Abstract
Background
Leptospirosis is a neglected emerging zoonotic disease with a profound public health impact worldwide with higher burden of disease in resource-poor countries. The environmental and occupational exposures contribute to human and animal transmission, but the interaction was less explored. A deeper understanding of the critical environmental and occupational drivers in different contexts will provide useful information for disease control and prevention measures.
Objective
This review aimed to summarize the potential environmental and occupational risk factors associated with leptospirosis infection.
Methods
Four databases (Scopus, Web of Science, Ovid MEDLINE, EBSCOhost) were searched for articles published from 2012 to 2021. Eligible articles were assessed using a checklist for assessing the quality of the studies. The quality of the articles was assessed based on the laboratory diagnosis approach and statistical analysis method.
Results
A total of 32 studies were included in this systematic review. Water-related risk factors such as natural water as the primary water source (AOR 1.8–18.28), water-related recreational activities (AOR 2.36–10.45), flood exposure (AOR 1.54–6.04), contact with mud (AOR 1.57–4.58) and stagnant water (AOR 2.79–6.42) were associated with increased risk of leptospirosis. Infrastructural deficiencies such as un-plastered house walls and thatched houses presented a higher risk (AOR 2.71–5.17). Living in low-lying areas (AOR 1.58–3.74), on clay loam soil (OR 2.72), agricultural land (OR 2.09), and near rubber tree plantations (AOR 11.65) is associated with higher risk of leptospirosis. Contact with rats (AOR 1.4–3.5), livestock (AOR 1.3–10.4), and pigs (AOR 1.54–7.9) is associated with an increased risk of leptospirosis. Outdoor workers (AOR 1.95–3.95) and slaughterhouse workers (AOR 5.1–7.5) have higher risk of leptospirosis.
Conclusion
The environmental and occupational components related to water, infrastructure, landscape, agriculture, and exposed animals play an essential role in leptospirosis transmission. The magnitude of those risk factors differs with geographical region, climate factor, urbanization and population growth, and the country’s socioeconomic status.
Keywords: Leptospirosis, Leptospira, Environmental risk factors, Occupational risk factors, Systematic review, Climate change
1. Introduction
Leptospirosis is a neglected emerging zoonotic disease with a profound public health impact worldwide [1,2]. It is the most common bacterial zoonosis that is caused by spirochetes of the Leptospira genus. More than 200 serovars of Leptospira have been identified and the bacteria circulate in various hosts, including wild and domestic animals [3]. Leptospirosis has a wide geographical distribution, with morbidity and mortality being highest in countries with poor resources and areas where disease monitoring is not routinely performed [4]. The most recent estimates indicate that there are 1.03 million annual cases of leptospirosis, with 58,900 deaths worldwide [4]. This zoonotic disease causes life-threatening manifestations such as severe pulmonary hemorrhage syndrome, which has a case fatality rate of >50%, attributed to the major disease burden [5].
The estimated global burden of leptospirosis is 2.9 million disability-adjusted life years, which corresponds to the loss of 1 year of healthy life for the whole population of a city the size of Rome [6]. Furthermore, with men and young adults accounting for 80% and 52% of the total burden, this illness has a major economic impact, particularly in low- and middle-income nations where young adults constitute the most important demographic for economic output [6]. Leptospirosis incidence is expected to surge [7], as global demographic trends tend to shift due to urbanization, particularly in Asia and Africa [8]. Moreover, these two regions are also at risk of climate change and extreme weather events such as heavy rainfall, floods, droughts, and hot weather [9]. Studies reveal that climate change will likely increase the probability of leptospirosis emergence and outbreaks [[10], [11], [12]].
Humans acquire Leptospira through direct contact with various types of maintenance mammalian hosts or indirect exposure to surface water or soil in a contaminated environment, where the organism can survive for several weeks after excretion from chronic animal [3,13,14]. Heavy rain and flooding, high temperatures, animal exposure, inadequate sanitation, and improper waste disposal all impact leptospirosis epidemiology. Many of these major risk factors are expected to occur with greater frequency and intensity as a result of global climate change and urbanization, potentially leading to increased leptospirosis incidence and outbreak [7].
Certain occupational types are reported to be at high risk of contracting leptospirosis, as the occupation exposes them to contaminated water, soil, and animals. Workers involved in agriculture and animal husbandry, such as paddy field farming, handling livestock and slaughtering animals, and working at kennel; are those exposed to leptospiral in their working environment [[15], [16], [17], [18]]. These are also possible risks for those who are involved in military training and on-duty assignments, outdoor water sports, and recreational activities, and the reported cases were usually related to skin injury [[19], [20], [21]].
The ecology of leptospirosis consists of the interaction between humans, animal reservoirs, leptospiral, and the environment in which they reside. Various environmental risk factors for infection may differ depending on the ecological settings [7,12,22]. Once the pathogens are shed and persist in the environment, entire populations could be at risk for leptospirosis. However, the risk of contracting the disease is higher in a person who works with animal and their products, which direct contamination from the animal excreta can occur. Besides, leptospirosis also can be transmitted indirectly from the mammalian host such as cattle to the farmers or workers in the pens through the environment. There is a particular need to assess the leptospirosis environmental and occupational components, plus their interactions to develop acceptable, feasible, and successful public health strategies to control or prevent this infectious disease. Thus, this review summarises the potential environmental and occupational risk factors associated with leptospirosis infection. A deeper understanding of the critical environmental and occupational drivers in different contexts will provide useful information for disease control and prevention measures.
2. Methods
This systematic review is registered with PROSPERO (CRD42022313362) and reported following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 statement [23].
2.1. Research question formulation
A review of risk type is aimed at determining the association between risk factors and health outcomes. In this systematic review of etiology/risk type, we used the PEO (P, population; E, exposure; O, Outcome) concept to guide the formulation of the review question [24]. Based on the PEO concept, population refers to the general population, the exposure of interest is an environmental and occupational risk factor, and the outcome is leptospirosis infection in humans. Therefore, the developed review question was ‘What environmental and occupational factors are associated with leptospirosis in humans?’
2.2. Systematic searching strategies
Synonyms and variations were used in the identification stages to enrich the keywords, which were then used during the search process. The search string was created and generated using Boolean operators and keyword search, as shown in Table S1. A systematic literature search was performed on four primary databases: Scopus, Web of Science, Ovid MEDLINE, and EBSCOhost. All potential records were exported from the databases and arranged for title and abstract screening in an Excel sheet.
2.3. Inclusion and exclusion criteria
The inclusion criteria were: (1) publication within the ten years from 2012 to 2021; (2) full original article in a journal; (3) English-language article; (4) observational study design, including cohort, case-control, cross-sectional, and ecological studies. We excluded systematic review articles, conference proceedings, book chapters, and reports.
2.4. Study selection and eligibility criteria
Two researchers screened the titles and abstracts of the potential records independently based on the review question with the inclusion and exclusion criteria. Disagreements were resolved by discussion to reach a consensus.
2.5. Quality assessment
The quality of the studies was assessed based on the laboratory diagnosis approach and statistical analysis method. For laboratory diagnosis, we utilized the World Health Organization (WHO) standard laboratory diagnosis criteria [25] and the Centers for Disease Control and Prevention guidelines [26]. The quality assessment for laboratory diagnosis was divided into 3 groups as follows:
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•Quality 1 - Studies that reported confirmed laboratory diagnosis of leptospirosis. The confirmed laboratory diagnosis was either:
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oIsolation of Leptospira spp. by culture of clinical specimens
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oDetection of pathogenic Leptospira DNA via PCR
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oDemonstration of Leptospira by direct immunofluorescence
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oLeptospira agglutination titer of ≥800 by microscopic agglutination test (MAT) for a single specimen or ≥4-fold increase in the titer for paired specimens.
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o
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•Quality 2 - Studies that reported leptospirosis cases using supporting laboratory criteria diagnosis as follows:
-
oLeptospira agglutination titer of ≥200 but <800 by MAT [26].
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oEnzyme-linked immunosorbent assay (ELISA) detection of immunoglobulin IgM or IgG antibodies against Leptospira in serum specimens.
-
o
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•
Quality 3 - Studies that reported the study outcome as ‘confirmed leptospirosis cases’ without clarifying any laboratory approach for diagnosis.
2.6. The quality assessment for the statistical analysis method was divided into 3 groups as follows
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•
Quality 1 - Studies that used multivariable or multiple logistic regression as the method of analysis. The result comprised adjusted odd ratios, 95% confidence intervals (CIs), and statistical significance levels (p-values) for predictors.
-
•
Quality 2 - Studies that used bivariate analysis such as the Chi-square test or Fisher’s exact test.
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•
Quality 3 - Studies with CI and equivalent measures were not specified.
The average score of the two assessments (laboratory diagnosis approach and statistical analysis method) was taken as the final quality score.
2.7. Data extraction and synthesis
Two researchers extracted the data independently using a standardized data extraction form and organized it in a standard Microsoft Excel 2019 spreadsheet. The information collected included: (1) authors, (2) publication year, (3) country, (4) study location, (5) study design (cohort, case-control, cross-sectional, ecological time series), (6) study population (general population, hospital-based/patients, workers), (7) sample size, (8) sampling method (random sampling, cluster sampling, non-random sampling, or no description of sampling method), (9) statistical analysis method, (10) environmental factor-related findings, and (11) laboratory diagnosis methods.
The environmental risk factors associated with leptospirosis were classified into five categories and further divided into subcategories as below:
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•Water-related
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oNatural water bodies as a source of water consumption
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oExposure to stagnant water
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oInvolvement in recreational water activities such as swimming or bathing
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oContact with mud
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oDistance to the natural water body
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oRainfall patterns
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oHistory of flood exposure
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o
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•Infrastructure
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oWorking in a cooler-shaded slaughterhouse
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oInfrastructural deficiencies (un-plastered walls or thatched house)
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oNear to garbage dumping area
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oPoor sewerage system
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o
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•Landscape
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oHouse in a low-lying area
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oProximity to a rubber tree plantation
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oResidence in rural areas or villages or settlements
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o
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•Agricultural
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oWorking in wet cultivation
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oAgricultural work
-
o
The animal exposure risk factors were classified into exposure to:
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•
Rats
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•
Poultry
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•
Livestock
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•
Pigs
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•
Cats and dogs
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•
Other animals such as deer and monkeys
For occupational exposure risk factors, it was further classified into:
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•
Urban
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•
Forestry
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•
Slaughterhouse
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•
Military
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•
Farmer
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•
Non-specific outdoor-type occupations
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•
Occupation related to animal and water-related
3. Results
3.1. Study identification, screening, and selection
Study identification, screening and selection are summarized in Fig. 1. Systematic searching identified a total of 2386 relevant records. We removed 496 duplicate records, leaving 1890 records for title screening. The screening process eliminated 1788 articles, leaving 102 for full-text retrieval for further assessment and eligibility screening. Despite our best efforts, we were unable to retrieve four reports from the databases or through a published article search [[27], [28], [29], [30]]. Of the 98 remaining, after critical review of full text, sixty articles were excluded due to: (1) the absence of environmental factors (n = 24), (2) different exposure measurement (n = 19), (3) focus on spatiotemporal analysis (n = 6), (4) it being an outbreak report and case study (n = 4), (5) focus on leptospirosis in animals (n = 4); or (6) the study outcomes being combined with other diseases (n = 3). Subsequently, the remaining 38 articles proceeded to quality appraisal. The quality appraisal score of eligible articles is presented in Table S2. Finally, a total of 32 articles (with an average score of ≤2) were included in this review.
Fig. 1.
PRISMA flow diagram.
3.2. Characteristics of eligible studies
The characteristics of eligible study are listed in Table S3. A total of 32 studies fulfilled the eligibility criteria and were included in this systematic review. Of the 32 studies, 14 (43.8%) were conducted in South and Southeast Asia, six (18.8%) were from Oceania, five each were from Africa (15.6%) and South America (15.6%), and one study each was from North America (Puerto Rico) and Europe (Germany). India was the country with the most eligible studies (n = 5), followed by Malaysia (n = 4), Brazil (n = 4), and New Zealand (n = 3). Most of the studies were performed in upper-middle-income countries (13/32, 40.6%) which are Brazil (n = 4), Malaysia (n = 4), Thailand (n = 2), American Samoa (n = 2) and the Republic of Fiji Islands (n = 1). Twelfth (12/32, 37.5%) studies were performed in lower-middle-income countries. The 12 studies include 5 studies from India, and one study each from Nigeria, Kenya, Bhutan, Egypt, Philippines, Tanzania, and Pakistan. Six studies were conducted in high-income countries which are Germany (1), New Zealand (3), Puerto Rico (1), and Uruguay (1). One eligible study was from a lower-income country, which is Uganda.
Most of the eligible studies were cross-sectional studies (20/32, 62.5%). Seven studies were case-control studies, and the remaining five were cohort (n = 4) and time series studies (n = 1). Regarding the study population, 23 studies (71.9%) involved the general population, eight studies (25%) involved workers, and one study (3.1%) was hospital-based, involving patients. Twenty-two (68.8%) studies used paired MAT for diagnosing leptospirosis. Eighteen studies (56.3%) were published between 2012 and 2016, and the remaining 14 were published between 2017 and 2021.
3.3. Water as an environmental risk factor for leptospirosis infection
Table 1 summarises the environmental risk factors related to water, infrastructure, landscape, and agriculture. The details on the odds ratio of environmental risk factors related to water, infrastructure, landscape, and agriculture are tabulated in Table S4. Water-related environmental risk factors were the most investigated risk factor in 26 studies (81.3%), with 18 studies (18/26, 69.2%) reporting a statistically significant result. In five studies [[31], [32], [33], [34], [35]], the source of water consumption and usage from the natural water body was associated with an increased risk of leptospirosis infection [odds ratio (OR) 1.8–18.28]. The highest OR (18.28) was from a cross-sectional study involving the general population in South Andaman Island, India [34]. In this study, people who used streams as a water source for washing were more likely to be infected [adjusted OR (AOR) 18.28]. The study also reported that using water from a pond (AOR 10.63) and public taps (AOR 2.84) for washing, and water from tube wells for drinking (AOR 3.12) was associated with leptospirosis seropositivity. Moreover, the study reported that having a private tap as a source of drinking water was a protective factor against leptospirosis infection (AOR 0.401) [34]. Another study that reported water-related environmental factors was conducted in Sisaket and Nakhon Si Thammarat, Thailand. People who consumed water from more than two natural body sources were found to have higher odds (AOR 10.74) of leptospirosis infection [33].
Table 1.
Summarises of environmental factors associated with leptospirosis cases.
| Author, year, country | Water-related |
Infrastructure |
Landscapes |
Agricultural |
||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Used natural water body | Stagnant water | Recreational water activities | Contact with mud | Distance to a water body | Rainfalls | Flood | Cooler-shaded slaughterhouse | Infrastructural deficiencies (Type of house) | Garbage dumping area | Sewerage system | House in a low-lying area | Rubber tree plantation (proximity) | Rural/villages/settlement | Working in the wet cultivation | Agricultural works | |
| Briskin et al., 2019, Puerto Rico | / | / | ||||||||||||||
| Cook et al., 2017, Kenya | / | / | ||||||||||||||
| Costa et al., 2014, Brazil | / | / | ||||||||||||||
| Daud et al., 2018, Malaysia | / | |||||||||||||||
| Desai et al., 2016, India | / | / | / | |||||||||||||
| Felzemburg et al., 2014, Brazil | / | |||||||||||||||
| Hacker et al., 2020, Brazil | / | |||||||||||||||
| Hegazy et al., 2021, Egypt | / | |||||||||||||||
| Hinjoy et al., 2019, Thailand | / | / | ||||||||||||||
| Kamath et al., 2014, India | / | / | ||||||||||||||
| Lau and Clements et al., 2012, American Samoa | / | / | / | |||||||||||||
| Lau et al., 2016, Republic of the Fiji Islands | / | / | / | / | ||||||||||||
| Matsushita et al., 2018, Philipines | / | |||||||||||||||
| Maze et al., 2018, Tanzania | / | |||||||||||||||
| Meny et al., 2019, Uruguay | / | / | ||||||||||||||
| Narayanan et al., 2016, India | / | / | ||||||||||||||
| Narrkkul et al., 2021, Thailand | / | |||||||||||||||
| Prabhakaran et al., 2014, India | / | / | ||||||||||||||
| Rafizah et al., 2013, Malaysia | / | |||||||||||||||
| Raj et al., 2018, India | / | / | / | / | / | / | ||||||||||
| Ridzuan et al., 2016, Malaysia | / | |||||||||||||||
| Sohail et al., 2018, Pakistan | / | / | ||||||||||||||
| Total | 5 | 2 | 4 | 3 | 4 | 3 | 3 | 1 | 4 | 2 | 3 | 2 | 1 | 2 | 2 | 2 |
Water-related recreational activities such as swimming in canals (AOR 3.2) [36] and ponds (AOR 5.30) [34], bathing in natural water bodies (AOR 10.45) [37] and ponds (AOR 2.99) [34], and having a recent history of water-related recreational activities (AOR 2.36) [38] were associated with leptospirosis infection. Four studies reported that distance from the water body was a significant factor for leptospirosis infection (OR 1.43–3.88). The highest OR was reported by Kamath et al. [39], where the presence of drainage within a 15-m radius of a home presented higher odds for infection (AOR 3.88), followed by house location near water bodies (AOR of 3.87) [40] and the home being <100 m from a major river (AOR 1.41) [41]. Moreover, one study reported a protective factor, where increasing the household’s distance from the canal by 10 m was associated with decreased risk of infection (AOR 0.934) [42].
The other water-related environmental risk factors were rainfall (AOR 1.53–13.77), flood exposure (AOR 1.54–6.04), contact with mud (AOR 1.57–4.58), and contact with stagnant water (AOR 2.79–6.42). A study from the Philippines reported that the risk of post-rainfall leptospirosis infection would increase as rainfall intensity increased. The reported relative risks (RRs) were as follows: light rainfall, RR 1.3; moderate rainfall, RR 1.53; heavy rainfall, RR 2.45; intense rainfall, RR 4.61; and torrential rainfall, RR 13.77 [43]. In contrast to the hospital-based study [44], there was an inverse association between Leptospira infection risk in urban areas with cumulative rainfall (AOR 0.986 per cm). Two studies reported a positive association between flood and Leptospira infection for flood exposure [32,35]. In contrast, a study conducted in Puerto Rico reported that household flooding was inversely associated with Leptospira infection risk (AOR 0.12) [42].
3.4. Infrastructure as an environmental risk factor for leptospirosis infection
Nine studies [15,31,34,36,41,[45], [46], [47], [48]] reported infrastructure-related risk factors. The most frequent were infrastructure deficiencies (OR 2.71–5.17). Studies from India found that living in thatched houses and houses with mud walls presented higher infection risk (AOR 3.86 and 5.17, respectively) [34,47]. Another study conducted in India found that houses made from brick presented a lower infection risk (OR 0.6). Infrastructural deficiencies such as un-plastered walls in the house presented higher infection risk (AOR 2.71) [45]. Poor sanitation such as lack of treated water in the home (AOR 1.52) [41] and open-air defecation (OR 1.7) [36] were environmental risk factors for Leptospira infection. Two studies from northeast and south Malaysia reported that the presence of garbage dumping areas in a farm (AOR 2.4) [15] and the presence of a landfill in plantations (AOR 2.04) [48] presented a higher risk of Leptospira infection among cattle farmers and plantation workers. In Brazil, increasing the distance of a residence from an open sewer by 1 m was a significant protective risk factor against secondary Leptospira infection (AOR 0.95) [46]. Lastly, a study conducted among slaughterhouse workers in western Kenya found that a cooler-shade slaughterhouse with a roof had a higher risk of leptospirosis seropositivity (AOR 2.6) [31].
3.5. Landscape and agriculture as an environmental risk factor for leptospirosis infection
Landscape plays an essential role in leptospirosis transmission. Studies conducted in the Republic of the Fiji Islands and South Andaman Island found that living in rural areas (AOR 1.43 and 2.21, respectively) [34,41], settlements (AOR 2.13) [41], and villages (AOR 1.64) [41] presented a higher risk of Leptospira infection. A house below the median altitude of the village (OR 1.58) [49] and in low-lying areas (AOR 3.74) [34] presented a higher risk of infection. Furthermore, living on clay loam soil (OR 2.72) [49], agricultural land (OR 2.09) [49], and near rubber tree plantations (AOR 11.65) [37] also increased infection risk. Three studies showed significant agricultural risk factors related to Leptospira infection. Recent fieldwork (AOR 14.743) [34], involvement in wet cultivation (AOR 4.59) [40], and work in rice fields (AOR 2.7) [50] presented higher infection risk.
3.6. Animal exposure risk factors
Table 2 shows a summary of the association between animal exposure type and leptospirosis cases. Rats play a significant role in Leptospira transmission, given that 10 out of 11 studies that investigated exposure to rats reported statistically significant findings (OR 1.4–224.6). Eleven studies evaluated exposure to rats, but the definition of exposure varied broadly, such as rat infestation, seeing rats around the house, or physical contact with rats. Most of the studies were performed in Asia (n = 5) and South America (n = 3). The highest OR was from a study conducted in Chennai, India, which focused on pediatric leptospirosis with a relatively small number of confirmed leptospirosis cases (n = 35) as the sample. Therefore, the 95% CIs were wide (14.1–1125.1) [33]. Other studies showed relatively similar ORs of 1.4–3.5, except the study by Brockmann et al. [51] from Germany, where there were slightly higher RRs of seropositivity due to contact with pet rats (RR 13.9) and guinea pigs (RR 3.0). Two studies that evaluated exposure to rats reported statistically significant findings in univariate analysis; however, they were not significant in the multivariate model [40,48].
Table 2.
Type of animal’s exposure associated with leptospirosis cases.
| Author, year, country | Rat | Poultry | Livestock | Pig | Cat & dog | Others |
|---|---|---|---|---|---|---|
| Awosanya et al., 2013, Nigeria | OR 15.0 (95% CI 1.5–759) | |||||
| Brockman et al., 2016, Germenay | RR 13.9 (95% CI 4.80, 25.30) | RR 3.6 (95% CI 1.30, 8.60) | Cattle RR 3.7 (95% CI 1.30, 9.60), RR 2.3 (95% CI 1.10, 4.90) |
Guinea pig RR 3.0 (95% CI 1.10, 7.40) |
||
| Costa et al., 2014, Brazil | AOR 2.80 (95% CI 1.06, 7.36) | |||||
| Desai et al., 2016, India | OR 2.95 (95% CI 1.20, 3.30) | |||||
| Dreyfus and Benschop et al., 2014, New Zealand | AOR 10.4 (95% CI 2.80, 38.80) | Deer AOR 12.7 (95% CI 1.33, 120.60) |
||||
| Dreyfus et al., 2016, Uganda | AOR 12.3 (95% CI 1.40, 108.60) | Monkey AOR 1.92 (95% CI 1.20, 3.10) |
||||
| Hagan et al., 2016, Brazil | AOR 1.46 (95% CI 1.00, 2.16) | |||||
| Hegazy et al., 2021, Egypt | AOR 8.0 (95% CI 1.55, 41.23) | |||||
| Kamath et al., 2014, India | AOR 3.5 (95% CI 1.30, 9.28) | |||||
| Lau and Dobson et al., 2012, American Samoa | AOR 2.66 (95% CI 1.55, 4.57) | |||||
| Lau and Clements et al., 2012, American Samoa | OR 1.15 (95% CI 1.05, 1.26) | |||||
| Lau et al., 2016, Republic of the Fiji Islands | AOR 1.04 (95% CI 1.02, 1.06) | AOR 1.54 (95% CI 1.21, 1.98) | ||||
| Maze et al., 2018, Tanzania | AOR 1.4 (95% CI 1.00, 2.10) | |||||
| Meny et al., 2019, Uruguay | OR 2.79 (95% CI 1.32, 5.91) | Animals OR 4.96 (95% CI 1.29, 19.07) |
||||
| Narayanan et al., 2016, India | AOR 224.6 (95% CI 14.1, 1125.1) | |||||
| Prabhakaran et al., 2014, India | AOR 2.6 (95% CI 1.66, 4.08) | AOR 2.30 (95% CI 0.32, 16.54) | ||||
| Raj et al., 2018, India | Animals AOR 3.64 (95% CI 2.00, 6.63) |
|||||
| Ridzuan et al., 2016, Malaysia | AOR 3.27 (95% CI 1.72, 6.19) | AOR 4.78 (95% CI 2.76, 8.26) | ||||
| Sanhueza et al., 2015, New Zealand | AOR 4·6 (95% CI 1·30, 16·10) | AOR 7·9 (95% CI 1·70, 37·50) | AOR 9.2 (95% CI 1.40, 62.80) |
AOR, Adjusted odds ratio; OR, Odds ratio; RR, Relative risk; CI, Confidence interval.
Livestock (8 studies), pig (3 studies), and poultry (1 study) production were associated with increased infection risk. Direct contact with livestock [[51], [52], [53], [54], [55]] and pigs [55] increased infection risk. For livestock, the OR was 1.04–12.3. The highest OR was reported in a study conducted in Uganda among adults visiting the Kikuube and Kigorobya Health Centers. Skinning cattle was a high-risk activity with higher odds (12.3) for Leptospira seropositivity compared with non-cattle skinning activity [53]. The second highest livestock-related infection risk was reported in a study conducted in New Zealand among abattoir workers. In sheep abattoirs, workers at the beginning of the slaughter floor who are involved in stunning and pelting had higher odds (10.4) than those working in the middle or end of the slaughter floor who perform tasks such as gut removal and pulling kidneys in the offal room [52]. Other than that, the presence of livestock and piggeries around the house also increase the likelihood of infection (OR 1.04–4.78 and 1.15–2.66 respectively) [40,41,48,49,56].
3.7. Occupational exposure risk factors
Table 3 summarises the occupational exposure associated with leptospirosis cases. The occupation was an important risk factor for leptospirosis infection. Occupational exposure was the second most frequently investigated factor, i.e. in 23 studies (71.9%). Of the 23 studies, 18 (78.3%) reported statistically significant results. Working in the slaughterhouse presented the highest infection risk (OR 5.1–7.5). The highest OR was from a study conducted in New Zealand among meat workers. Different work positions and tasks in the slaughterhouse yielded different risk measures. New Leptospira infection risk was highest at the beginning of the slaughter line (RR 7.5) and lower at the middle and end of slaughter line production [57]. Outdoor occupations presented a higher infection risk (OR 1.64–3.95). Forestry workers (AOR 9.2) [51], military (AOR 26.65) [58], urban sweepers (OR 2.29) [59], construction workers (AOR 3.76) [40], and farmers (AOR 1.6) [50] also had a higher risk of Leptospira infection.
Table 3.
Type of occupational exposure associated with leptospirosis cases.
| Author, year, country | Urban worker | Forestry worker | Slaughterhouse workers | Military | Outdoor type occupation | Farmers | Related to animal and environmental water |
|---|---|---|---|---|---|---|---|
| Atil et al., 2020, Malaysia | Sweeper OR 2.29 (95% CI 1.13, 4.61) |
||||||
| Brockman et al., 2016, Germany | RR 9.2 (95% CI 2.60, 21.40) | ||||||
| Cook et al., 2017, Kenya | AOR 5.1 (95% CI 1.80, 15.00) | ||||||
| Desai et al., 2016, India | Waterlogged fields OR 4.6 (95% CI 1.60, 17.90) |
||||||
| Dreyfus and Wilson et al., 2014, New Zealand | Removal of high-risk material (Bladder, and kidneys) RR 5.2 (95% CI 1.70, 16.00), Beginning of the slaughter line (yards, stunning, pelting) RR 7.5 (95% CI 2.50, 22.40) Offal/pet food area RR 4.1 (95% CI 1.00, 16.40) |
||||||
| Dreyfus and Benschop 2014 et al., 2014, New Zealand | AOR 6.5 (95% CI 1.40, 29.80) | ||||||
| Dreyfus et al., 2021, Bhutan | AOR 26.65 (95% CI 1.44, 494.28) | ||||||
| Kamath et al., 2014, India | AOR 3.95 (95% CI 1.19, 13.0) | ||||||
| Lau and Dobson et al., 2012, American Samoa | AOR 2.09 (95% CI 1.43, 5.06) | ||||||
| Lau et al., 2016, Republic of the Fiji Islands | AOR 1.64 (95% CI 1.15, 2.34) | ||||||
| Maze et al., 2018, Tanzania | AOR 1.6 (95% CI 1.00, 2.30) | ||||||
| Narrkkul et al., 2021, Thailand | AOR 4.31 (95% CI 1.17, 15.83) | ||||||
| Prabhakaran et al., 2014, India | Building workers AOR 3.76 (95% CI 0.72, 19.70) |
||||||
| Rafizah et al., 2013, Malaysia | AOR 1.95 (95% CI 1.22, 3.13) |
AOR, Adjusted odds ratio; OR, Odds ratio; RR, Relative risk; CI, Confidence interval.
3.8. Risk factors stratified by economic classification and climatic zone
Fig. 2 shows the risk factors associated with leptospirosis infection stratified by countries' economic classification. Water-related risk factors were frequently significant in studies conducted in upper and lower-middle-income countries. In studies conducted in high-income countries, animal and occupational exposure were often significant. No study in a high-income country reported significant landscape, infrastructure, and agricultural factors. For the climatic zone, most of the studies were conducted in tropical countries (n = 24) compared to temperate countries (n = 8). No study in a temperate country reported statistically significant environmental risk factors related to infrastructure, landscape, and agriculture.
Fig. 2.
Risk factors associated with leptospirosis stratified by countries' economies.
4. Discussion
The present systematic review of 32 publications confirms that the environmental component is a significant risk factor in the leptospirosis transmission pathway. This review demonstrates that risk factors related to water, infrastructure, landscape, agriculture, animal, and occupational exposure are associated with leptospirosis transmission. The combination and interaction of a few components in leptospirosis ecology include environmental drivers and certain types of occupation that support Leptospira transmission. As the epidemiology of leptospirosis is complex and varies greatly depending on the environment, an ecological approach is necessary to comprehend disease patterns at the local, regional, and global levels [7].
This study found that water-related factors were associated with an increased risk of leptospirosis infection in all geographical regions except in Europe. However, as only one included study was conducted in Europe, this finding is not representative of the region. Furthermore, due to the deficient number of exposed subjects to water-related activities and exposure to natural water body categories, that particular study had low statistical power, which led to non-significant results [51]. Moreover, animal urine dilution effect might impact the likelihood of contact with Leptospira bacteria in the environment. In contrast with a relatively low dilution of urine in small water bodies such as stagnant water, highly diluted urine and lower pathogen concentrations in big water bodies such as rivers might partially explain why exposure to natural water bodies had non-significant results [60].
The quality of water for daily consumption is critically important. In upper and lower-middle-income countries, water-related risks are usually related to water for everyday use including drinking, washing, and bathing. People who use natural water reservoirs as their primary water source are at higher risk than those whose water is from public taps [31,33,34]. The usage of public water taps provides safe and treated water that reduces the risk of leptospirosis infection. Public water taps are typically treated to eliminate harmful bacteria including Leptospira, making it safe to use. Although Raj et al. [34] reported that having water taps as a source of drinking water was a protective factor against leptospirosis infection, it probably served as a confounding factor. This is because the ingestion of water hasn’t been demonstrated to be a risk factor. Instead, the potential route of entry for Leptospira is through wounds, abrasions, and mucous membranes. However, by using public water taps, individuals are less likely to rely on untreated or potentially contaminated natural water sources.
Exposure to stagnant water [4] such as sewage water [47] and contact with mud [39,49,61] were also risk factors. Although soil, mud, spring water, and sewage water do not act as multiplication reservoirs for pathogenic Leptospira, they are temporary carriers and environmental reservoirs that enable disease transmission [62]. Rainfall and flood exposure were also the main drivers of Leptospira infection in Asia, South America, and Oceania, which is congruent with previous findings [7,63]. Frequent rainfall will lead to increased vegetated areas, thus increasing rodent abundance in the ecosystem. This will potentially increase the risk of leptospiral environmental contamination [64].
As a result of steadily rising concentrations of greenhouse gases, the global surface temperature will continue to rise and predicted to reach 1.5 °C in the near term (2021–2040). Multiple climate hazards and extreme weather events would unavoidably increase due to global warming, posing various threats to ecosystems and humanity [65]. Almost all regions are predicted to have the risk of coastal and inland flooding due to global warming relative to the pre-industrial period [65]. Heavy rainfall, flooding, and other natural disasters can increase infection risk by disrupting public health services and infrastructure, damaging water and sanitation networks, displacing people, destroying dwellings, and increasing environmental pathogen exposure [11]. The amount of rainfall and the occurrence of leptospirosis are directly correlated [66], making it seasonal in temperate areas and year-round in tropical climates. As climate change leads to extreme precipitation and rising sea levels, extreme weather events such as floods will increase both in rural and urban areas, thus increasing the risk of human leptospirosis infection from exposure to contaminated water [7]. Few leptospirosis outbreaks have been reported in scarce regions, such as the Czech Republic [67] and North America [68], related to climate change.
This review demonstrates that infrastructural deficiencies such as houses with thatched roofs, mud walls, and un-plastered wall houses, particularly in developing countries, are environmental risk factors for leptospirosis. Infrastructural deficiency and inadequate sanitation were predominant in urban slum areas, which are proxies of poverty and low socioeconomic status. We postulate that the higher risk of rat ingression into homes increases the chance of environmental contamination, thus increasing infection risk. Moreover, the absence of proper sewerage systems and the presence of garbage dumping areas were also risk factors for leptospirosis. Lower levels of knowledge and practices regarding leptospirosis prevention may also increase infection risk. This is supported by the findings of Felzemburgh et al. [46], who reported that slum residents had a high chance (>3% per year) of acquiring Leptospira infection, with reinfection being common among slum residents with proximity to open sewers. Another important finding was that the risks of primary and secondary infection fell by 46% and 48%, respectively, with every USD1 rise in the daily per capita family income in this community [46]. Living near rubber tree plantations is associated with an increased risk of leptospirosis. This is due to the high concentration of Leptospira found in rubber tree plantations and natural water bodies [37]. Furthermore, many rat species can be found in rubber tree plantations [37,69]. In addition, a favorable tropical climate with high humidity and warm weather in those plantations provides an appropriate niche for organisms to survive longer in the environment.
Besides soil and water being temporary carriers and environmental reservoirs of pathogenic Leptospira, many animals play an important role in leptospirosis transmission. The animals involved in disease transmission differ across serovars and geographical areas, and exposure risk is influenced by setting, living circumstances, sanitation, activities, and cultural factors. Exposure to rats and livestock is a significant risk factor in various environment settings, from small islands [41], rural [36,40], and urban communities [40,51], and slum areas [45,61] to agricultural areas [48,54]. The magnitude of the risk depends on the local prevalence of leptospiral carriage and the degree and frequency of exposure. For example, Leptospira prevalence in rats varies greatly depending on geographic location, with some studies reporting a prevalence of >80% in Brazil, India, and the Philippines. On the other hand, studies conducted in Madagascar, Tanzania, and the Faroe Islands have reported zero prevalence of Leptospira in rats [70]. A study conducted in a wildlife sanctuary showed that seroprevalence was greater in cattle than in red spiny rats. There was a 62.2% seroprevalence similarity between cattle and red spiny rats [71]. It's conceivable that the leptospires weren't just spread by domestic cattle and rats, but also by other domestic or free-living animals such as several species of carnivores, cetacean, reptilian, and amphibian [72]. Therefore, the spread of Leptospira is significant, as it can potentially infect any animal species and is undoubtedly of high importance for human public health.
Although environmental factors have long been recognized as important in human leptospiral infection, occupational exposure has always been significant in middle- and high-income countries. In middle-income countries such as India, Malaysia, Bhutan, American Samoa, and Tanzania, working outdoors was associated with a higher risk of leptospirosis. People who work outdoors such as farmers [41,50], paddy field workers [50], military [58], and agricultural workers [33,38,39] face more chances of getting leptospirosis infection if they come into contact with water, soil or mud contaminated with urine of infected animals. This exposure can happen through cuts and abrasions on the skin, providing potential entry points for the bacteria [39,49]. Occupational exposures were also important in high-income countries, particularly in Oceania. For example, New Zealand has a relatively high incidence of leptospirosis compared to other developed countries. Due to occupational exposure, men have a 9-fold higher risk than women. Compared to other risky occupations such as hunter, veterinarian, technician, stock truck driver, and lake worker, meat processing and farming industry employees had the highest risk from occupational exposure [73]. The magnitude of risk depends on the duration of exposure, the animal type in the exposure, and the worker’s task and position in the slaughterhouse. In sheep plants, positive seroprevalence is higher among workers at the slaughter board's beginning and decreases along the slaughter line. Urine splashing during stunning and the subsequent contamination of pelts and carcasses are considered sources of infection, which can be challenging to manage when working with carcasses. Besides, exposure to Leptospira from the genitourinary tract organs of the carcass during examination, processing, and evisceration may represent an additional risk of infection [52,57]. Therefore, the vaccination of livestock herds needs to be considered for controlling occupational transmission.
5. Strengths and limitations
This review highlights the importance of the environmental factors associated with leptospirosis transmission. All studies included in this review underwent critical appraisal, and only moderate- to good-quality (score above the average) studies were included. All 32 studies included in this review generally followed the fundamentals of the epidemiological study concept. However, as more than half (62.5%) of the included studies were cross-sectional, our review is subject to the limitation that it may not provide definite information on cause-and-effect relationships. Nevertheless, due to the exclusion criteria of outbreak reports, we believe that the estimation range for risk factors in this review is acceptable, as it was quite harmonized compared to the study design that followed an outbreak that resulted in higher OR [63].
Based on the strict quality appraisal, we excluded the studies that did not mention the type of diagnostic test used. Moreover, the quality score appraisal followed WHO standard laboratory criteria diagnosis and CDC guidelines, ensuring the internal validity of the included studies. Another limitation is that few studies from Europe and North America were included (i.e. only two), rendering the findings not generalizable to these regions. On the other hand, >70% of the included studies were community-based, with appropriate sample size calculation as one of this review's strengths. Lastly, we consider the quality appraisal, which examined the appropriate statistical analysis, a strength of the study. We recommend that future studies clearly define the exposure variable, as most of the studies did not do so.
6. Conclusion
This review shows that the emergence of leptospirosis infection is closely linked to exposure to ecological conditions facilitating transmission. The environmental components related to water, infrastructure, landscape, agriculture, and animal exposure in leptospirosis ecology play an important role in disease transmission. The magnitude of environmental risk factors differs with a geographical region, climate factor, urbanization and population growth, and the country's socioeconomic status. Improvements in sanitation, quality drinking water supply, regular rodent control, and vaccination of livestock and pets are particularly important.
Funding
This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
Ethics declarations
Review and/or approval by an ethics committee was not needed for this study because this study does not involve animal or human participants.
Data availability statement
Data included in article/supp. material/referenced in the article.
CRediT authorship contribution statement
Mazni Baharom: Writing – original draft, Methodology, Formal analysis, Data curation, Conceptualization. Norfazilah Ahmad: Writing – review & editing, Supervision, Conceptualization. Rozita Hod: Writing – review & editing, Validation. Mohd Hasni Ja’afar: Writing – review & editing. Fadly Syah Arsad: Writing – review & editing, Formal analysis. Fredolin Tangang: Writing – review & editing. Rohaida Ismail: Writing – review & editing. Norlen Mohamed: Writing – review & editing. Mohd Firdaus Mohd Radi: Writing – review & editing. Yelmizaitun Osman: Writing – review & editing.
Declaration of competing interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Acknowledgments
This review is a part of research by Ministry of Higher Education under Long-term Research Grant Scheme project 3, grant number LRGS/1/2020/UKM–UKM/01/6/3 which is under the program of LRGS/1/2020/UKM/01/6. We would like to thank the Director General of Health Malaysia for his permission to publish this article.
Footnotes
Supplementary data to this article can be found online at https://doi.org/10.1016/j.heliyon.2023.e23473.
Appendix A. Supplementary data
The following is/are the supplementary data to this article:
References
- 1.World Health, O. World Health Organization; Geneva: 2011. Report of the Second Meeting of the Leptospirosis Burden Epidemiology Reference Group. [Google Scholar]
- 2.Ko A.I., Goarant C., Picardeau M. Leptospira: the dawn of the molecular genetics era for an emerging zoonotic pathogen. Nat. Rev. Microbiol. 2009;7(10):736–747. doi: 10.1038/nrmicro2208. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Johnson R.C. In: Medical Microbiology. Leptospira. fourth ed. B S., editor. University of Texas Medical Branch at Galveston; Galveston (TX): 1996. (Chapter 35) [Google Scholar]
- 4.Costa F., et al. Global morbidity and mortality of leptospirosis: a systematic review. PLoS Neglected Trop. Dis. 2015;9(9) doi: 10.1371/journal.pntd.0003898. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.McBride A.J., et al. Leptospirosis. Curr. Opin. Infect. Dis. 2005;18(5):376–386. doi: 10.1097/01.qco.0000178824.05715.2c. [DOI] [PubMed] [Google Scholar]
- 6.Torgerson P.R., et al. Global burden of leptospirosis: estimated in terms of disability adjusted life years. PLoS Neglected Trop. Dis. 2015;9(10) doi: 10.1371/journal.pntd.0004122. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Lau C.L., et al. Climate change, flooding, urbanisation and leptospirosis: fuelling the fire? Trans. R. Soc. Trop. Med. Hyg. 2010;104(10):631–638. doi: 10.1016/j.trstmh.2010.07.002. [DOI] [PubMed] [Google Scholar]
- 8.United Nations . 2018. 68% of the World Population Projected to Live in Urban Areas by 2050, Says UN.https://www.un.org/development/desa/en/news/population/2018-revision-of-world-urbanization-prospects.html 16 May 2018 10 Disember 2021]; Available from: [Google Scholar]
- 9.Eckstein D., Künzel V., Schäfer L. Bonn; Germany: 2021. Global Climate Risk Index 2021. Who Suffers Most from Extreme Weather Events? Weather-Related Loss Events in 2019 and 2000–2019. [Google Scholar]
- 10.Ullmann L., Langoni H. Interactions between environment, wild animals and human leptospirosis. J. Venom. Anim. Toxins Incl. Trop. Dis. 2010;17:119–129. [Google Scholar]
- 11.Suk J.E., et al. Natural disasters and infectious disease in Europe: a literature review to identify cascading risk pathways. Eur. J. Publ. Health. 2020;30(5):928–935. doi: 10.1093/eurpub/ckz111. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Dhewantara P.W., Riandi M.U., Wahono T. Effect of climate change on the geographical distribution of leptospirosis risk in western Java, Indonesia. IOP Conf. Ser. Earth Environ. Sci. 2022;1089(1) [Google Scholar]
- 13.Trueba G., et al. Cell aggregation: a mechanism of pathogenic Leptospira to survive in fresh water. Int. Microbiol. 2004;7(1):35–40. [PubMed] [Google Scholar]
- 14.Bierque E., et al. A systematic review of Leptospira in water and soil environments. PLoS One. 2020;15(1) doi: 10.1371/journal.pone.0227055. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Daud A.B., et al. Leptospirosis and workplace environmental risk factors among cattle farmers in northeastern Malaysia. Int. J. Occup. Environ. Med. 2018;9(2):88–96. doi: 10.15171/ijoem.2018.1164. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Schønning M.H., et al. Correction to: a case-control study of environmental and occupational risks of leptospirosis in Sri Lanka. EcoHealth. 2019;16(3):544. doi: 10.1007/s10393-019-01455-x. [DOI] [PubMed] [Google Scholar]
- 17.Awosanya E.J., et al. Factors associated with probable cluster of leptospirosis among kennel workers in Abuja, Nigeria. Pan Afr. Med. J. 2013;16:144. doi: 10.11604/pamj.2013.16.144.3529. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Ngugi J.N., et al. Seroprevalence and associated risk factors of leptospirosis in slaughter pigs; a neglected public health risk, western Kenya. BMC Vet. Res. 2019;15(1):403. doi: 10.1186/s12917-019-2159-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Walker M.D. Leptospirosis: the possible risk to those participating in water-based sports and activities. Br. J. Gen. Pract. 2018;68(673):394. doi: 10.3399/bjgp18X698285. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Chen H.W., et al. Leptospirosis seroconversion surveillance among US marines assigned to Japan, 2011–2015. Mil. Med. 2020;185(Suppl 1):624–627. doi: 10.1093/milmed/usz195. [DOI] [PubMed] [Google Scholar]
- 21.Guillois Y., et al. An outbreak of leptospirosis among kayakers in Brittany, North-West France, 2016. Euro Surveill. 2018;23(48) doi: 10.2807/1560-7917.ES.2018.23.48.1700848. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Dhewantara P.W., et al. Spatial distribution of leptospirosis incidence in the upper Yangtze and Pearl River Basin, China: tools to support intervention and elimination. Sci. Total Environ. 2020;725 doi: 10.1016/j.scitotenv.2020.138251. [DOI] [PubMed] [Google Scholar]
- 23.Page M.J., et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. Syst. Rev. 2021;10(1):89. doi: 10.1186/s13643-021-01626-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Munn Z., et al. What kind of systematic review should I conduct? A proposed typology and guidance for systematic reviewers in the medical and health sciences. BMC Med. Res. Methodol. 2018;18(1):5. doi: 10.1186/s12874-017-0468-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Organization W.H. World Health Organization; Malta: 2003. Human Leptospirosis: Guidance for Diagnosis Surveillance and Control. [Google Scholar]
- 26.Centers for Disease Control and Prevention Leptospirosis (Leptospira interrogans) case definition. 2013. https://ndc.services.cdc.gov/case-definitions/leptospirosis-2013/#:∼:text=An%20illness%20characterized%20by%20fever,Symptoms%20may%20be%20biphasic [cited 2021 16 November]; Available from:
- 27.Haake D.A., Galloway R.L. Leptospiral infections in humans. Clin. Microbiol. Newsl. 2021;43(20):173–180. [Google Scholar]
- 28.Madhusudhana M.V., Chandrashekar S.V., Revathy R. An epidemiological investigation of leptospirosis outbreak in Shimoga district of Karnataka, India. Indian J. Pub. Health Res. Develop. 2015;6:106. [Google Scholar]
- 29.Rodriguez-Parra M., et al. Epidemiological patterns of Leptospira interrogans among slaughterhouse workers from the Eastern United States-Mexico border region. Afr. J. Microbiol. Res. 2012;6:1584–1590. [Google Scholar]
- 30.Durfort C., Bourée P., Salmon D. Répartition des secteurs professionnels à risque d’exposition chez les cas de leptospirose diagnostiqués en France entre 2007 et 2017. Arch. Maladies Prof. Environnement. 2020;81(1):3–12. [Google Scholar]
- 31.Cook E.A., et al. Risk factors for leptospirosis seropositivity in slaughterhouse workers in western Kenya. Occup. Environ. Med. 2017;74(5):357–365. doi: 10.1136/oemed-2016-103895. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Meny P., et al. Seroprevalence of leptospirosis in human groups at risk due to environmental, labor or social conditions. Rev. Argent. Microbiol. 2019;51(4):324–333. doi: 10.1016/j.ram.2019.01.005. [DOI] [PubMed] [Google Scholar]
- 33.Narkkul U., et al. Human, animal, water source interactions and leptospirosis in Thailand. Sci. Rep. 2021;11(1):3215. doi: 10.1038/s41598-021-82290-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Vimal Raj R., et al. Changing trend in the seroprevalence and risk factors of human leptospirosis in the South Andaman Island, India. Zoonoses Pub. Health. 2018;65(6):683–689. doi: 10.1111/zph.12478. [DOI] [PubMed] [Google Scholar]
- 35.Sohail M.L., et al. Seroprevalence and risk factor analysis of human leptospirosis in distinct climatic regions of Pakistan. Acta Trop. 2018;181:79–83. doi: 10.1016/j.actatropica.2018.01.021. [DOI] [PubMed] [Google Scholar]
- 36.Desai K.T., et al. A case-control study of epidemiological factors associated with leptospirosis in South Gujarat region. J. Postgrad. Med. 2016;62(4):223–227. doi: 10.4103/0022-3859.188551. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Hinjoy S., et al. Environmental and behavioral risk factors for severe Leptospirosis in Thailand. Trav. Med. Infect. Dis. 2019;4(2) doi: 10.3390/tropicalmed4020079. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Rafizah A.A., et al. Risk factors of leptospirosis among febrile hospital admissions in northeastern Malaysia. Prev. Med. 2013;57(Suppl):S11–S13. doi: 10.1016/j.ypmed.2012.12.017. [DOI] [PubMed] [Google Scholar]
- 39.Kamath R., et al. Studying risk factors associated with human leptospirosis. J. Global Infect. Dis. 2014;6(1):3–9. doi: 10.4103/0974-777X.127941. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Prabhakaran S.G., et al. Risk factors associated with rural and urban epidemics of leptospirosis in Tiruchirappalli District of Tamilnadu, India. J. Publ. Health. 2014;22(4):323–333. [Google Scholar]
- 41.Lau C.L., et al. Human leptospirosis infection in Fiji: an eco-epidemiological approach to identifying risk factors and environmental drivers for transmission. PLoS Neglected Trop. Dis. 2016;10(1) doi: 10.1371/journal.pntd.0004405. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Briskin E.A., et al. Seroprevalence, risk factors, and rodent reservoirs of leptospirosis in an urban community of Puerto Rico, 2015. J. Infect. Dis. 2019;220(9):1489–1497. doi: 10.1093/infdis/jiz339. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Matsushita N., et al. The non-linear and lagged short-term relationship between rainfall and leptospirosis and the intermediate role of floods in the Philippines. PLoS Neglected Trop. Dis. 2018;12(4) doi: 10.1371/journal.pntd.0006331. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Hacker K.P., et al. Influence of rainfall on Leptospira infection and disease in a tropical urban setting, Brazil. Emerg. Infect. Dis. 2020;26(2):311–314. doi: 10.3201/eid2602.190102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Costa F., et al. Influence of household rat infestation on Leptospira transmission in the urban slum environment. PLoS Neglected Trop. Dis. 2014;8(12) doi: 10.1371/journal.pntd.0003338. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Felzemburgh R.D., et al. Prospective study of leptospirosis transmission in an urban slum community: role of poor environment in repeated exposures to the Leptospira agent. PLoS Neglected Trop. Dis. 2014;8(5):e2927. doi: 10.1371/journal.pntd.0002927. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Narayanan R., et al. Paediatric leptospirosis: a population based case-control study from Chennai, India. Indian J. Med. Microbiol. 2016;34(2):228–232. doi: 10.4103/0255-0857.180353. [DOI] [PubMed] [Google Scholar]
- 48.Mohd Ridzuan J., Aziah B.D., Zahiruddin W.M. Work environment-related risk factors for leptospirosis among plantation workers in tropical countries: evidence from Malaysia. Int. J. Occup. Environ. Med. 2016;7(3):156–163. doi: 10.15171/ijoem.2016.699. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Lau C.L., et al. Leptospirosis in American Samoa--estimating and mapping risk using environmental data. PLoS Neglected Trop. Dis. 2012;6(5):e1669. doi: 10.1371/journal.pntd.0001669. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Maze M.J., et al. Risk factors for human acute leptospirosis in northern Tanzania. PLoS Neglected Trop. Dis. 2018;12(6) doi: 10.1371/journal.pntd.0006372. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Brockmann S.O., et al. Risk factors for human Leptospira seropositivity in South Germany. SpringerPlus. 2016;5(1):1796. doi: 10.1186/s40064-016-3483-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Dreyfus A., et al. Sero-prevalence and risk factors for leptospirosis in abattoir workers in New Zealand. Int. J. Environ. Res. Publ. Health. 2014;11(2):1756–1775. doi: 10.3390/ijerph110201756. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Dreyfus A., et al. Leptospira seroprevalence and risk factors in health centre patients in Hoima district, Western Uganda. PLoS Neglected Trop. Dis. 2016;10(8) doi: 10.1371/journal.pntd.0004858. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Hegazy Y., et al. Leptospirosis as a neglected burden at human-cattle interface in Mid-Delta of Egypt. J. Infect. Dev. Ctries. 2021;15(5):704–709. doi: 10.3855/jidc.13231. [DOI] [PubMed] [Google Scholar]
- 55.Sanhueza J.M., et al. Prevalence and risk factors for Leptospira exposure in New Zealand veterinarians. Epidemiol. Infect. 2015;143(10):2116–2125. doi: 10.1017/S0950268815000515. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Lau C.L., et al. Leptospirosis in American Samoa 2010: epidemiology, environmental drivers, and the management of emergence. Am. J. Trop. Med. Hyg. 2012;86(2):309–319. doi: 10.4269/ajtmh.2012.11-0398. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Dreyfus A., et al. Risk factors for new infection with Leptospira in meat workers in New Zealand. Occup. Environ. Med. 2014;72(3):219–225. doi: 10.1136/oemed-2014-102457. [DOI] [PubMed] [Google Scholar]
- 58.Dreyfus A., et al. Exposure to leptospira spp. and associated risk factors in the human, cattle and dog populations in Bhutan. Pathogens. 2021;10(3) doi: 10.3390/pathogens10030308. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Atil A., et al. Occupational determinants of leptospirosis among urban service workers. Int. J. Environ. Res. Publ. Health. 2020;17(2) doi: 10.3390/ijerph17020427. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Barragan V., et al. Critical knowledge gaps in our understanding of environmental cycling and transmission of Leptospira spp. Appl. Environ. Microbiol. 2017;83(19) doi: 10.1128/AEM.01190-17. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Hagan J.E., et al. Spatiotemporal determinants of urban leptospirosis transmission: four-year prospective cohort study of slum residents in Brazil. PLoS Neglected Trop. Dis. 2016;10(1) doi: 10.1371/journal.pntd.0004275. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Casanovas-Massana A., et al. Quantification of Leptospira interrogans survival in soil and water microcosms. Appl. Environ. Microbiol. 2018;84:507–518. doi: 10.1128/AEM.00507-18. AEM. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Mwachui M.A., et al. Environmental and behavioural determinants of leptospirosis transmission: a systematic review. PLoS Neglected Trop. Dis. 2015;9(9) doi: 10.1371/journal.pntd.0003843. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Dhewantara P.W., et al. Climate variability, satellite-derived physical environmental data and human leptospirosis: a retrospective ecological study in China. Environ. Res. 2019;176 doi: 10.1016/j.envres.2019.06.004. [DOI] [PubMed] [Google Scholar]
- 65.IPCC, Summary for Policymakers. Pörtner H.-O., Roberts D.C., Poloczanska E.S., Mintenbeck K., Tignor M., Alegría A., Craig M., Langsdorf S., Löschke S., Möller V., Okem A. In: Climate Change 2022: Impacts, Adaptation, and Vulnerability. Contribution of Working Group II to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Pörtner H.-O., Roberts D.C., Tignor M., Poloczanska E.S., Mintenbeck K., Alegría A., Craig M., Langsdorf S., Löschke S., Möller V., Okem A., Rama B., editors. Cambridge University Press; 2022. [Google Scholar]
- 66.Ehelepola N.D.B., Ariyaratne K., Dissanayake W.P. The correlation between local weather and leptospirosis incidence in Kandy district, Sri Lanka from 2006 to 2015. Glob. Health Action. 2019;12(1) doi: 10.1080/16549716.2018.1553283. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Zitek K., Benes C. Longitudinal epidemiology of leptospirosis in the Czech Republic (1963-2003). Epidemiologie, mikrobiologie, imunologie : casopis Spolecnosti pro epidemiologii a mikrobiologii Ceské lékarské spolecnosti. J.E. Purkyne. 2005;54:21–26. [PubMed] [Google Scholar]
- 68.Gaynor K., et al. Leptospirosis on Oahu: an outbreak associated with flooding of a university campus. Am. J. Trop. Med. Hyg. 2007;76(5):882–885. [PubMed] [Google Scholar]
- 69.Rizwar R. Wealth study of types of rats on natural and made in ecosystems in Bengkulu province. Int. J. Ecophysiol. 2019;1:65–71. [Google Scholar]
- 70.Boey K., Shiokawa K., Rajeev S. Leptospira infection in rats: a literature review of global prevalence and distribution. PLoS Neglected Trop. Dis. 2019;13(8) doi: 10.1371/journal.pntd.0007499. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Yatbantoong N., Chaiyarat R. Factors associated with Leptospirosis in domestic cattle in Salakphra wildlife sanctuary, Thailand. Int. J. Environ. Res. Publ. Health. 2019;16(6):1042. doi: 10.3390/ijerph16061042. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 72.Cilia G., et al. Insight into the epidemiology of Leptospirosis: a review of leptospira isolations from “Unconventional” hosts. Animals (Basel) 2021;11(1):191. doi: 10.3390/ani11010191. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 73.El-Tras W.F., et al. Update on the status of leptospirosis in New Zealand. Acta Trop. 2018;188:161–167. doi: 10.1016/j.actatropica.2018.08.021. [DOI] [PubMed] [Google Scholar]
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