. Existing approaches to train cell recognition require high availability of multi-class segmentation and/or bounding box annotations and suffer in performance when objects are tightly clustered. We present differential count network ("DCNet"), an annotation efficient modality that utilises keypoint detection to locate in brightfield images the centre points of cells (not nuclei) and their cell class. The single centre point annotation for DCNet lowered burden for experts to generate ground truth data by 77.1% compared to bounding box labeling. Yet centre point annotation still enabled high accuracy when training DCNet on a multi-class algorithm on whole cell features, matching human experts in all 5 object classes in average precision and outperforming humans in consistency. The efficacy and efficiency of the DCNet end-to-end system represents a significant progress toward an open source, fully computationally approach to differential cell count based diagnosis that can be adapted to any pathology need.
Collapse
Affiliation(s)
- Sarada M W Lee
- Perth Machine Learning Group, Perth, WA, 6000, Australia
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, 2308, Australia
| | - Andrew Shaw
- Data Institute, University of San Francisco, San Francisco, CA, 94117, USA
| | - Jodie L Simpson
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, 2308, Australia
- Priority Research Centre for Healthy Lungs, University of Newcastle, Callaghan, NSW, 2308, Australia
| | - David Uminsky
- Department of Computer Science, University of Chicago, Chicago, IL, 60637, USA
| | - Luke W Garratt
- Wal-yan Respiratory Research Centre, Telethon Kids Institute, University of Western Australia, Nedlands, WA, 6009, Australia.
| |
Collapse
|
2
|
Changes in airway inflammation with pseudomonas eradication in early cystic fibrosis. J Cyst Fibros 2021; 20:941-948. [PMID: 33461938 DOI: 10.1016/j.jcf.2020.12.015] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 12/13/2020] [Accepted: 12/18/2020] [Indexed: 12/11/2022]
Abstract
BACKGROUND Neutrophil elastase is a significant risk factor for structural lung disease in cystic fibrosis, and Pseudomonas aeruginosa airway infection is linked with neutrophilic inflammation and substantial respiratory morbidity. We aimed to evaluate how neutrophil elastase (NE) activity changes after P. aeruginosa eradication and influences early disease outcomes. METHODS We assessed participants in the AREST CF cohort between 2000 and 2018 who had P. aeruginosa cultured from their routine annual bronchoalveolar lavage (BAL) fluid and who underwent eradication treatment and a post eradication BAL. Factors associated with persistent P. aeruginosa infection, persistent neutrophilic inflammation following eradication and worse structural lung disease one year post-eradication were evaluated. RESULTS Eighty-eight episodes (3 months to 6 years old) of P. aeruginosa infection were studied. Eradication was successful in 84.1% of episodes. Median activity of NE was significantly reduced post-eradication from 9.15 to 3.4 nM (p = 0.008) but persisted in 33 subjects. High post-eradication NE levels were associated with an increased risk for P. aeruginosa infection in the next annual visit (odds ratio=1.7, 95% confidence interval 1.1-2.7, p = 0.014). Post-eradication NE levels (difference, 0.8; 95% confidence interval, 0.1-1.5) and baseline bronchiectasis computed tomography (CT) score (difference, 0.4; 95% confidence interval, 0.1-0.8) were the best predictors of bronchiectasis progression within 1 year (backward stepwise linear regression model, R2= 0.608, P<0.001), independent of eradication. CONCLUSION In children with CF, NE activity may persist following successful P. aeruginosa eradication and is significantly associated with bronchiectasis progression. Evaluating strategies to diminish neutrophilic inflammation is essential for improving long-term outcomes.
Collapse
|
3
|
Ng RN, Tai AS, Chang BJ, Stick SM, Kicic A. Overcoming Challenges to Make Bacteriophage Therapy Standard Clinical Treatment Practice for Cystic Fibrosis. Front Microbiol 2021; 11:593988. [PMID: 33505366 PMCID: PMC7829477 DOI: 10.3389/fmicb.2020.593988] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Accepted: 12/08/2020] [Indexed: 12/17/2022] Open
Abstract
Individuals with cystic fibrosis (CF) are given antimicrobials as prophylaxis against bacterial lung infection, which contributes to the growing emergence of multidrug resistant (MDR) pathogens isolated. Pathogens such as Pseudomonas aeruginosa that are commonly isolated from individuals with CF are armed with an arsenal of protective and virulence mechanisms, complicating eradication and treatment strategies. While translation of phage therapy into standard care for CF has been explored, challenges such as the lack of an appropriate animal model demonstrating safety in vivo exist. In this review, we have discussed and provided some insights in the use of primary airway epithelial cells to represent the mucoenvironment of the CF lungs to demonstrate safety and efficacy of phage therapy. The combination of phage therapy and antimicrobials is gaining attention and has the potential to delay the onset of MDR infections. It is evident that efforts to translate phage therapy into standard clinical practice have gained traction in the past 5 years. Ultimately, collaboration, transparency in data publications and standardized policies are needed for clinical translation.
Collapse
Affiliation(s)
- Renee N. Ng
- School of Biomedical Sciences, The University of Western Australia, Perth, WA, Australia
- Wal-yan Respiratory Research Center, Telethon Kids Institute, The University of Western Australia, Crawley, WA, Australia
| | - Anna S. Tai
- Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Perth, WA, Australia
- Institute for Respiratory Health, School of Medicine, The University of Western Australia, Perth, WA, Australia
| | - Barbara J. Chang
- The Marshall Center for Infectious Diseases Research and Training, School of Biomedical Sciences, The University of Western Australia, Perth, WA, Australia
| | - Stephen M. Stick
- Wal-yan Respiratory Research Center, Telethon Kids Institute, The University of Western Australia, Crawley, WA, Australia
- Department of Respiratory and Sleep Medicine, Perth Children’s Hospital, Perth, WA, Australia
- Center for Cell Therapy and Regenerative Medicine, School of Medicine and Pharmacology, The University of Western Australia and Harry Perkins Institute of Medical Research, Perth, WA, Australia
| | - Anthony Kicic
- Wal-yan Respiratory Research Center, Telethon Kids Institute, The University of Western Australia, Crawley, WA, Australia
- Department of Respiratory and Sleep Medicine, Perth Children’s Hospital, Perth, WA, Australia
- Center for Cell Therapy and Regenerative Medicine, School of Medicine and Pharmacology, The University of Western Australia and Harry Perkins Institute of Medical Research, Perth, WA, Australia
- Occupation and the Environment, School of Public Health, Curtin University, Perth, WA, Australia
| |
Collapse
|
4
|
Affiliation(s)
- J P Clancy
- Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH 45220.
| | | |
Collapse
|
5
|
Naugler C, Church DL. Clinical laboratory utilization management and improved healthcare performance. Crit Rev Clin Lab Sci 2019. [DOI: 10.1080/10408363.2018.1526164] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Christopher Naugler
- Department of Pathology and Laboratory Medicine, University of Calgary, Calgary, Canada
- Department of Family Medicine, University of Calgary, Calgary, Canada
- Department of Community Health Sciences, University of Calgary, Calgary, Canada
| | - Deirdre L. Church
- Department of Pathology and Laboratory Medicine, University of Calgary, Calgary, Canada
- Department of Medicine, University of Calgary, Calgary, Canada
| |
Collapse
|
6
|
Kevat A, Carzino R, Massie J, Harrison J, Griffiths AL. Elimination of Australian epidemic strain (AES1) pseudomonas aeruginosa in a pediatric cystic fibrosis center. Pediatr Pulmonol 2018; 53:1498-1503. [PMID: 30311750 DOI: 10.1002/ppul.24173] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Revised: 08/14/2018] [Accepted: 08/26/2018] [Indexed: 11/09/2022]
Abstract
INTRODUCTION In this cohort study spanning an 18-year period, we evaluated the prevalence and associated mortality rate of epidemic strains of pseudomonas aeruginosa (PsA), especially Australian Epidemic Strain Type 1 (AES1), in a pediatric cystic fibrosis center practicing cohort segregation and early PsA eradication. METHODS Cohort segregation was introduced in January 2000. PsA clonal strain was determined by pulse-field-gel-electrophoresis (PFGE) at the time of routine collection of airway specimens. Children with PsA underwent eradication treatment with anti-pseudomonal antibiotics over 2-3 months. We analyzed changes in prevalence and mortality from 1999 to 2016. RESULTS The prevalence of AES1 declined from 69 (20%) in 1999 to 16 (5.4%) in 2006, to 1 (0.4%) in 2016. The prevalence of PsA overall diminished less over the same period, from 128 (37%) patients in 1999 to 57 (23%) in 2016. New acquisition of AES1 became less common over time, with no new cases identified from 2011. Those who contracted AES1 had a greater risk of death than those who did not (Odds Ratio 4.9, 95%CI 2.5-9.6). Patients with other AES PsA types were uncommon (AES2 n = 5, AES5 n = 2, AES14 n = 3, AES19 n = 1). CONCLUSIONS Cohort segregation was associated with reduction in AES1 prevalence ascertained by PFGE surveillance for patients in a single large pediatric cystic fibrosis center. Other alterations in practice such as early eradication treatment may also have contributed to reduced PsA prevalence. These factors combined with the transition of chronically infected patients over time to adult centers has eliminated AES1 from our clinic, with an accompanying mortality decrease.
Collapse
Affiliation(s)
- Ajay Kevat
- Department of Respiratory and Sleep Medicine, Royal Children's Hospital, Melbourne, Victoria, Australia.,Murdoch Childrens Research Institute, Melbourne, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia
| | - Rosemary Carzino
- Department of Respiratory and Sleep Medicine, Royal Children's Hospital, Melbourne, Victoria, Australia.,Murdoch Childrens Research Institute, Melbourne, Victoria, Australia
| | - John Massie
- Department of Respiratory and Sleep Medicine, Royal Children's Hospital, Melbourne, Victoria, Australia.,Murdoch Childrens Research Institute, Melbourne, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia
| | - Jo Harrison
- Department of Respiratory and Sleep Medicine, Royal Children's Hospital, Melbourne, Victoria, Australia.,Murdoch Childrens Research Institute, Melbourne, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia
| | - Amanda L Griffiths
- Department of Respiratory and Sleep Medicine, Royal Children's Hospital, Melbourne, Victoria, Australia.,Murdoch Childrens Research Institute, Melbourne, Victoria, Australia
| |
Collapse
|