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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="brief-report"><?properties open_access?><front><journal-meta><journal-id journal-id-type="nlm-ta">Emerg Infect Dis</journal-id><journal-id journal-id-type="iso-abbrev">Emerging Infect. Dis</journal-id><journal-id journal-id-type="publisher-id">EID</journal-id><journal-title-group><journal-title>Emerging Infectious Diseases</journal-title></journal-title-group><issn pub-type="ppub">1080-6040</issn><issn pub-type="epub">1080-6059</issn><publisher><publisher-name>Centers for Disease Control and Prevention</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="pmid">31961288</article-id><article-id pub-id-type="pmc">6986844</article-id><article-id pub-id-type="publisher-id">19-0102</article-id><article-id pub-id-type="doi">10.3201/eid2602.190102</article-id><article-categories><subj-group subj-group-type="heading"><subject>Dispatch</subject></subj-group><subj-group subj-group-type="article-type"><subject>Dispatch</subject></subj-group><subj-group subj-group-type="TOC-title"><subject>Influence of Rainfall on <italic>Leptospira</italic> Infection and Disease in a Tropical Urban Setting, Brazil</subject></subj-group></article-categories><title-group><article-title>Influence of Rainfall on <italic>Leptospira</italic> Infection and Disease in a Tropical Urban Setting, Brazil</article-title><alt-title alt-title-type="running-head"><italic>Leptospira</italic> Infection and Disease, Brazil</alt-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Hacker</surname><given-names>Kathryn P.</given-names></name><xref ref-type="fn" rid="FN1"><sup>1</sup></xref></contrib><contrib contrib-type="author"><name><surname>Sacramento</surname><given-names>Gielson A.</given-names></name><xref ref-type="fn" rid="FN1"><sup>1</sup></xref></contrib><contrib contrib-type="author"><name><surname>Cruz</surname><given-names>Jaqueline S.</given-names></name></contrib><contrib contrib-type="author"><name><surname>de Oliveira</surname><given-names>Daiana</given-names></name></contrib><contrib contrib-type="author"><name><surname>Nery</surname><given-names>Nivison</given-names><suffix>Jr.</suffix></name></contrib><contrib contrib-type="author"><name><surname>Lindow</surname><given-names>Janet C.</given-names></name></contrib><contrib contrib-type="author"><name><surname>Carvalho</surname><given-names>Mayara</given-names></name></contrib><contrib contrib-type="author"><name><surname>Hagan</surname><given-names>Jose</given-names></name></contrib><contrib contrib-type="author"><name><surname>Diggle</surname><given-names>Peter J.</given-names></name></contrib><contrib contrib-type="author"><name><surname>Begon</surname><given-names>Mike</given-names></name></contrib><contrib contrib-type="author"><name><surname>Reis</surname><given-names>Mitermayer G.</given-names></name></contrib><contrib contrib-type="author"><name><surname>Wunder</surname><given-names>Elsio A.</given-names><suffix>Jr.</suffix></name></contrib><contrib contrib-type="author"><name><surname>Ko</surname><given-names>Albert I.</given-names></name><xref ref-type="fn" rid="FN1"><sup>1</sup></xref></contrib><contrib contrib-type="author" corresp="yes"><name><surname>Costa</surname><given-names>Federico</given-names></name><xref ref-type="fn" rid="FN1"><sup>1</sup></xref></contrib><aff id="aff1">University of Pennsylvania, Philadelphia, Pennsylvania, USA (K.P. Hacker); </aff><aff id="aff2">Yale University, New Haven, Connecticut, USA (K.P. Hacker, J.C. Lindow, J. Hagan, E.A. Wunder, Jr., A.I. Ko, F. Costa); </aff><aff id="aff3">Funda&#x000e7;&#x000e3;o Oswaldo Cruz, Salvador, Brazil (G.A. Sacramento, J.S. Cruz, D. de Oliveira, N. Nery, Jr., J.C. Lindow, M. Carvalho, J. Hagan, M.G Reis, A.I. Ko, F. Costa); </aff><aff id="aff4">Montana State University Bozeman, Bozeman, Montana, USA (J.C. Lindow); Lancaster University, Lancaster, UK (P.J. Diggle); </aff><aff id="aff5">Johns Hopkins University, Baltimore, Maryland, USA (P.J. Diggle); </aff><aff id="aff6">University of Liverpool, Liverpool, UK (M. Begon); </aff><aff id="aff7">Universidade Federal da Bahia, Salvador (M.G. Reis, F. Costa)</aff></contrib-group><author-notes><corresp id="cor1">Address for correspondence: Federico Costa, Universidade Federal da Bahia, R. Bas&#x000ed;lio da Gama, 316 Canela, Salvador, 40110-040, Bahia, Brazil; email: <email xlink:href="federico.costa@ufba.br">federico.costa@ufba.br</email></corresp></author-notes><pub-date pub-type="ppub"><month>2</month><year>2020</year></pub-date><volume>26</volume><issue>2</issue><fpage>311</fpage><lpage>314</lpage><abstract><p>The incidence of hospitalized leptospirosis patients was positively associated with increased precipitation in Salvador, Brazil. However, <italic>Leptospira</italic> infection risk among a cohort of city residents was inversely associated with rainfall. These findings indicate that, although heavy rainfall may increase severe illness, <italic>Leptospira</italic> exposures can occur year-round.</p></abstract><kwd-group kwd-group-type="author"><title>Keywords: </title><kwd>leptospirosis</kwd><kwd><italic>Leptospira</italic></kwd><kwd>bacteria</kwd><kwd>public health</kwd><kwd>epidemiology</kwd><kwd>urban epidemiology</kwd><kwd>rainfall</kwd><kwd>waterborne infections</kwd><kwd>seasonal infection</kwd><kwd>temporal dynamics</kwd><kwd>slum health</kwd><kwd>zoonoses</kwd><kwd>Brazil</kwd></kwd-group></article-meta></front><body><p>Leptospirosis, a leading zoonotic cause of illness and death (<xref rid="R1" ref-type="bibr"><italic>1</italic></xref>), has emerged as a major health problem due to the global expansion of urban slum communities (<xref rid="R2" ref-type="bibr"><italic>2</italic></xref><italic>&#x02013;</italic><xref rid="R4" ref-type="bibr"><italic>4</italic></xref>). The disease is associated with severe manifestations such as Weil&#x02019;s disease and pulmonary hemorrhage syndrome (<xref rid="R5" ref-type="bibr"><italic>5</italic></xref>), for which case-fatality rates are 10%&#x02013;50% or even higher (<xref rid="R6" ref-type="bibr"><italic>6</italic></xref>). Transmission to slum residents occurs in the peridomiciliary environment, in which exposures to sewers, floodwater, and contaminated soil are risk factors (<xref rid="R3" ref-type="bibr"><italic>3</italic></xref><italic>,</italic><xref rid="R7" ref-type="bibr"><italic>7</italic></xref><italic>,</italic><xref rid="R8" ref-type="bibr"><italic>8</italic></xref>). Extreme weather events may precipitate outbreaks (<xref rid="R3" ref-type="bibr"><italic>3</italic></xref><italic>&#x02013;</italic><xref rid="R6" ref-type="bibr"><italic>6</italic></xref>), as recently experienced during the aftermath of Hurricane Maria in Puerto Rico (<xref rid="R9" ref-type="bibr"><italic>9</italic></xref>). Similarly, seasonal periods of heavy rainfall and flooding are a contributing factor to the risk for urban leptospirosis (<xref rid="R4" ref-type="bibr"><italic>4</italic></xref><italic>,</italic><xref rid="R10" ref-type="bibr"><italic>10</italic></xref>).</p><p>In urban slum settings, contact with rats and <italic>Leptospira</italic>-contaminated water and soil occur year-round (<xref rid="R3" ref-type="bibr"><italic>3</italic></xref>). Prior studies have shown, consistently, positive associations between heavy rainfall and hospitalized leptospirosis case-patients (<xref rid="R4" ref-type="bibr"><italic>4</italic></xref><italic>,</italic><xref rid="R10" ref-type="bibr"><italic>10</italic></xref>). However, this relationship may be affected by differences in case definitions used by diverse surveillance systems. In the few prospective cohort studies available, estimates of severe disease accounted for only a small proportion of the total disease burden (<xref rid="R6" ref-type="bibr"><italic>6</italic></xref>). Thus, little is known about the role of rainfall in overall infection rates. To characterize the seasonal pattern of leptospirosis and <italic>Leptospira</italic> infection in a tropical urban setting and evaluate the influence of meteorological factors on seasonal risk, we conducted a prospective investigation of <italic>Leptospira</italic> infection rates among slum residents while actively surveying for hospitalized leptospirosis case-patients within Salvador, Brazil, during seasonal periods of high and low rainfall.</p><sec sec-type="other1"><title>The Study</title><p>During February 2013&#x02013;April 2015, we identified patients <underline>&#x0003e;</underline>5 years old with suspected leptospirosis at the state infectious disease hospital in Salvador, Brazil (<xref rid="R4" ref-type="bibr"><italic>4</italic></xref><italic>,</italic><xref rid="R5" ref-type="bibr"><italic>5</italic></xref>), and those reported in the public health surveillance database by other hospitals in Salvador. We estimated the probable date of infection as 15 days before the hospital admission date. We evaluated suspected leptospirosis cases according to the WHO case definition standard (<xref rid="R4" ref-type="bibr"><italic>4</italic></xref><italic>,</italic><xref rid="R6" ref-type="bibr"><italic>6</italic></xref><italic>,</italic><xref rid="R11" ref-type="bibr"><italic>11</italic></xref>) using the microscopic agglutination test (MAT), <italic>lipL32</italic> real-time PCR assay (<xref rid="R11" ref-type="bibr"><italic>11</italic></xref>), IgM-ELISA (<xref rid="R6" ref-type="bibr"><italic>6</italic></xref>), or a combination. We defined laboratory-confirmed cases of leptospirosis as those with <underline>&#x0003e;</underline>4-fold rise in MAT titers in paired serum samples, MAT titers <underline>&#x0003e;</underline>1:800 in a single sample, or positive PCR (<xref ref-type="local-data" rid="SD1">Appendix</xref> Tables 1, 2).</p><p>A linear regression model identified that cumulative monthly rainfall (<xref ref-type="fig" rid="F1">Figure 1</xref>, panel A) was significantly associated with the monthly number of hospitalized cases (r<sup>2</sup>&#x000a0;=&#x000a0;0.22, p&#x0003c;0.007) (<xref ref-type="fig" rid="F2">Figure 2</xref>). The highest hospitalized disease incidence occurred during the first period (February&#x02013;September 2013; 3.29 cases/100,000 population; 95% CI 2.67&#x02013;4.01 cases/100,000 population) and decreased across the next periods (<xref rid="T1" ref-type="table">Table 1</xref>; <xref ref-type="fig" rid="F1">Figure 1</xref>, panels B, C).</p><fig id="F1" fig-type="figure" position="float"><label>Figure 1</label><caption><p>Temporal distributions of rainfall, cases of leptospirosis requiring hospitalization, and <italic>Leptospira</italic> infections in Salvador, Brazil, February 2013&#x02013;March 2015. A) Cumulative monthly rainfall. B) Monthly citywide cases of leptospirosis requiring hospitalization, which were reported to the national surveillance system and stratified according to confirmed (black bar), probable (gray bars), and unconfirmed (white bars) case status. Vertical lines represent the dates the 5 serosurveys were performed during the 2-year study. C) Cumulative incidence of citywide cases of leptospirosis requiring hospitalization during 4 biannual follow-up periods for a community-based cohort. D) Cumulative incidence of <italic>Leptospira</italic> infection among a cohort of 861 residents of an urban slum community within Salvador during 4 biannual follow-up periods. Error bars in panels C and D indicate 95% CIs.</p></caption><graphic xlink:href="19-0102-F1"/></fig><fig id="F2" fig-type="figure" position="float"><label>Figure 2</label><caption><p>Correlation between cumulative monthly rainfall and monthly citywide cases of leptospirosis requiring hospitalization.</p></caption><graphic xlink:href="19-0102-F2"/></fig><table-wrap id="T1" position="float"><label>Table 1</label><caption><title>Cumulative rainfall, citywide incidence of leptospirosis requiring hospitalization, and incidence of <italic>Leptospira</italic> infection among a community-based cohort in Salvador, Brazil, 2013&#x02013;2015*</title></caption><table frame="hsides" rules="groups"><col width="130" span="1"/><col width="76" span="1"/><col width="54" span="1"/><col width="85" span="1"/><col width="9" span="1"/><col width="49" span="1"/><col width="77" span="1"/><thead><tr><th rowspan="2" valign="bottom" align="left" scope="col" colspan="1">Follow-up period (dates)*</th><th rowspan="2" valign="bottom" align="center" scope="col" colspan="1">Cumulative rainfall, cm (<underline>+</underline> SD)&#x02020;</th><th valign="bottom" colspan="2" align="center" scope="colgroup" rowspan="1">Hospitalizations/100,000 population&#x02021;<hr/></th><th rowspan="2" valign="bottom" align="left" scope="col" colspan="1"/><th valign="bottom" colspan="2" align="center" scope="colgroup" rowspan="1"><italic>Leptospira</italic> infection in period&#x000a7;<hr/></th></tr><tr><th valign="bottom" colspan="1" align="center" scope="colgroup" rowspan="1">No. cases</th><th valign="bottom" align="center" scope="col" rowspan="1" colspan="1">Incidence (95% CI)</th><th valign="bottom" colspan="1" align="center" scope="colgroup" rowspan="1">No. infected</th><th valign="bottom" align="center" scope="col" rowspan="1" colspan="1">Incidence (95% CI)</th></tr></thead><tbody><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1">1 (2013 Feb 2&#x02013;Sep 10)</td><td valign="top" align="center" rowspan="1" colspan="1">126 (<underline>+</underline> 13)</td><td valign="top" align="center" rowspan="1" colspan="1">88</td><td valign="top" align="center" rowspan="1" colspan="1">3.29 (2.67&#x02013;4.01)</td><td valign="top" align="left" rowspan="1" colspan="1"/><td valign="top" align="center" rowspan="1" colspan="1">44</td><td valign="top" align="center" rowspan="1" colspan="1">5.11 (3.74&#x02013;6.80)</td></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1">2 (2013 Sep 10&#x02013;2014 Mar 14)</td><td valign="top" align="center" rowspan="1" colspan="1">81 (<underline>+</underline> 21)</td><td valign="top" align="center" rowspan="1" colspan="1">46</td><td valign="top" align="center" rowspan="1" colspan="1">1.72 (1.26&#x02013;2.29)</td><td valign="top" align="left" rowspan="1" colspan="1"/><td valign="top" align="center" rowspan="1" colspan="1">74</td><td valign="top" align="center" rowspan="1" colspan="1">8.60 (6.81&#x02013;10.67)</td></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1">3 (2014 Mar 14&#x02013;2014 Aug 8)</td><td valign="top" align="center" rowspan="1" colspan="1">93 (<underline>+</underline> 16)</td><td valign="top" align="center" rowspan="1" colspan="1">40</td><td valign="top" align="center" rowspan="1" colspan="1">1.50 (1.07&#x02013;2.04)</td><td valign="top" align="left" rowspan="1" colspan="1"/><td valign="top" align="center" rowspan="1" colspan="1">18</td><td valign="top" align="center" rowspan="1" colspan="1">2.09 (1.24&#x02013;3.28)</td></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1">4 (2014 Aug 8&#x02013;2015 Mar 3)</td><td valign="top" align="center" rowspan="1" colspan="1">57 (<underline>+</underline> 11)</td><td valign="top" align="center" rowspan="1" colspan="1">23</td><td valign="top" align="center" rowspan="1" colspan="1">0.86 (0.54&#x02013;1.29)</td><td valign="top" align="left" rowspan="1" colspan="1"/><td valign="top" align="center" rowspan="1" colspan="1">42</td><td valign="top" align="center" rowspan="1" colspan="1">4.88 (3.54&#x02013;6.54)</td></tr></tbody></table><table-wrap-foot><p>*We conducted 5 semiannual follow-up surveys for a community-based cohort of 861 residents of a community within Salvador, Brazil. A period was defined as the interval between 2 consecutive surveys.&#x02028;&#x02020;The source of rainfall data is 4 weather stations maintained by the Brazilian Institute for the Environment and Water Resources (Instituto do Meio Ambiente e Recursos Hidrilcos), located 1.6 km from the study site.&#x02028;&#x02021;Cases of hospitalized leptospirosis per 100,000 population in the city of Salvador, Brazil (pop. 2,675,656 in 2010), during the follow-up period.&#x02028;&#x000a7;We performed microscopic agglutination test to evaluate serologic evidence of <italic>Leptospira</italic> infections between 2 consecutive surveys. Cumulative incidence was calculated as the number of infections per 861 cohort subjects multiplied by 100.</p></table-wrap-foot></table-wrap><p>Concurrently, we conducted a prospective cohort study assessing serologic evidence of <italic>Leptospira</italic> infection among urban slum residents of Pau da Lima, northwestern Salvador. We enrolled 2,421 of 3,716 eligible residents, <underline>&#x0003e;</underline>5 years of age and with written informed consent, of whom 821 participated in all serologic surveys performed twice annually during August&#x02013;September (dry season) and February&#x02013;March (rainy season) during 2013&#x02013;2015 (<xref ref-type="fig" rid="F1">Figure 1</xref>, panel A). Using panels with the 2 most common <italic>Leptospira</italic> species in Salvador (<xref rid="R4" ref-type="bibr"><italic>4</italic></xref>), <italic>L. interrogans</italic> serogroup Icterohaemorrhagiae serovar Copenhageni (strain Fiocruz L130) and <italic>L. kirsheri</italic> serogroup Cynopteri serovar Cynopteri (strain 3522C), we defined serologic evidence of <italic>Leptospira</italic> infection by a MAT titer increase from negative to <underline>&#x0003e;</underline>1:50 (seroconversion) or <underline>&#x0003e;</underline>4-fold increase between sequential, paired samples. During the study period, 29% of the infected participants reported fever.</p><p>To assess the association between rainfall and laboratory-confirmed <italic>Leptospira</italic> infection, we calculated the cumulative amount of rainfall that each study participant experienced between sequential samples. We used a generalized estimating equation and incorporated explanatory variables for gender, age, time period, and cumulative rainfall that each participant experienced. In contrast to the hospitalized cases, we found <italic>Leptospira</italic> infection risk in the urban area had an inverse association with cumulative rainfall (0.986 cm, 95% CI 0.977&#x02013;0.995 per cm) (<xref rid="T2" ref-type="table">Table 2</xref>; <xref ref-type="fig" rid="F1">Figure 1</xref>, panel D). We additionally assessed various rainfall metrics, as well as the number of severe rainfall events each participant experienced above the mean rainfall, and the resulting patterns remained consistent. Increasing age and male sex were associated with higher infection risk.</p><table-wrap id="T2" position="float"><label>Table 2</label><caption><title>Association of cumulative rainfall and semiannual follow-up period with risk for <italic>Leptospira</italic> infection, Salvador, Brazil, 2013&#x02013;2015*</title></caption><table frame="hsides" rules="groups"><col width="131" span="1"/><col width="106" span="1"/><thead><tr><th valign="bottom" align="left" scope="col" rowspan="1" colspan="1">Variable</th><th valign="bottom" align="center" scope="col" rowspan="1" colspan="1">Odds ratio (95% CI)</th></tr></thead><tbody><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1">Per year of age</td><td valign="top" align="center" rowspan="1" colspan="1">1.02 (1.02&#x02013;1.03)</td></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1">Male sex</td><td valign="top" align="center" rowspan="1" colspan="1">1.98 (1.48&#x02013;2.64)</td></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1">Cumulative rainfall, cm&#x02020;<hr/></td><td valign="top" align="center" rowspan="1" colspan="1">0.986 (0.977&#x02013;0.995)<hr/></td></tr><tr><td valign="top" align="left" scope="col" rowspan="1" colspan="1">Period</td><td valign="top" align="left" rowspan="1" colspan="1"/></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1"> 1</td><td valign="top" align="center" rowspan="1" colspan="1">Referent</td></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1"> 2</td><td valign="top" align="center" rowspan="1" colspan="1">1.15 (0.63&#x02013;2.10)</td></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1"> 3</td><td valign="top" align="center" rowspan="1" colspan="1">0.30 (0.15&#x02013;0.59)</td></tr><tr><td valign="top" align="left" scope="row" rowspan="1" colspan="1"> 4</td><td valign="top" align="center" rowspan="1" colspan="1">0.44 (0.20&#x02013;0.97)</td></tr></tbody></table><table-wrap-foot><p>*We used Generalized Estimating Equation to evaluate the association of rainfall, follow-up period, and patient age and sex on <italic>Leptospira</italic> infection, as ascertained by serologic evidence, assuming a dependence on the individual level across the 4 repeated measures.&#x02028;&#x02020;Cumulative amount of rainfall experienced by participant between sequential samples.</p></table-wrap-foot></table-wrap></sec><sec sec-type="conclusions"><title>Conclusions</title><p>Leptospirosis is traditionally associated with heavy rainfall and flooding events in Brazil (<xref rid="R5" ref-type="bibr"><italic>5</italic></xref><italic>,</italic><xref rid="R9" ref-type="bibr"><italic>9</italic></xref>) and worldwide (<xref rid="R7" ref-type="bibr"><italic>7</italic></xref><italic>,</italic><xref rid="R10" ref-type="bibr"><italic>10</italic></xref>). Our findings support the association between extreme weather events and clinical leptospirosis. During the study period, the risk of acquiring leptospirosis that required hospitalization was significantly higher in periods with elevated rainfall. However, this finding is in contrast to <italic>Leptospira</italic> infection in nonhospitalized persons.</p><p>Our findings indicate that <italic>Leptospira</italic> infections occur year-round in this urban tropical setting and the cumulative incidence of <italic>Leptospira</italic> infection is high (2%&#x02013;9% per period). This finding differs from patterns that we and others have identified for leptospirosis requiring hospitalization (<xref rid="R2" ref-type="bibr"><italic>2</italic></xref><italic>,</italic><xref rid="R4" ref-type="bibr"><italic>4</italic></xref><italic>,</italic><xref rid="R9" ref-type="bibr"><italic>9</italic></xref><italic>,</italic><xref rid="R12" ref-type="bibr"><italic>12</italic></xref>). Although this study does not specifically assess subclinical symptomatic infection, it provides further evidence that the impact of leptospirosis is underestimated, and physicians should be aware that leptospirosis infection may manifest clinically year-round.</p><p>The patterns of <italic>Leptospira</italic> exposure incidence and infection severe enough to require hospitalization, when taken together, suggest that rainfall may promote exposures of greater inocula, which in turn may increase the risk of developing severe clinical outcomes, such as severe pulmonary hemorrhage syndrome and Weil&#x02019;s disease. For example, heavy rainfall may diffuse <italic>Leptospira</italic> from the soil, resulting in higher concentrations of bacteria in the media to which humans are exposed (sewer water) and so to a higher inoculum dose, thus increasing hospitalized disease incidence and perhaps decreasing the environmental exposure risk in and around households (mud and exposed soil) and decreasing infection risk. However, additional studies are needed to assess the specific contribution of inoculum dose to disease severity.</p><p>The 2-year study period was atypical because rainfall was lower than expected during the rainy seasons (<xref ref-type="fig" rid="F1">Figure 1</xref>, panel A; <xref ref-type="local-data" rid="SD1">Appendix</xref>
<xref ref-type="fig" rid="F1">Figure 1</xref>). Of note, we observed a significant inverse association between cumulative rainfall and the risk for infection during biannual sampling periods. Thus, these trends may not apply to periods with higher amounts of rainfall or extreme climatic events, such as El Ni&#x000f1;o. This study was also limited because we used seroconversion to identify infection and therefore could not determine the precise timing of exposure events; furthermore, we conducted serologic surveys only in a single urban slum community. However, most hospitalized cases occur in similar communities (<xref rid="R4" ref-type="bibr"><italic>4</italic></xref>), and therefore Pau da Lima is likely to be representative. Last, although the surveillance hospitals were able to capture a variety of febrile illnesses, they did not capture mild febrile illness, which may account for a missing proportion of leptospirosis cases.</p><p>Our findings demonstrate that, despite the association of leptospirosis hospitalization with rainfall, <italic>Leptospira</italic> exposure continues year-round. Although we did not evaluate mild subclinical or clinical infections, it is possible that participants experience symptomatic illness that may be unrecognized or misdiagnosed as dengue or other febrile disease (<xref rid="R12" ref-type="bibr"><italic>12</italic></xref><italic>,</italic><xref rid="R13" ref-type="bibr"><italic>13</italic></xref>). Clinicians should be aware that leptospirosis may manifest clinically outside of normal seasonal periods of heavy rainfall. In addition, the differences observed during the time periods independent from rainfall indicate that other unexplained factors may influence the temporal risk for <italic>Leptospira</italic> infection. Identifying these factors will help enhance intervention strategies in urban slum environments.</p></sec><sec sec-type="supplementary-material"><title/><supplementary-material content-type="local-data" id="SD1"><caption><title>Appendix</title><p>Additional information about the influence of rainfall on <italic>Leptospira</italic> infection and disease in a tropical urban setting, Brazil.</p></caption><media mimetype="application" mime-subtype="pdf" xlink:href="19-0102-Techapp-s1.pdf" xlink:type="simple" id="d35e739" position="anchor"/></supplementary-material></sec></body><back><fn-group><fn fn-type="citation"><p><italic>Suggested citation for this article:</italic> Hacker KP, Sacramento GA, Cruz JS, de Oliveira D, Nery N, Jr., Lindow JC, et al. Influence of rainfall on <italic>Leptospira</italic> infection and disease in a tropical urban setting, Brazil. Emerg Infect Dis. 2020 Feb [<italic>date cited</italic>]. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3201/eid2602.190102">https://doi.org/10.3201/eid2602.190102</ext-link></p></fn><fn id="FN1"><label>1</label><p>These authors contributed equally to this article.</p></fn></fn-group><ack><title>Acknowledgments</title><p>We thank the Community Health Council of Pau da Lima and the members of the Pau da Lima community in Salvador, Brazil. We also thank team members from the Urban Health Council of Pau da Lima and Oswaldo Cruz Foundation. </p><p>The study was supported by grants from the Fogarty International Center (R25 TW009338, R01 TW009504) and National Institute of Allergy and Infectious Diseases (F31 AI114245, R01 AI121207) from the National Institutes of Health; the UK Medical Research Council (MR/P0240841); the Wellcome Trust (102330/Z/13/Z); and the Fulbright Foundation.</p></ack><bio id="d35e767"><p>While developing this work, Dr. Hacker was a PhD candidate in the Department of Epidemiology of Microbial Disease at Yale University. She is a postdoctoral fellow at the University of Pennsylvania focusing on risk mapping of zoonotic diseases in complex urban settings in the Department of Biostatistics, Epidemiology, and Informatics. Mr. Sacramento is pursuing a PhD in biotechnology in health and investigative medicine at Fiocruz Brazil. His research interests include the epidemiology of zoonotic disease, transmission dynamics, and environmental dynamics affecting the transmission of disease in urban communities.</p></bio><ref-list><title>References</title><ref id="R1"><label>1. </label><mixed-citation publication-type="journal"><string-name><surname>Costa</surname>
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