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French JP, Meysami M, Lipner EM. Prefiltered component-based greedy (PreCoG) scan method. Stat Med 2024; 43:4113-4130. [PMID: 38992939 DOI: 10.1002/sim.10170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 06/22/2024] [Accepted: 06/28/2024] [Indexed: 07/13/2024]
Abstract
The spatial distribution of disease cases can provide important insights into disease spread and its potential risk factors. Identifying disease clusters correctly can help us discover new risk factors and inform interventions to control and prevent the spread of disease as quickly as possible. In this study, we propose a novel scan method, the Prefiltered Component-based Greedy (PreCoG) scan method, which efficiently and accurately detects irregularly shaped clusters using a prefiltered component-based algorithm. The PreCoG scan method's flexibility allows it to perform well in detecting both regularly and irregularly-shaped clusters. Additionally, it is fast to apply while providing high power, sensitivity, and positive predictive value for the detected clusters compared to other scan methods. To confirm the effectiveness of the PreCoG method, we compare its performance to many other scan methods. Additionally, we have implemented this method in the smerc R package to make it publicly available to other researchers. Our proposed PreCoG scan method presents a unique and innovative process for detecting disease clusters and can improve the accuracy of disease surveillance systems.
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Affiliation(s)
- Joshua P French
- Department of Mathematical and Statistical Sciences, University of Colorado Denver, Denver, Colorado, USA
| | - Mohammad Meysami
- Department of Mathematics, Clarkson University, Potsdam, New York, USA
| | - Ettie M Lipner
- The National Institutes of Health, Stapleton, Maryland, USA
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2
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Marshall JE, Mercaldo RA, Lipner EM, Prevots DR. Nontuberculous mycobacteria testing and culture positivity in the United States. BMC Infect Dis 2024; 24:288. [PMID: 38448840 PMCID: PMC10916245 DOI: 10.1186/s12879-024-09059-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 01/25/2024] [Indexed: 03/08/2024] Open
Abstract
BACKGROUND Nontuberculous mycobacteria (NTM) are environmental bacteria which may cause chronic lung disease. The prevalence of NTM pulmonary infection and disease has been increasing in the United States and globally. The predominant clinically relevant species of NTM in the United States are Mycobacterium avium complex (MAC) species and Mycobacterium abscessus. With the development of rapid species identification methods for NTM (e.g. PCR probes), more testing for NTM is being conducted through commercial labs, such as Laboratory Corporation of America (Labcorp), which provides deidentified real-time testing data to the Centers for Disease Control (CDC) pursuant to a data sharing agreement. Because NTM lung infections are not reportable in most states, other data sources are key to understanding NTM testing patterns, positivity rates, and species distributions to track infection trends and identify clinical care needs. METHODS We obtained national Labcorp data for the period January 2019 through mid-April 2022. We subset the data to only respiratory samples sent for Acid Fast Bacilli (AFB) cultures. NTM positive results were defined as those which identified an NTM species and are not Mycobacterium tuberculosis, Mycobacterium bovis, or Mycobacterium gordonae. RESULTS Overall, 112,528 respiratory samples were sent for AFB testing during the study period; 26.3% were from the Southeast U.S., identified as HSS Region IV in the Labcorp dataset, and 23.0% were from the Pacific and South Pacific region (Region IX). The culture positive prevalence ranged from 20.2% in the Southeast to 9.2% in the East North Central region (Region V). In the Southeast US, M. abscessus prevalence was 4.0%. For MAC, the highest prevalence was observed in the Mountain region (Region VII) (13.5%) and the lowest proportion was in the East South Central region (7.3%, Region III). Among positive tests, the proportion which was MAC varied from 61.8% to 88.9% and was highest in the Northeast U.S. The proportion of positive samples which were M. abscessus ranged from 3.8% to 19.7% and was highest in the Southeast. CONCLUSIONS The Southeastern region of the U.S. has the highest rate of culture positivity in Labcorp tests for total NTM and, of all positive tests, the highest proportion of M. abscessus. These estimates may underrepresent the true number of M. abscessus infections because M. absesscus-specific probes are not commercially available and not all NTM testing in the United States is done by Labcorp. Analysis of real-time testing data from commercial laboratories may provide insights into risk factors for NTM culture positivity in 'hotspot' areas.
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Affiliation(s)
- Julia E Marshall
- Epidemiology and Population Studies Unit, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, 5601 Fishers Ln, Bethesda, MD, 20852, USA
| | - Rachel A Mercaldo
- Epidemiology and Population Studies Unit, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, 5601 Fishers Ln, Bethesda, MD, 20852, USA
| | - Ettie M Lipner
- Epidemiology and Population Studies Unit, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, 5601 Fishers Ln, Bethesda, MD, 20852, USA
| | - D Rebecca Prevots
- Epidemiology and Population Studies Unit, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, 5601 Fishers Ln, Bethesda, MD, 20852, USA.
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Glauser KG, Kelley RE, Leonard WJ, Hendrix J, Petri S, Tong EI, Chan YL, Lipner EM, Dawrs SN, Honda JR. Common Features of Environmental Mycobacterium chelonae from Colorado Using Partial and Whole Genomic Sequence Analyses. Curr Microbiol 2024; 81:69. [PMID: 38238596 PMCID: PMC10796651 DOI: 10.1007/s00284-023-03589-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2023] [Accepted: 12/12/2023] [Indexed: 01/22/2024]
Abstract
Nontuberculous mycobacteria (NTM) are environmentally acquired opportunistic pathogens that cause chronic lung disease in susceptible individuals. While presumed to be ubiquitous in built and natural environments, NTM environmental studies are limited. While environmental sampling campaigns have been performed in geographic areas of high NTM disease burden, NTM species diversity is less defined among areas of lower disease burden like Colorado. In Colorado, metals such as molybdenum have been correlated with increased risk for NTM infection, yet environmental NTM species diversity has not yet been widely studied. Based on prior regression modeling, three areas of predicted high, moderate, and low NTM risk were identified for environmental sampling in Colorado. Ice, plumbing biofilms, and sink tap water samples were collected from publicly accessible freshwater sources. All samples were microbiologically cultured and NTM were identified using partial rpoB gene sequencing. From these samples, areas of moderate risk were more likely to be NTM positive. NTM recovery from ice was more common than recovery from plumbing biofilms or tap water. Overall, nine different NTM species were identified, including clinically important Mycobacterium chelonae. MinION technology was used to whole genome sequence and compare mutational differences between six M. chelonae genomes, representing three environmental isolates from this study and three other M. chelonae isolates from other sources. Drug resistance genes and prophages were common findings among environmentally derived M. chelonae, promoting the need for expanded environmental sampling campaigns to improve our current understanding of NTM species abundance while opening new avenues for improved targeted drug therapies.
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Affiliation(s)
- Kayden G Glauser
- Department of Science, Principles of Experimental Design in Biotechnology, Rock Canyon High School, Littleton, CO, 80124, USA
| | - Reagan E Kelley
- Department of Science, Principles of Experimental Design in Biotechnology, Rock Canyon High School, Littleton, CO, 80124, USA
| | - William J Leonard
- Department of Science, Principles of Experimental Design in Biotechnology, Rock Canyon High School, Littleton, CO, 80124, USA
| | - Jo Hendrix
- Computational Bioscience Program, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, USA
| | - Suzanne Petri
- Department of Science, Principles of Experimental Design in Biotechnology, Rock Canyon High School, Littleton, CO, 80124, USA
| | - Eric I Tong
- Aina Informatics Network, 'Iolani School, Honolulu, HI, 96826, USA
| | - Yvonne L Chan
- Aina Informatics Network, 'Iolani School, Honolulu, HI, 96826, USA
| | - Ettie M Lipner
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Stephanie N Dawrs
- Center for Genes, Environment and Health, National Jewish Health, Denver, CO, 80206, USA
| | - Jennifer R Honda
- Department of Cellular and Molecular Biology, School of Medicine, University of Texas at Tyler Health Science Center, Tyler, TX, 75708, USA.
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Honda JR. Environmental Sources and Transmission of Nontuberculous Mycobacteria. Clin Chest Med 2023; 44:661-674. [PMID: 37890909 DOI: 10.1016/j.ccm.2023.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/29/2023]
Abstract
The field of environmental nontuberculous mycobacteria (NTM) is benefiting from a new era of genomics that has catapulted our understanding of preferred niches, transmission, and outbreak investigations. The ability to forecast environmental features that promote or reduce environmental NTM prevalence will greatly improve with coordinated environmental sampling and by elevating the necessity for uniform disease notifications. Studies that synergize environmental biology, isolate notifications, and comparative genomics in prospective, longitudinal studies, particularly during climate changes and weather events, will be useful to solve longstanding NTM public health quandaries.
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Affiliation(s)
- Jennifer R Honda
- Department of Cellular and Molecular Biology, University of Texas Health Science Center at Tyler, 11937 US Hwy 271, BMR Building, Tyler, TX 75708, USA.
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5
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Lipner EM, French JP, Mercaldo RA, Nelson S, Zelazny AM, Marshall JE, Strong M, Falkinham JO, Prevots DR. The risk of pulmonary NTM infections and water-quality constituents among persons with cystic fibrosis in the United States, 2010-2019. Environ Epidemiol 2023; 7:e266. [PMID: 37840858 PMCID: PMC10569765 DOI: 10.1097/ee9.0000000000000266] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Revised: 03/06/2023] [Accepted: 07/17/2023] [Indexed: 10/17/2023] Open
Abstract
Rationale The prevalence of nontuberculous mycobacterial (NTM) pulmonary disease varies geographically in the United States. Previous studies indicate that the presence of certain water-quality constituents in source water increases NTM infection risk. Objective To identify water-quality constituents that influence the risk of NTM pulmonary infection in persons with cystic fibrosis in the United States. Methods We conducted a population-based case-control study using NTM incidence data collected from the Cystic Fibrosis Foundation Patient Registry during 2010-2019. We linked patient zip code to the county and associated patient county of residence with surface water data extracted from the Water Quality Portal. We used logistic regression models to estimate the odds of NTM infection as a function of water-quality constituents. We modeled two outcomes: pulmonary infection due to Mycobacterium avium complex (MAC) and Mycobacterium abscessus species. Results We identified 484 MAC cases, 222 M. abscessus cases and 2816 NTM-negative cystic fibrosis controls resident in 11 states. In multivariable models, we found that for every 1-standardized unit increase in the log concentration of sulfate and vanadium in surface water at the county level, the odds of infection increased by 39% and 21%, respectively, among persons with cystic fibrosis with MAC compared with cystic fibrosis-NTM-negative controls. When modeling M. abscessus as the dependent variable, every 1-standardized unit increase in the log concentration of molybdenum increased the odds of infection by 36%. Conclusions These findings suggest that naturally occurring and anthropogenic water-quality constituents may influence the NTM abundance in water sources that supply municipal water systems, thereby increasing MAC and M. abscessus infection risk.
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Affiliation(s)
- Ettie M. Lipner
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland
| | - Joshua P. French
- Department of Mathematical and Statistical Sciences, University of Colorado Denver, Denver, Colorado
| | - Rachel A. Mercaldo
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland
| | - Stephen Nelson
- Department of Geological Sciences, Brigham Young University, Provo, Utah
| | - Adrian M. Zelazny
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland
| | - Julia E. Marshall
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland
| | - Michael Strong
- Center for Genes, Environment and Health, National Jewish Health, Denver, Colorado
| | | | - D. Rebecca Prevots
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland
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Mercaldo RA, Marshall JE, Cangelosi GA, Donohue M, Falkinham JO, Fierer N, French JP, Gebert MJ, Honda JR, Lipner EM, Marras TK, Morimoto K, Salfinger M, Stout J, Thomson R, Prevots DR. Environmental risk of nontuberculous mycobacterial infection: Strategies for advancing methodology. Tuberculosis (Edinb) 2023; 139:102305. [PMID: 36706504 PMCID: PMC10023322 DOI: 10.1016/j.tube.2023.102305] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 12/27/2022] [Accepted: 01/04/2023] [Indexed: 01/11/2023]
Abstract
The National Institute of Allergy and Infectious Diseases organized a symposium in June 2022, to facilitate discussion of the environmental risks for nontuberculous mycobacteria exposure and disease. The expert researchers presented recent studies and identified numerous research gaps. This report summarizes the discussion and identifies six major areas of future research related to culture-based and culture independent laboratory methods, alternate culture media and culturing conditions, frameworks for standardized laboratory methods, improved environmental sampling strategies, validation of exposure measures, and availability of high-quality spatiotemporal data.
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Affiliation(s)
- Rachel A Mercaldo
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Julia E Marshall
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Gerard A Cangelosi
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA.
| | - Maura Donohue
- United States Environmental Protection Agency, Center for Environmental Solutions and Emergency Response, Cincinnati, OH, USA.
| | | | - Noah Fierer
- Department of Ecology and Evolutionary Biology, Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA.
| | - Joshua P French
- Department of Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO, USA.
| | - Matthew J Gebert
- Department of Ecology and Evolutionary Biology, Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA.
| | - Jennifer R Honda
- Center for Genes, Environment, and Health, National Jewish Health, Denver, CO, USA.
| | - Ettie M Lipner
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Theodore K Marras
- Department of Medicine, University of Toronto and University Health Network, Toronto, Canada.
| | - Kozo Morimoto
- Division of Clinical Research, Fukujuji Hospital, Japan Anti-Tuberculosis Association, Tokyo, Japan.
| | - Max Salfinger
- College of Public Health & Morsani College of Medicine, University of South Florida, Tampa, FL, USA.
| | - Janet Stout
- Special Pathogens Laboratory, Pittsburgh, PA, USA; Department of Civil and Environmental Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA.
| | - Rachel Thomson
- Gallipoli Medical Research Institute & Greenslopes Clinical School, The University of Queensland, Brisbane, Australia.
| | - D Rebecca Prevots
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
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Mercaldo RA, Marshall JE, Prevots DR, Lipner EM, French JP. Detecting clusters of high nontuberculous mycobacteria infection risk for persons with cystic fibrosis - An analysis of U.S. counties. Tuberculosis (Edinb) 2023; 138:102296. [PMID: 36571892 PMCID: PMC9944666 DOI: 10.1016/j.tube.2022.102296] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 12/12/2022] [Accepted: 12/16/2022] [Indexed: 12/23/2022]
Abstract
Nontuberculous mycobacteria are ubiquitous environmental bacteria that frequently cause disease in persons with cystic fibrosis (pwCF). The risks for NTM infection vary geographically. Detection of high-risk areas is important for focusing prevention efforts. In this study, we apply five cluster detection methods to identify counties with high NTM infection risk. Four clusters were detected by at least three of the five methods, including twenty-five counties in five states. The geographic area and number of counties in each cluster depended upon the detection method used. Identifying these clusters supports future studies of environmental predictors of infection and will inform control and prevention efforts.
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Affiliation(s)
- Rachel A Mercaldo
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Julia E Marshall
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - D Rebecca Prevots
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Ettie M Lipner
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Joshua P French
- Department of Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO, USA.
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Marshall JE, Gebert MJ, Lipner EM, Salfinger M, Falkinham Iii JO, Prevots DR, Mercaldo RA. Methods of isolation and identification of nontuberculous mycobacteria from environmental samples: A scoping review. Tuberculosis (Edinb) 2023; 138:102291. [PMID: 36521261 DOI: 10.1016/j.tube.2022.102291] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 11/22/2022] [Accepted: 11/27/2022] [Indexed: 12/12/2022]
Abstract
Nontuberculous mycobacteria (NTM) are ubiquitous in the environment. Some species of NTM are pathogenic and cause lung disease in susceptible persons. Epidemiologic studies of environmental NTM infection risk rely on both culture-dependent and culture-independent techniques for NTM isolation and identification. In this review, we summarized current methods used to isolate and identify NTM from the environment. We searched PubMed, Embase, Scopus, Web of Science: Core Collection, and Global Health (CAB Direct) for peer-reviewed studies from the last 12 years. We identified 1685 unique citations and 110 studies met our inclusion and exclusion criteria. Approximately half (55%) of the studies identified in this review used a combination of culture-independent and culture-dependent methods. The most common environmental substrate analyzed was water (n = 90). Identification of current, common methods for the isolation and identification of NTM from environmental samples may contribute to the development of standard methodological practices in the future. The choice of isolation method is based on the research question, environment, and species. A summary of common methods may contribute to the development of standard practices for isolation and identification of NTM from environmental samples, which may lead to more robust and comparable results.
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Affiliation(s)
- Julia E Marshall
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Matthew J Gebert
- Department of Ecology and Evolutionary Biology, Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA.
| | - Ettie M Lipner
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Max Salfinger
- College of Public Health & Morsani College of Medicine, University of South Florida, Tampa, FL, USA.
| | | | - D Rebecca Prevots
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
| | - Rachel A Mercaldo
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, USA.
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Abstract
Nontuberculous mycobacteria (NTM) are important pathogens, with a longitudinal prevalence of up to 20% within the cystic fibrosis (CF) population. Diagnosis of NTM pulmonary disease in people with CF (pwCF) is challenging, as a majority have NTM infection that is transient or indolent, without evidence of clinical consequence. In addition, the radiographic and clinical manifestations of chronic coinfections with typical CF pathogens can overlap those of NTM, making diagnosis difficult. Comprehensive care of pwCF must be optimized to assess the true clinical impact of NTM and to improve response to treatment. Treatment requires prolonged, multidrug therapy that varies depending on NTM species, resistance pattern, and extent of disease. With a widespread use of highly effective modulator therapy (HEMT), clinical signs and symptoms of NTM disease may be less apparent, and sensitivity of sputum cultures further reduced. The development of a disease-specific approach to the diagnosis and treatment of NTM infection in pwCF is a research priority, as a lifelong strategy is needed for this high-risk population.
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Vanadium in groundwater aquifers increases the risk of MAC pulmonary infection in O’ahu, Hawai’i. Environ Epidemiol 2022; 6:e220. [DOI: 10.1097/ee9.0000000000000220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 06/15/2022] [Accepted: 06/15/2022] [Indexed: 11/25/2022] Open
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Parsons AW, Dawrs SN, Nelson ST, Norton GJ, Virdi R, Hasan NA, Epperson LE, Holst B, Chan ED, Leos-Barajas V, Reich BJ, Crooks JL, Strong M, Pacifici K, Honda JR. Soil Properties and Moisture Synergistically Influence Nontuberculous Mycobacterial Prevalence in Natural Environments of Hawai'i. Appl Environ Microbiol 2022; 88:e0001822. [PMID: 35435715 PMCID: PMC9088257 DOI: 10.1128/aem.00018-22] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Accepted: 03/29/2022] [Indexed: 11/20/2022] Open
Abstract
Nontuberculous mycobacteria (NTM) are opportunistic pathogens that cause chronic pulmonary disease (PD). NTM infections are thought to be acquired from the environment; however, the basal environmental factors that drive and sustain NTM prevalence are not well understood. The highest prevalence of NTM PD cases in the United States is reported from Hawai'i, which is unique in its climate and soil composition, providing an opportunity to investigate the environmental drivers of NTM prevalence. We used microbiological sampling and spatial logistic regression complemented with fine-scale soil mineralogy to model the probability of NTM presence across the natural landscape of Hawai'i. Over 7 years, we collected and microbiologically cultured 771 samples from 422 geographic sites in natural areas across the Hawaiian Islands for the presence of NTM. NTM were detected in 210 of these samples (27%), with Mycobacterium abscessus being the most frequently isolated species. The probability of NTM presence was highest in expansive soils (those that swell with water) with a high water balance (>1-m difference between rainfall and evapotranspiration) and rich in Fe-oxides/hydroxides. We observed a positive association between NTM presence and iron in wet soils, supporting past studies, but no such association in dry soils. High soil-water balance may facilitate underground movement of NTM into the aquifer system, potentially compounded by expansive capabilities allowing crack formation under drought conditions, representing further possible avenues for aquifer infiltration. These results suggest both precipitation and soil properties are mechanisms by which surface NTM may reach the human water supply. IMPORTANCE Nontuberculous mycobacteria (NTM) are ubiquitous in the environment, being found commonly in soils and natural bodies of freshwater. However, little is known about the environmental niches of NTM and how they relate to NTM prevalence in homes and other human-dominated areas. To characterize NTM environmental associations, we collected and cultured 771 samples from 422 geographic sites in natural areas across Hawai'i, the U.S. state with the highest prevalence of NTM pulmonary disease. We show that the environmental niches of NTM are most associated with highly expansive, moist soils containing high levels of iron oxides/hydroxides. Understanding the factors associated with NTM presence in the natural environment will be crucial for identifying potential mechanisms and risk factors associated with NTM infiltration into water supplies, which are ultimately piped into homes where most exposure risk is thought to occur.
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Affiliation(s)
- Arielle W. Parsons
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, North Carolina, USA
| | - Stephanie N. Dawrs
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | | | - Grant J. Norton
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | - Ravleen Virdi
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | - Nabeeh A. Hasan
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | - L. Elaine Epperson
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | - Brady Holst
- Department of Epidemiology, Colorado School of Public Health, Aurora, Colorado, USA
| | - Edward D. Chan
- Department of Epidemiology, Colorado School of Public Health, Aurora, Colorado, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Denver, Aurora, Colorado, USA
- Denver Veterans Affairs Medical Center, Denver, Colorado, USA
| | - Vianey Leos-Barajas
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, North Carolina, USA
- Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Brian J. Reich
- Department of Statistics, North Carolina State University, Raleigh, North Carolina, USA
| | - James L. Crooks
- Department of Epidemiology, Colorado School of Public Health, Aurora, Colorado, USA
- Division of Biostatistics and Bioinformatics and Department of Immunology and Genomic Medicine, National Jewish Health, Denver, Colorado, USA
| | - Michael Strong
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
| | - Krishna Pacifici
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, North Carolina, USA
| | - Jennifer R. Honda
- Center for Genes, Environment, and Health, National Jewish Health, Denver, Colorado, USA
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Gross JE, Caceres S, Poch K, Hasan NA, Jia F, Epperson LE, Lipner E, Vang C, Honda JR, Strand M, Calado Nogueira de Moura V, Daley CL, Strong M, Davidson RM, Nick JA. Investigating Nontuberculous Mycobacteria Transmission at the Colorado Adult Cystic Fibrosis Program. Am J Respir Crit Care Med 2022; 205:1064-1074. [PMID: 35085056 PMCID: PMC9851486 DOI: 10.1164/rccm.202108-1911oc] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Rationale: Healthcare-associated transmission of nontuberculous mycobacteria (NTM) among people with cystic fibrosis (pwCF) has been investigated at CF centers worldwide, with conflicting conclusions. We investigated transmission at the Colorado Adult CF Program. Objectives: To systematically investigate healthcare-associated transmission and/or acquisition of NTM to determine similarity among respiratory and environmental isolates, and to compare home residence watershed mapping among pwCF having genetically similar NTM isolates. Methods: Whole-genome sequencing of NTM isolates from 80 pwCF was conducted to identify genetically similar isolate clusters (⩽30 SNP differences). Epidemiology, comparison of respiratory and environmental isolates, and home residence watershed mapping were analyzed. Measurements and Main Results: Whole-genome sequencing analysis revealed 11 clusters of NTM [6 Mycobacterium abscessus subspecies (ssp.) abscessus, 1 M. abscessus ssp. massiliense, 2 Mycobacterium avium, and 2 Mycobacterium intracellulare] among pwCF. Epidemiologic investigation demonstrated opportunities for healthcare-associated transmission in two M. abscessus and two M. avium clusters. Respiratory and healthcare environmental isolate comparisons revealed no genetic similarity. Individuals comprising one M. abscessus cluster, with no plausible healthcare-associated transmission, resided in the same watershed. Conclusions: This study suggests healthcare-associated transmission of M. abscessus is rare and includes a report of potential healthcare-associated transmission of M. avium among pwCF. One M. abscessus cluster possibly had common acquisition arising from residing in the same watershed. The presence of genetically similar isolates is insufficient to demonstrate healthcare-associated NTM transmission. Standardizing epidemiologic investigation, combined with environmental sampling and watershed analysis, will improve understanding of the frequency and nature of healthcare-associated NTM transmission among pwCF.
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Affiliation(s)
| | | | | | | | - Fan Jia
- Center for Genes, Environment and Health
| | | | | | | | | | | | | | - Charles L. Daley
- Division of Mycobacterial and Respiratory Infections, National Jewish Health, Denver, Colorado
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Lipner EM, Crooks JL, French J, Strong M, Nick JA, Prevots DR. Nontuberculous mycobacterial infection and environmental molybdenum in persons with cystic fibrosis: a case-control study in Colorado. JOURNAL OF EXPOSURE SCIENCE & ENVIRONMENTAL EPIDEMIOLOGY 2022; 32:289-294. [PMID: 34218259 PMCID: PMC8920885 DOI: 10.1038/s41370-021-00360-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 06/22/2021] [Accepted: 06/23/2021] [Indexed: 06/01/2023]
Abstract
RATIONALE Nontuberculous mycobacteria (NTM) are ubiquitous environmental bacteria that may cause chronic lung disease and are one of the most difficult-to-treat infections among persons with cystic fibrosis (pwCF). Environmental factors likely contribute to increased NTM densities, with higher potential for exposure and infection. OBJECTIVE To identify water-quality constituents that influence odds of NTM infection among pwCF in Colorado. METHODS We conducted a population-based nested case-control study using patient data from the Colorado CF Center NTM database. We associated data from pwCF and water-quality data extracted from the Water Quality Portal to estimate odds of NTM infection. Using Bayesian generalized linear models with binomial-distributed discrete responses, we modeled three separate outcomes; any NTM infection, infections due to Mycobacterium avium complex species, and infections due to M. abscessus group species. RESULTS We observed a consistent association with molybdenum in the source water and M. abscessus group species infection among pwCF in all models. For every 1-unit increase in the log concentration of molybdenum in surface water, the odds of infection for those with M. abscessus group species compared to those who were NTM culture-negative increased by 79%. The odds of M. abscessus group infection varied by county; the counties with the highest probability of infection are located along the major rivers. CONCLUSIONS We have identified molybdenum in the source water as the most predictive factor of M. abscessus group infection among pwCF in Colorado. This finding will help inform patients at risk for NTM of their relative risks in residing within specific regions.
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Affiliation(s)
- Ettie M Lipner
- Center for Genes, Environment and Health, National Jewish Health, Denver, CO, USA.
- Department of Epidemiology, Colorado School of Public Health, Aurora, CO, USA.
| | - James L Crooks
- Department of Epidemiology, Colorado School of Public Health, Aurora, CO, USA
- Division of Biostatistics and Bioinformatics, National Jewish Health, Denver, CO, USA
| | - Joshua French
- Department of Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO, USA
| | - Michael Strong
- Center for Genes, Environment and Health, National Jewish Health, Denver, CO, USA
| | - Jerry A Nick
- Department of Medicine, National Jewish Health, Denver, CO, USA
| | - D Rebecca Prevots
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
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Foote SL, Lipner EM, Prevots DR, Ricotta EE. Environmental predictors of pulmonary nontuberculous mycobacteria (NTM) sputum positivity among persons with cystic fibrosis in the state of Florida. PLoS One 2021; 16:e0259964. [PMID: 34882686 PMCID: PMC8659685 DOI: 10.1371/journal.pone.0259964] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 11/01/2021] [Indexed: 11/19/2022] Open
Abstract
Nontuberculous mycobacteria (NTM) are opportunistic human pathogens that are commonly found in soil and water, and exposure to these organisms may cause pulmonary nontuberculous mycobacterial disease. Persons with cystic fibrosis (CF) are at high risk for developing pulmonary NTM infections, and studies have shown that prolonged exposure to certain environments can increase the risk of pulmonary NTM. It is therefore important to determine the risk associated with different geographic areas. Using annualized registry data obtained from the Cystic Fibrosis Foundation Patient Registry for 2010 through 2017, we conducted a geospatial analysis of NTM infections among persons with CF in Florida. A Bernoulli model in SaTScan was used to identify clustering of ZIP codes with higher than expected numbers of NTM culture positive individuals. Generalized linear mixed models with a binomial distribution were used to test the association of environmental variables and NTM culture positivity. We identified a significant cluster of M. abscessus and predictors of NTM sputum positivity, including annual precipitation and soil mineral levels.
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Affiliation(s)
- Sydney L. Foote
- Office of Data Science and Emerging Technologies, Office of Science Management and Operations, National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Rockville, MD, United States of America
| | - Ettie M. Lipner
- Center for Genes, Environment, and Health, National Jewish Health, Denver, CO, United States of America
- Department of Epidemiology, Colorado School of Public Health, Aurora, CO, United States of America
| | - D. Rebecca Prevots
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, United States of America
| | - Emily E. Ricotta
- Division of Intramural Research, Epidemiology and Population Studies Unit, NIAID, NIH, Rockville, MD, United States of America
- * E-mail:
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Davidson RM, Hasan NA, Epperson LE, Benoit JB, Kammlade SM, Levin AR, Calado de Moura V, Hunkins J, Weakly N, Beagle S, Sagel SD, Martiniano SL, Salfinger M, Daley CL, Nick JA, Strong M. Population Genomics of Mycobacterium abscessus from U.S. Cystic Fibrosis Care Centers. Ann Am Thorac Soc 2021; 18:1960-1969. [PMID: 33856965 PMCID: PMC8641822 DOI: 10.1513/annalsats.202009-1214oc] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Accepted: 04/14/2021] [Indexed: 12/25/2022] Open
Abstract
Rationale:Mycobacterium abscessus is a significant threat to individuals with cystic fibrosis (CF) because of innate drug resistance and potential transmission between patients. Recent studies described global dominant circulating clones of M. abscessus, but detailed genomic surveys have not yet been described for the United States. Objectives: We examined the genetic diversity of respiratory M. abscessus isolates from U.S. patients with CF and evaluated the potential for transmission events within CF Care Centers. Methods: Whole-genome sequencing was performed on 558 M. abscessus isolates from 266 patients with CF attending 48 CF Care Centers in 28 U.S. states as part of a nationwide surveillance program. U.S. isolates were also compared with 64 isolate genomes from 13 previous studies to evaluate the prevalence of recently described dominant circulating clones. Results: More than half of study patients with CF and M. abscessus had isolates within four dominant clones; two clones of M. abscessus subspecies (subsp.) abscessus (MAB) and two clones of M. abscessus subsp. massiliense (MMAS). Acquired drug resistance mutations for aminoglycosides and macrolides were rare in the isolate population, and they were not significantly enriched in dominant clones compared with unclustered isolates. For a subset of 55 patients, there was no relationship between dominant clones and diagnosis of active lung disease (P = 1.0). Twenty-nine clusters of genetically similar MAB isolates and eight clusters of genetically similar MMAS isolates were identified. Overall, 28 of 204 (14%) patients with MAB and 15 of 64 (23%) patients with MMAS had genetically isolates similar to those of at least one other patient at the same CF Care Center. Genetically similar isolates were also found between 60 of 204 (29%) patients with MAB and 19 of 64 (30%) patients with MMAS from different geographic locations. Conclusions: Our study reveals the predominant genotypes of M. abscessus and frequency of shared strains between patients in U.S. CF Care Centers. Integrated epidemiological and environmental studies would help to explain the widespread presence of dominant clones in the United States, including the potential for broad distribution in the environment. Single site studies using systematic, evidence-based approaches will be needed to establish the contributions of health care-associated transmission versus shared environmental exposures.
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Affiliation(s)
| | | | | | | | | | - Adrah R. Levin
- Department of Medicine, National Jewish Health, Denver, Colorado
| | | | | | | | | | - Scott D. Sagel
- Department of Pediatrics, Children’s Hospital Colorado–School of Medicine, University of Colorado, Aurora, Colorado; and
| | - Stacey L. Martiniano
- Department of Pediatrics, Children’s Hospital Colorado–School of Medicine, University of Colorado, Aurora, Colorado; and
| | - Max Salfinger
- College of Public Health and
- Morsani College of Medicine, University of South Florida, Tampa, Florida
| | - Charles L. Daley
- Department of Medicine, National Jewish Health, Denver, Colorado
- Department of Medicine, School of Medicine, University of Colorado, Aurora, Colorado
| | - Jerry A. Nick
- Department of Medicine, National Jewish Health, Denver, Colorado
- Department of Medicine, School of Medicine, University of Colorado, Aurora, Colorado
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NTM Infection Risk and Trace Metals in Surface Water: A Population-Based Ecologic Epidemiologic Study in Oregon. Ann Am Thorac Soc 2021; 19:543-550. [PMID: 34582742 DOI: 10.1513/annalsats.202101-053oc] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
RATIONALE Nontuberculous mycobacteria (NTM) are ubiquitous environmental bacteria, and some pathogenic species cause lung disease. Environmental factors contribute to increased NTM abundance, with higher potential for exposure and infection. OBJECTIVE To identify water-quality constituents that influence the risk of NTM infection in Oregon. METHODS We conducted a population-based cohort study using patient incidence data from the Oregon statewide NTM laboratory data collected as part of a public health surveillance project from 2007 through 2012. To estimate the risk of NTM Pulmonary Infection (PI) from exposure to water constituents, we extracted water-quality data from the Water Quality Portal and associated these data with corresponding patient county of residence. Using generalized linear models, we modeled two outcomes: Mycobacterium avium complex species PI and Mycobacterium abscessus group species PI. RESULTS For every 1-unit increase in the log concentration of vanadium in surface water, infection risk increased by 49% among persons with Mycobacterium avium complex PI. Among those with Mycobacterium abscessus PI, we observed that for every 1-unit increase in the log concentration of molybdenum in surface water, infection risk increased by 41%. The highest risk of infection due to Mycobacterium abscessus group infection was concentrated in counties within the Northwestern region of Oregon. High infection risk associated with Mycobacterium avium complex species did not show any geographic pattern. CONCLUSIONS Concentrations of the trace metals molybdenum and vanadium in surface water sources were associated with NTM infection in Oregon. These findings may help identify regions at higher risk of NTM infection to guide risk reduction strategies.
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Meysami M, French JP, Lipner EM. Estimating the optimal population upper bound for scan methods in retrospective disease surveillance. Biom J 2021; 63:1633-1651. [PMID: 34272889 DOI: 10.1002/bimj.202000273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 05/26/2021] [Accepted: 06/05/2021] [Indexed: 11/08/2022]
Abstract
Correctly and quickly identifying disease patterns and clusters is a vital aspect of public health and epidemiology so that disease outbreaks can be mitigated as effectively as possible. The circular scan method is one of the most commonly used methods for detecting disease outbreaks and clusters in retrospective and prospective disease surveillance. The circular scan method requires a population upper bound in order to construct the set of candidate zones to be scanned, which is usually set to 50% of the total population. The performance of the circular scan method is affected by the choice of the population upper bound, and choosing an upper bound different from the default value can improve the method's performance. Recently, the Gini coefficient based on the Lorenz curve, which was originally used in economics, was proposed to determine a better population upper bound. We present the elbow method, a new method for choosing the population upper bound, which seeks to address some of the limitations of the Gini-based method while improving the performance of the circular scan method over the default value. To evaluate the performance of the proposed approach, we evaluate the sensitivity and positive predictive value of the circular scan method for publicly-available benchmark data for the default value, the Gini coefficient method, and the elbow method.
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Affiliation(s)
- Mohammad Meysami
- Department of Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO, USA
| | - Joshua P French
- Department of Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO, USA
| | - Ettie M Lipner
- National Jewish Health, Center for Genes, Environment, and Health, Denver, CO, USA
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