Literature DB >> 33832475

Fighting mosquito bite during a crisis: capabilities of Florida mosquito control districts during the COVID-19 pandemic.

Imelda K Moise1, Lola R Ortiz-Whittingham2, Vincent Omachonu3, Marah Clark4, Rui-De Xue5.   

Abstract

BACKGROUND: The stay-at-home orders imposed in early April 2020 due to the COVID-19 pandemic in various states complicated mosquito control activities across the United States (US), and Florida was no exception. Mosquito control programs are the first line of defense against mosquito-borne pathogens. The purpose of this study was to examine the capabilities of Florida mosquito programs to implement key mosquito measures during the COVID-19 pandemic lockdown.
METHODS: Using a self-administered online survey, we examined the capabilities of all Florida mosquito control programs (both state-approved mosquito districts, N = 63; and open programs, N = 27) at a time when the state of Florida was still under heightened awareness of, stay-at-home orders and planning a phase 1 reopening over the COVID-19 pandemic (June to July 2020). The final sample included mosquito control programs structured as the Board of County Commissioners (BOCC) (n = 42), independent tax district (n = 16), municipal (n = 10), and health or emergency department (n = 5). We used descriptive statistics to summarize information about the characteristics of responding programs, their implemented mosquito control and surveillance activities.  wWe used bivariate analysis to compare the characteristics of responding programs and the self-reported mosquito measures.
RESULTS: Of the recruited mosquito control programs, 73 completed the survey (81.1% response rate; 73/90). Of these, 57.5% (n = 42) were Board of County Commissioners (BOCC) mosquito control programs, 21.9% (n = 16) were independent tax district programs, 13.7% (n = 10) were municipal mosquito control programs, and only 6.8% (n = 5) were either health or emergency department mosquito control programs. Except for arbovirus surveillance, most programs either fully or partially performed larval (61.8%) and adult (78.9%) surveillance; most programs conducted species-specific control for Aedes aegypti (85.2%, n = 54), Aedes albopictus (87.3%, n = 55), Culex quinquefasciatus (92.1%, n = 58), and Culex nigripalpus (91.9%, n = 57).
CONCLUSIONS: Findings underscore the importance of ongoing mosquito control activities, and suggest that Florida mosquito control programs are vigilant and have significant capability to handle potential mosquito-borne disease threats, but arbovirus surveillance systems (laboratory testing of mosquito pools and testing of human and nonhuman specimens for arboviruses) are needed during pandemics as well.

Entities:  

Keywords:  Aedes; Arbovirus; Culex; Fight the bite; GIS; Staffing; Survey; United states; Zika

Mesh:

Year:  2021        PMID: 33832475      PMCID: PMC8027982          DOI: 10.1186/s12889-021-10724-w

Source DB:  PubMed          Journal:  BMC Public Health        ISSN: 1471-2458            Impact factor:   4.135


Background

Worldwide, mosquito-borne diseases continue to contribute to the global burden of infectious diseases, and produce epidemics of dengue, malaria, chikungunya, yellow fever and Zika that disturb health security and have wider socioeconomic impacts [1, 2]. Globally, mosquito-borne diseases account for more than 17% of all infectious diseases [3] and cause more than 700,000 deaths per year. In addition, mosquito-borne diseases pose a special challenge to public health practitioners and mosquito control districts [4-6] owing to their complex nature (biological transmission complexity) [7, 8] and potential to produce epidemics, particularly in areas that institutionally struggle to sustain mosquito management [9]. This makes surveillance and control key aspects for preventing mosquito-borne diseases and emerging arboviruses [4]. In Florida, Aedes and Culex continue to be major vector genera [10-12], with the state of Florida having been ground-zero for local transmission of Zika and dengue viruses [13]. The state is also in close proximity to Latin American where viruses such as Zika and dengue viruses are endemic [4, 14]. Therefore, surveillance as a key aspect of effective mosquito control and prevention [2, 15] is particularly important in economically depressed subtropical areas of the United States [1]. Now the stay-at-home orders imposed in early April 2020 in Florida due to the COVID-19 pandemic has complicated mosquito control activities [16], and raised questions about how we should manage mosquito control programs in the wake of pandemics or crises. The Centers for Disease Control and Prevention (CDC) underscore the importance of initiating or continuing the delivery of mosquito control and public health organization services during public health emergencies and responses to natural disasters in order to reduce the risk of mosquito-borne disease [17]. Despite the importance of mosquito control as a basic public health function, the National Association of County and City Health Officials (NACCHO) recently reported COVID-19 impacts on mosquito programs that operate under the auspices of local health departments [18]. This, coupled with major funding and capacity gaps, may put pressure on some already struggling programs, and may exacerbate timely and effective response to (re) emergent arboviral diseases in the future [9]. Therefore, to understand the challenges inherent in implementing mosquito activities during a pandemic, we assessed the capabilities of Florida state-approved mosquito control districts and open programs to carry out mosquito control activities at a time when Florida was still under heightened awareness of, stay-at-home orders and planning a phase 1 reopening over the COVID-19 pandemic. Our findings will shed light on the capabilities of Florida mosquito control programs, the first line of defense against mosquito-borne pathogens. It will also shed light on the challenges experienced by these programs to carry out mosquito control during a pandemic.

Method

Study design

In June 2020, a cross-sectional questionnaire-based internet survey was conducted using an anonymous electronic self-administered survey distributed to all Florida state-approved mosquito districts (n = 63) and open programs (n = 27) for 90 programs. A team from the University of Miami conducted the survey, at a time when the state was in a COVID-19 “full phase 1 re-opening plan” [19], and on a 2–3 month postponement of the arbovirus surveillance program as the state virus laboratory in Tampa was redirected for COVID-19 response.

Survey instrument

The survey instrument was refined from previous similar studies to address the study objectives [9, 20, 21]. The survey was pilot tested with four mosquito districts and distributed using the online survey software Qualtrics. We obtained a list of program contact information from the Florida Department of Agriculture and Consumer Services (FDACS). The questionnaire consisted of 35 questions divided into six sections: mosquito district characteristics (8 questions); staffing levels (4 questions); mosquito program capabilities and challenges (13 questions); program budgets (4 questions); COVID-19 communication (1 question); participant demographics and partnership needs (5 questions). Almost all but 10 questions consisted of closed-ended questions, which allowed respondents the opportunity to provide further detail if the ‘other, please specify’ option was selected from the multiple choices. The closed-ended questions were multiple choice, categorical, dichotomous and Likert-type questions with five-point rating scales.

Study population

We recruited all Florida mosquito control districts (n = 63) and open mosquito programs (n = 27) via email. They comprised of Board of County Commissioners (BOCC) mosquito control programs, independent tax district programs, municipal mosquito control programs, and either health or emergency department mosquito control programs. Representatives of mosquito control districts and open programs were contacted directly and were asked to complete the survey by July 6, 2020 (day survey closed). We sent weekly follow-up reminders during the first 2 weeks in June, and every 3 days during the third and fourth week. Follow-ups consisted of both email and telephone calls. Program respondent anonymity was maintained, and the researchers were blinded by using the web-based survey tool for data collection and collation.

Data analysis

Survey responses were analyzed using IBM SPSS Statistics, version 26.0 [18]. We used descriptive statistics to summarize information about the characteristics and implemented mosquito control and surveillance activities of responding mosquito control districts and programs. Bivariate analysis was used to compare the characteristics of responding mosquito control districts and programs and the self-reported mosquito measures performed. Characteristics of respondents’ mosquito program capabilities such as arbovirus, population, environmental surveillance and routine control of domestic mosquitoes were analyzed using the χ2 test or Fisher’s exact test.

Results

Mosquito district and program characteristics

Of the recruited mosquito programs, 73 of 90 mosquito programs completed the survey (81.1% response rate). Five state-approved programs did not respond to the survey: one was due to the death of the mosquito director; one had the person responsible for mosquito activities reassigned to COVID-19 response, one did not have a person responsible for mosquito activities at the time of the survey and two did not respond. The excluded totaled four programs, including two that indicated not having a mosquito program (Baker and Lafayette Counties), and two with missing information on relevant measures. The final sample was 73 programs (58 state-approved mosquito control districts and 15 open programs) (Fig. 1).
Fig. 1

Map showing the locations of Florida Mosquito Control Districts and open programs that responded to the survey conducted in June 2020 by program type. Source: Map was generated by the first author

Map showing the locations of Florida Mosquito Control Districts and open programs that responded to the survey conducted in June 2020 by program type. Source: Map was generated by the first author Of the responding programs, 57.5% (n = 42) were Board of County Commissioners (BOCC) programs, 21.9% (n = 16) were independent tax districts, 13.7% (n = 10) were municipal programs, and only 6.8% (n = 5) were either health or emergency departments. Nearly all responding programs (97.3%, n = 71 of 73) indicated performing mosquito control activities either fully or partially during the COVID-19 pandemic, and only 7.5% (n = 4 of 53) of programs that responded to the question “to what extent has COVID-19 affected your mosquito activities” reported being highly impacted by COVID-19. Three quarters of respondents (75.0%, n = 51) did not perform arboviral surveillance (send mosquito pools for testing). It seems possible that these results are due to the redirection of the state health laboratory in Tampa to COVID-19 response, and similarities of testing supplies needed for COVID-19 and mosquito pool testing (Table 1).
Table 1

Characteristics of responding mosquito control districts during the COVID-19 pandemic, Florida, USA, June 2020

NumberPercent95% CI
Organizational Structure
 Board of County Commissioners (BOCC)4257.5(46.6–69.9)
 Municipal1013.7(6.8–21.9)
 Independent Tax District1621.9(12.3–31.5)
 Health Department or other department56.8(1.4–13.7)
Program Type
 State-approved program5879.5(69.9–89.0)
 Open programs1520.5(11.0–30.1)
Did you operate during the pandemic?
 Yes, fully open and operating4460.3(49.3–72.6)
 Partially operating with limited activities2737.0(24.7–47.9)
 No, closed operation until further notice22.7(0.0–6.8)
To what extent has COVID-19 affected your mosquito activities?
 High47.5(1.9–15.1)
 Medium1222.6(11.3–34.0)
 Low3769.8(56.6–81.1)
Did you carry out non-chemical control activities?
 Yes3754.4(42.6–67.6)
 No2942.6(30.9–55.9)
 Not sure22.9(0.0–7.4)
Did you conduct pesticide resistance testing?
 Yes, full capacity1116.2(7.4–25.0)
 No, we did not5175.0(64.7–85.3)
 Yes, limited capacity45.9(1.5–11.8)
 Do not have a program or not applicable22.9(0.0–7.4)
Will the pandemic affect your FY2020–2021 budget?
 Yes1217.1(10.0–25.7)
 No2231.4(20.0–42.9)
 Not sure3651.4(38.6–62.9)
Can you hire interns/seasonal workers?
 Yes1625.4(15.9–36.5)
 No4774.6(63.5–84.1)
Are staffing levels inadequate due to furloughs or lockdown?
 Yes812.3(4.6–21.5)
 No5787.7(78.5–95.4)
Did you communicate with state/local public health departments?
 Yes5071.4(60.0–81.4)
 No2028.6(18.6–40.0)

Excluded are four programs with missing data and those that do not have mosquito programs (e.g., Barker and Lafferty County). Health department includes emergency management programs

Characteristics of responding mosquito control districts during the COVID-19 pandemic, Florida, USA, June 2020 Excluded are four programs with missing data and those that do not have mosquito programs (e.g., Barker and Lafferty County). Health department includes emergency management programs

Mosquito program capabilities for arbovirus, population, environmental surveillance

When asked whether the COVID-19 pandemic will affect mosquito control programs’ fiscal year (FY) 2020/2021 budgets, 82.9% (n = 58) indicated, “no” or that they were “not sure” (results not shown). There was also a large variation in the levels of main vector surveillance and control activities performed (Table 2). For example, while most mosquito control programs (both state approved and open programs) did not perform arbovirus surveillance using flocks of sentinel chickens (84.1%, n = 58) or mosquito pooling (83.8%, n = 68), the majority maintained larval and adult surveillance during the initial months of the COVID-19 pandemic (61.8%, n = 68 vs 78.9%, n = 71). More than three-quarters of mosquito control programs (70.8%, n = 65) did not conduct arbovirus surveillance using tidal surveillance, while 35 (49.3%) programs monitored temperature, wind and daylight. Of the responding mosquito programs, 36 (53.7%) used rain gauges for surveillance, p < 0.022. Climatic factors such as temperature, humidity, and rain have been linked to mosquito abundance and transmission [1, 22, 23].
Table 2

Arbovirus surveillance activities conducted during the COVID-19 pandemic, Florida, USA, June 2020

Did you conduct arbovirus surveillance during the COVID-19 pandemic using the following:Yes, full or limited capacityn (%)No, we did not conduct this arbovirus surveillance activity n (%)Fisher’s exact test
P-value
Using flocks of sentinel chickens
 Board of County Commissioners (BOCC) Programs9 (21.4)33 (78.6)0.110
 Other Mosquito Programs2 (7.4)25 (92.6)
Using mosquito pooling
 Board of County Commissioners (BOCC) Programs9 (22.0)32 (78.0)0.102
 Other Mosquito Programs2 (7.4)25 (92.6)
Larval surveillance
 Board of County Commissioners (BOCC) Programs26 (61.9)16 (38.1)0.588
 Other Mosquito Programs16 (61.5)10 (38.5)
Adult surveillance
 Board of County Commissioners (BOCC) Programs36 (85.7)6 (14.3)0.081
 Other Mosquito Programs20 (69.0)9 (31.0)
With rain gauges
 Board of County Commissioners (BOCC) Programs17 (42.5)23 (57.5)0.022
 Other Mosquito Programs19 (70.4)8 (29.6)
Tidal surveillance
 Board of County Commissioners (BOCC) Programs9 (23.1)30 (76.9)0.145
 Other Mosquito Programs10 (38.5)16 (61.5)
Temperature, wind and daylight was monitored
 Board of County Commissioners (BOCC) Programs24 (57.1)18 (42.9)0.088
 Other Mosquito Programs11 (37.9)18 (62.1)

Other mosquito programs includes independent tax district, municipal and health department or other department mosquito programs

Arbovirus surveillance activities conducted during the COVID-19 pandemic, Florida, USA, June 2020 Other mosquito programs includes independent tax district, municipal and health department or other department mosquito programs

Mosquito program capabilities for routine control of domestic mosquitoes

Despite the wide variation in performed mosquito activities, both state-approved and open programs either fully or with limited capacity performed species-specific control activities for Aedes aegypti (85.2%, n = 46), Aedes albopictus (87.3%, n = 55), Culex quinquefasciatus (92.1%, n = 58), and Culex nigripalpus (91.9%, n = 57). In some areas, Aedes aegypti has not been identified hence no control measures for this species were performed (eight BOCC mosquito control programs, one independent tax district and one health department program). Likewise, one independent tax district reported the same for Aedes albopictus and Culex nigripalpus. Except for rain gauge, a Fisher’s exact test of independence showed no statistically significant difference in the proportion of programs that performed mosquito measures by organizational structure (Table 3).
Table 3

Arbovirus control activities conducted during COVID-19 pandemic, Florida, USA, June 2020

Did you engage in routine control of these domestic mosquitoes during the COVID-19 pandemic?Yes, full or limited capacityn (%)No, we did not conduct this arbovirus surveillance activity n (%)Species not identified in the arean (%)χ2P-value
Aedes aegypti
 BOCC Programs28 (71.8)3 (7.7)8 (20.5)3.3730.185
 Other Mosquito Programs18 (72.0)5 (20.0)2 (8.0)
Aedes albopictus
 BOCC Programs34 (89.5)4 (10.5)0 (0.0)1.8890.389
 Other Mosquito Programs21 (80.8)4 (15.4)1 (3.8)
Culex quinquefasciatusa
 BOCC Programs35 (92.1)3 (7.9)0 (0.0)0.666
 Other Mosquito Programs23 (92.0)2 (8.0)0 (0.0)
Culex nigripalpus
 BOCC Programs35 (92.1)3 (7.9)0 (0.0)1.5480.461
 Other Mosquito Programs22 (88.0)2 (8.0)1 (4.0)

BOCC Board of County Commissioners; Other mosquito programs, includes independent tax district, municipal and health department or other department mosquito programs; aFisher’s exact test

Arbovirus control activities conducted during COVID-19 pandemic, Florida, USA, June 2020 BOCC Board of County Commissioners; Other mosquito programs, includes independent tax district, municipal and health department or other department mosquito programs; aFisher’s exact test

Discussion

Our findings suggest that despite the imposed COVID-19 lockdown or stay-at-home orders, the vast majority of responding Florida mosquito districts and open programs did not cease mosquito control operations. Those that remained open were mostly programs operating under the auspice of the Board of County Commissioners (BOCC), municipal and independent tax district. The mandate for these programs is to not only fight pest mosquitoes but also fight species of mosquitoes that have potential to transmit mosquito-borne pathogens [24, 25]. Florida’s mosquito control capabilities during the initial months of the COVID-19 pandemic may be attributed to the very nature of the ongoing mosquito control programs with permanent personnel, including the lessons learned from several prior research projects on mosquitoes and mosquito-borne diseases [26]. The observed lack of arbovirus surveillance for serology and pool testing is of primary concern as it limits the generation of evidence about when programs can anticipate a surge in arbovirus infection and in mosquito control programs’ capability to detect or monitor arbovirus presence for timely control response. To note, in Florida, most arboviral surveillance (serology and pool testing) is conducted at a state laboratory located in Tampa, a laboratory that was redirected to COVID-19 testing at the time of this study. This finding is not unique to Florida. The National Association of County and City Health Officials (NACCHO) reported similar challenges among county and city programs during the lockdown [20]. This is a persistent problem that was also reported by Hadler and his colleagues when they assessed “arbovirus surveillance 13 years after the introduction of WNV in the US” [21]. To prevent nuisance mosquitoes or diseases, there is a need for real time information. For example, if a mosquito is carrying Zika virus, we want to know that today, not in 2 weeks or months from now. The first author’s previous co-authored study identified over 1000 mosquito control agencies in the continental United States; 152 had publicly available open access mosquito datasets, and 148 agencies had live data that can be leveraged with good effect [27]. Notably, despite the observed marked differences in the level of performed mosquito control activities in Florida, most mosquito programs (both state-approved and open programs) performed mosquito control activities either fully or partially for key surveillance activities (Larviciding and adulticiding) during a time when the world was facing great challenges due to the COVID-19 pandemic. The majority of programs also engaged in routine control of domestic mosquitoes such as Aedes species of mosquitoes that can cause Aedes-borne arboviruses like dengue virus (DENV), chikungunya virus (CHIKV), yellow fever virus (YFV), and Zika virus (ZIKV) as well as Culex species of mosquitoes that can cause Culex-arboviruses like SLEV and WNV. In addition, mosquito surveillance is enhanced by the existence of ongoing meteorological, climatological, and water table monitoring [28]. This demonstrates that although Florida mosquito control programs have a long history and experience with the Culex-arbovirus systems, they are also capable of providing mosquito control against Aedes species as evidenced by the quick mitigation of the 2016 ZIKV outbreak [29].

Limitations

The study has some limitations, which primarily stem from its cross-sectional and self-report survey design, a typical limitation of survey studies [30] as it can led to self-report bias. However, when properly structured and implemented as was done in this study, self-reported responses provided valuable information on the views and opinions of mosquito programs regarding their capabilities to implement key mosquito measures to mitigate emergence and/or re-emergence of arboviruses. Moreover, the response rate was high (85.6%). In addition, we did not measure the capabilities of mosquito control programs from the perspective of residents or beneficiaries (e.g., whether the number of mosquitos or bites decreased or increased in Florida). This is an important issue for future research. We are also aware that other factors not directly examined in the study might also be important. For example, many environmental and geographical factors create differential vector densities and levels of human exposure [1, 6, 22, 31], resulting in differentiated surveillance and control needs [4, 9].

Conclusion

Our findings have implications for local and state mosquito programs including national associations as they work towards mitigating the impacts of COVID-19. More importantly, maintaining sustainable systems for arbovirus surveillance for serology and pool testing is vital as it can help define the nature and extent of circulating strains of arboviruses, provide a basis for evaluating the risk of transmission of mosquito-borne diseases, contain a potential mosquito-borne disease outbreak and reduce the cost of responding to emerging vector-borne pathogens. This can also aid in gauging the efficacy of control activities. There is also a need to build the capacity of mosquito control district and program laboratories and for the establishment of viral genomic databases as a reference for current and future research.
  22 in total

1.  Blood feeding and oviposition by Culex nigripalpus (Diptera: Culicidae) before, during, and after a widespread St. Louis encephalitis virus epidemic in Florida.

Authors:  J F Day; G A Curtis
Journal:  J Med Entomol       Date:  1999-03       Impact factor: 2.278

2.  Local Transmission of Zika Virus in Miami-Dade County: The Florida Department of Health Rises to the Challenge.

Authors:  Celeste Philip; Carole G Novick; Lloyd F Novick
Journal:  J Public Health Manag Pract       Date:  2019 May/Jun

3.  Rescuing Troves of Hidden Ecological Data to Tackle Emerging Mosquito-Borne Diseases.

Authors:  Samuel S C Rund; Imelda K Moise; John C Beier; Micaela Elvira Martinez
Journal:  J Am Mosq Control Assoc       Date:  2019-03       Impact factor: 1.000

4.  Assessment of Arbovirus Surveillance 13 Years after Introduction of West Nile Virus, United States.

Authors:  James L Hadler; Dhara Patel; Roger S Nasci; Lyle R Petersen; James M Hughes; Kristy Bradley; Paul Etkind; Lilly Kan; Jeffrey Engel
Journal:  Emerg Infect Dis       Date:  2015-07       Impact factor: 6.883

5.  Meteorological variables and mosquito monitoring are good predictors for infestation trends of Aedes aegypti, the vector of dengue, chikungunya and Zika.

Authors:  Danielle Andreza da Cruz Ferreira; Carolin Marlen Degener; Cecilia de Almeida Marques-Toledo; Maria Mercedes Bendati; Liane Oliveira Fetzer; Camila P Teixeira; Álvaro Eduardo Eiras
Journal:  Parasit Vectors       Date:  2017-02-13       Impact factor: 3.876

6.  Environmental and social-demographic predictors of the southern house mosquito Culex quinquefasciatus in New Orleans, Louisiana.

Authors:  Imelda K Moise; Claudia Riegel; Ephantus J Muturi
Journal:  Parasit Vectors       Date:  2018-04-17       Impact factor: 3.876

7.  Mosquito Control Activities during Local Transmission of Zika Virus, Miami-Dade County, Florida, USA, 2016.

Authors:  Janet C McAllister; Mario Porcelli; Johana M Medina; Mark J Delorey; C Roxanne Connelly; Marvin S Godsey; Nicholas A Panella; Nicole Dzuris; Karen A Boegler; Joan L Kenney; Linda Kothera; Lucrecia Vizcaino; Audrey E Lenhart; John-Paul Mutebi; Chalmers Vasquez
Journal:  Emerg Infect Dis       Date:  2020-05       Impact factor: 6.883

8.  Spatial and temporal habitat segregation of mosquitoes in urban Florida.

Authors:  Paul T Leisnham; Shannon L LaDeau; Steven A Juliano
Journal:  PLoS One       Date:  2014-03-12       Impact factor: 3.240

Review 9.  Research Contributing to Improvements in Controlling Florida's Mosquitoes and Mosquito-borne Diseases.

Authors:  Walter J Tabachnick
Journal:  Insects       Date:  2016-09-28       Impact factor: 2.769

View more
  4 in total

1.  The impact of COVID-19 on service delivery systems: evidence from a survey of United States refugee resettlement agencies.

Authors:  Imelda K Moise; Lola R Ortiz-Whittingham; Vincent Omachonu; Ira M Sheskin; Roshni Patel; Julia Ayumi Schmidt Meguro; Alexia Georgina Lucas; William Bice; Leila Mae Thompson
Journal:  BMC Health Serv Res       Date:  2022-04-22       Impact factor: 2.908

Review 2.  Epidemiology of Mosquito-Borne Viruses in Egypt: A Systematic Review.

Authors:  Yuan Fang; Emad I M Khater; Jing-Bo Xue; Enas H S Ghallab; Yuan-Yuan Li; Tian-Ge Jiang; Shi-Zhu Li
Journal:  Viruses       Date:  2022-07-20       Impact factor: 5.818

3.  Geographic disparities in violent crime during the COVID-19 lockdown in Miami-Dade County, Florida, 2018-2020.

Authors:  Imelda K Moise; Alex R Piquero
Journal:  J Exp Criminol       Date:  2021-06-17

4.  Impact of COVID-19 Mitigation Measures on Mosquito-Borne Diseases in 2020 in Queensland, Australia.

Authors:  Cassie C Jansen; Jonathan M Darbro; Frances A Birrell; Martin A Shivas; Andrew F van den Hurk
Journal:  Viruses       Date:  2021-06-16       Impact factor: 5.048

  4 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.