Bernal León1,2, Silvia Fallas González3, Lisa Miranda Solís4, Manuel Ramírez-Cardoce5, Andres Moreira-Soto6,7, Juan M Cordero-Solórzano1, Sabine Elisabeth Hutter8,9, Rocío González-Barrientos10,11, Charles E Rupprecht12. 1. Biosecurity Laboratory, Servicio Nacional de Salud Animal (SENASA), LANASEVE, Heredia, Costa Rica. 2. Universidad Técnica Nacional (UTN), Quesada, Costa Rica. 3. Paternity Test Laboratory, Caja Costarricense de Seguro Social, Costa Rica. 4. Specialist in Pediatric Pathology, Pathology Service, Children National Hospital, Caja Costarricense de Seguro Social, San José, Costa Rica. 5. Specialist in Infectious Diseases, San Juan de Dios Hospital, Caja Costarricense de Seguro Social, San José, Costa Rica. 6. Research Center for Tropical Diseases (CIET), Virology, Faculty of Microbiology, University of Costa Rica, San José, Costa Rica. 7. Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Institute of Virology, Berlin, Germany. 8. Coordinator of the National Risk Analysis Program, Epidemiology Department, SENASA, Ministry of Agriculture, San José, Costa Rica. 9. Institute of Food Safety, Food Technology and Veterinary Public Health, Department for Farm Animals and Veterinary Public Health University of Veterinary Medicine, Vienna, Austria. 10. Pathology Area Biosecurity Laboratory, Servicio Nacional de Salud Animal (SENASA), LANASEVE, Heredia, Costa Rica. 11. Department of Biomedical Sciences of Anatomic Pathology, Cornell University, Ithaca, NY, USA. 12. LYSSA LLC, Cumming, GA, USA.
Abstract
Rabies is an acute, progressive encephalitis caused by a lyssavirus, with the highest case fatality of any conventional infectious disease. More than 17 different lyssaviruses have been described, but rabies virus is the most widely distributed and important member of the genus. Globally, tens of thousands of human fatalities still occur each year. Although all mammals are susceptible, most human fatalities are caused by the bites of rabid dogs, within lesser developed countries. A global plan envisions the elimination of human rabies cases caused via dogs by the year 2030. The combination of prophylaxis of exposed humans and mass vaccination of dogs is an essential strategy for such success. Regionally, the Americas are well on the way to meet this goal. As one example of achievement, Costa Rica, a small country within Central America, reported the last autochthonous case of human rabies transmitted by a dog at the end of the 1970s. Today, rabies virus transmitted by the common vampire bat, Desmodus rotundus, as well as other wildlife, remains a major concern for humans, livestock, and other animals throughout the region. This review summarizes the historical occurrence of dog rabies and its elimination in Costa Rica, describes the current occurrence of the disease with a particular focus upon affected livestock, discusses the ecology of the vampire bat as the primary reservoir relevant to management, details the clinical characteristics of recent human rabies cases, and provides suggestions for resolution of global challenges posed by this zoonosis within a One Health context.
Rabies is an acute, progressive encephalitis caused by a lyssavirus, with the highest case fatality of any conventional infectious disease. More than 17 different lyssaviruses have been described, but rabies virus is the most widely distributed and important member of the genus. Globally, tens of thousands of human fatalities still occur each year. Although all mammals are susceptible, most human fatalities are caused by the bites of rabid dogs, within lesser developed countries. A global plan envisions the elimination of human rabies cases caused via dogs by the year 2030. The combination of prophylaxis of exposed humans and mass vaccination of dogs is an essential strategy for such success. Regionally, the Americas are well on the way to meet this goal. As one example of achievement, Costa Rica, a small country within Central America, reported the last autochthonous case of human rabies transmitted by a dog at the end of the 1970s. Today, rabies virus transmitted by the common vampire bat, Desmodus rotundus, as well as other wildlife, remains a major concern for humans, livestock, and other animals throughout the region. This review summarizes the historical occurrence of dog rabies and its elimination in Costa Rica, describes the current occurrence of the disease with a particular focus upon affected livestock, discusses the ecology of the vampire bat as the primary reservoir relevant to management, details the clinical characteristics of recent human rabies cases, and provides suggestions for resolution of global challenges posed by this zoonosis within a One Health context.
“If you know the enemy and know yourself, you need not fear the result of a hundred
battles. If you know yourself but not the enemy, for every victory gained, you will
also suffer a defeat. If you know neither the enemy nor yourself, you will succumb
in every battle [1].” As described in
The Art of War: Sun Zi’s Military Methods, to master any enemy
you must achieve considerable internal and external familiarity, a classical adage
relevant to warfare and comparable to disease management, particularly zoonoses
[2]. As a classical zoonosis, rabies is an
acute, progressive encephalitis caused by a lyssavirus, with the highest case
fatality of any infectious disease [3].
Transmission is direct, after animal bites and transdermal inoculation of
virus-laden saliva [4]. Tens of thousands of
human fatalities still occur in the world each year, with the majority caused by the
bites of rabid dogs in developing countries [5]. Unlike zoonoses that involve only a few definitive hosts, all mammals
are susceptible to the rabies virus [6].
Despite being a well-known pathogen for which sensitive and specific diagnostics and
effective vaccines are available, rabies is not a candidate for eradication [7]. Besides prevention in humans by postexposure
prophylaxis (PEP), canine rabies can be eliminated by mass immunization and wildlife
rabies can be controlled by oral vaccination [8]. International organizations (FAO, OIE, and WHO) support the concept
of the worldwide elimination of human rabies caused via dogs by the year 2030 [9]. Within the Americas, the Pan American Health
Organization (PAHO) has been instrumental in working with member countries to
achieve this goal [10,11]. In Costa Rica, a small tropical country in Central America
(ie, approximately 51,000 km2; nearly 5 million inhabitants, bordered by
Nicaragua to the north, Panama to the south, the Pacific Ocean to the west, and the
Caribbean Sea to the east (Figure 1), no
indigenous human rabies cases caused by dogs have been reported since the 1970s,
achieving dog rabies elimination goals decades in advance. However, elimination of
canine rabies does not remove all risk, because of the perpetuation of the disease
among bats. Bats rabies control is still an unresolved puzzle, and to resolve it, we
need to understand how the virus strains are spread in the country. The objectives
of this review are to describe the history of rabies in Costa Rica, the currents
role of bats as rabies hosts, the vampire bat as the primary reservoir host, detail
extant viral variants, reports on recent human cases, and discuss future challenges
in rabies management.
Figure 1
Primitive historical rendering of a map of Costa Rica, relative to other
Central American countries, during the Spanish colonial period.
Cassini, GM. Nuovo atlante geografico universale delineate suelle ultime
osservazioni. Rome, 1798 edition.
This file has been identified as being free of known restrictions under copyright
law, including all related and neighboring rights, provided to Wikimedia Commons
by Geographicus Rare Antique Maps.
https://commons.wikimedia.org/wiki/File:1798_Cassini_Map_of_Florida,_Louisiana,_Cuba,_and_Central_America_-_Geographicus_-_MessicoFlorida-cassini-1798.jpg
History of Rabies
A Brief History of Canine Rabies
Rabies was well recognized and widespread throughout Europe at the height of
global “discovery” during the 15th through 17th centuries.
During the 18th century, rabies was reported in the Americas from
anecdotal colonial reports. Using phylogenetic-dating analyses, it was estimated
that cosmopolitan canine rabies was introduced to the Americas between 1642-1782
[12-14]. The only available reports of dog rabies outbreaks in Costa
Rica were recorded during 1714, 1721, and 1763 [15]. In 1763, acting Governor Joseph Antonio de Oreamuno pointed out
the need to repress dogs, especially from the towns, ordering that they be
hanged. Sentiments were reflected in statements by the Governor, who stated: “…
for how much time has been experienced in this Province for more than two years,
from my command, general Contagion of the Ravia of the Dogs, and that in time
they have bitten some people who have died raging pitifully, without finding any
remedy to free their lives, and that every day with the multitude of Dogs like
this in this city... [16].”Preceding the use of vaccination, measures focused upon the killing of stray
dogs. No further cases of canine rabies were reported for 189 years. Geographic
features of this rather narrow country, hemmed in by oceans on two sides and
marked by volcanic mountain ranges, may have assisted health control at the
borders and limited contact among stray dog populations. A factor for eventual
rabies reappearance might have been the opening of the Inter-American highway in
1956 [15,17]. By comparison, African studies reveal fine connectivity between
disease events by roads from source to sink localities, illustrating a role for
human movement in disease dispersal [18,19]. After reintroduction
in 1956, two children died, one from Liberia, in the north part next to the
border with Nicaragua, and another from Cañas, 51 km away in the Guanacaste
province – both bitten by rabid dogs. In 1958, cases of canine rabies were
reported in two dogs, a cat, and five cattle. By 1959, canine rabies was again
thought to be eliminated. However, in 1960, cases reappeared in La Cruz (near
the Nicaraguan border). This outbreak was controlled only after substantial
measures by the Ministry of Public Health, including dog vaccination and
elimination of stray dogs. Five years later, a new epizootic began in Liberia,
with 24 cases. Over the next two years, rabies presented as a serious outbreak,
encompassing the entire northern and central area of Guanacaste, the most
densely populated area of the province [17]. In 1966, the first case was reported in Puntarenas (a
neighboring province to Guanacaste), and 34 animals died. In 1967, rabies
reached the capital city, San José, and continued to Turrialba and San Isidro de
El General in the southern part of San José province, where 329 animals
succumbed [15]. Concomitantly, a dog
extermination campaign was conducted, and more than 4,000 persons were
vaccinated [15]. While vaccine campaigns
were established for outbreak control, from January to July 1968, 399 animals
died and from November 1967 to September 1970, six children succumbed in the
National Children’s Hospital [15,17]. The vaccine used was probably an avian
embryo vaccine. This vaccine was applied in outbreaks since 1957, producing high
antibody levels and fewer neurological complications in human beings, in
comparison with nervous tissue vaccine (today, all vaccines contain inactivated
virus and are produced in Vero cells) [17]. In response, the Ministry of Public Health, through its Department
of Zoonosis, carried out intensive campaigns, which consisted of three primary
points: free vaccination of domestic dogs; the killing of stray dogs; and
vaccination of exposed people. Other measures included the closing of the
transit of small animals at the border between Panama and Costa Rica and the
establishment of an agreement between Costa Rica and Nicaragua to control the
movement of dogs in the border area [19,20].In 1987, after 17 years without an autochthonous case, two rabid dogs were
imported in Salinas, La Cruz, Guanacaste, at a place near the Nicaraguan border,
and 68 dogs were killed as part of contingency actions. The conclusion that the
case was imported was based on the epidemiological nexus, considering the
proximity to the border with Nicaragua, the absence of cases of rabies in dogs
in Costa Rica for several years, and that the infected dogs were not known to
the inhabitants of the area. With concern over risks posed by importation and
translocation, the Ministry of Health vaccinated 20,000 dogs along the
Nicaraguan border [21]. Thereafter, no
additional cases of canine rabies were reported in the country to date (Table 1).
Table 1
Animals submitted in Costa Rica for rabies diagnosis to the SENASA
laboratory, 1986 to 2020.
Animal
Positive
Negative
Total samples
Percentage Positive
Cattle
193
2,083
2,276
8%
Dogs
4
169
173
2%
Bats
3
79
82
4%
Horses
4
63
67
6%
Non-human primates
0
39
39
0%
Rodents
0
36
36
0%
Cats (including wild felids)
0
29
29
0%
Small ruminants
0
18
18
0%
Raccoons (Procyon lotor)
0
15
15
0%
Coatis (Nasua narica)
0
13
13
0%
Swine
1
3
4
25%
Sloths (Choloepus hoffmani, Bradypus variegatus)
0
7
7
0%
Opossums
1
1
2
50%
Other wildlife
0
10
10
0%
Not specified
6
13
19
32%
Total
212
2,578
2,790
8%
A Shift in the Epidemiological Paradigm from Canine Rabies to Bat Rabies
Control
A Short History of Rabies Transmitted by D. rotundus
Significantly, as human rabies cases caused by dogs over the last two decades
decreased throughout Latin America, an apparent transition occurred as
fatalities became associated with wildlife, especially due to rabies virus
transmitted by the hematophagous vampire bat, Desmodus
rotundus, distributed broadly from Mexico to Argentina [22]. A similar appreciation occurred in
Costa Rica during the 1980s, with large outbreaks among livestock, after the
disruption of canine rabies the decade before [23]. Regardless of the temporal 20th-century recognition
and later apparent epidemiological trend throughout the 21st century,
bat rabies is not a recent phenomenon. Rather, the rabies virus was likely
affecting bats long before colonization. Anthropogenic changes exacerbated
transmission dynamics drastically [24-27].If “bat rabies” preceded the Columbian exchange, historical cases should support
its existence. Multiple records allude to this: in 1514, Spanish colonists
reported that soldiers died after bat bites in Panama; animals and troops were
bitten in 1527 in the Yucatan; and bitten livestock succumbed in 1576 in
Guatemala, 1745 in Ecuador, and 1858 in Trinidad [28]. There are several reasons for the extremely limited
information on this pathogen in the Americas before European arrival and
subsequent introduction of canine rabies. Parts of Mesoamerica were sparsely
populated and only oral histories were the norm. The Maya was the only
pre-Columbian civilization to develop independently a sophisticated writing
system. Mayans wrote numerous folding books (ie, “codices”), but most were
destroyed during attempts to convert the inhabitants to Christianity. Whether
the few surviving fragments actually describe such a disease associated with
bats remains uncertain [29].
Additionally, before Spanish arrival to Central America, there was no common
large-bodied prey. Vampire bat populations were smaller, as would have been
rabies incidence. Only after colonization and livestock introduction would a
veritably unlimited food supply occur, as forests were cleared for grazing,
disrupting ecosystems, and providing exponential growth in bat populations
[28,29]. Finally, livestock deaths on range by vampire bats during the
colonial period were probably few compared to alternate mortality sources, such
as other diseases, trauma, predation, etc., and not necessarily linked to rabies
by these European neo-agricultural settlers, perhaps due in part to different
clinical manifestations of rabies virus variants associated with vampire bats
(ie, usually ascending paralysis) in contrast to dog rabies virus infection (ie,
more aggressive/violent), post-18th century [28]. The relationship between vampire bat bites and rabies
was not established firmly until the first quarter of the 20th
century, in Brazil [28]. Most Latin
American countries corroborated this widely held suspicion over ensuing decades,
such as notification of bovine paralytic rabies in Costa Rica in 1952.
Bats as Lyssavirus Reservoirs
Currently, more than 17 recognized or putative lyssavirus species are described
[30]. Bats are the known or suspected
reservoir for most of these lyssavirus species [4-8,31]. Curiously, rabies
virus perpetuates among bats only in the Americas (in contrast to distinct bat
lyssaviruses in Africa, Australia, and Eurasia), whereas other specific rabies
viruses are maintained among carnivores [14,25].Throughout the Americas, rabies occurs in several bat genera [32]. Within North America, this includes
varied insect-eating bat genera including: Eptesicus, Lasiurus,
Lasionycteris, Myotis, Parastrellus, and Tadarida
[33]. In Latin America, six of nine
families of Neotropical bats contain representatives that have been diagnosed
with rabies virus, implying additional bat species are potential reservoirs.
Nevertheless, current reports of rabies in taxa other than D.
rotundus are relatively few [34]. In Costa Rica, as elsewhere throughout Central America,
D. rotundus is considered the main rabies virus reservoir,
even though other taxa of non-hematophagous bats have been recorded [35,36]. Unlike in North America, documentation of wild carnivores as
important reservoirs has not been described in Costa Rica. Occasionally,
incidents of spillover infection do surface, such as a human case transmitted
apparently by a rabid raccoon in El Salvador in 2001, but many are only isolated
records with high recall bias [22,36]. This is a conundrum, as tropical
countries such as Costa Rica are considered “megadiverse,” with 114 bat species
and over 260 carnivore species [37,38]. While canine rabies, considered as any
virus rabies circulating in dogs, but also any dog-derived rabies variant that
has spilled over and establishes within any wild-carnivore or mammal species
[5], has been eliminated in most
countries, according to PAHO, circulation continues in Bolivia, Guatemala,
Haiti, and the Dominican Republic, while Argentina, Brazil, Cuba, Peru, and
Venezuela report isolated cases that make up 10% of the total [39-41]. Thus, more widespread surveillance (not only in livestock but
also more systematic surveillance in wild mammals) and greater characterization
of rabies viruses is fundamental to zoonosis control, given the major impact
that canine rabies has upon public health, veterinary medicine, and conservation
biology. The high likelihood of unrecognized wildlife reservoirs and the
opportunities for potential host shifts with subsequent emergence in a high
biodiversity country such as Costa Rica is to be expected and warrants further
study [42].
The Influence of Climate on Vampire Bats and Disease Occurrence
As in other zoonoses, rabies virus dynamics are closely related to reservoir
ecology. Host distribution, foraging activities, and social interactions are
central facets to viral transmission and disease dispersal. As with other
heterotherms, climate plays a substantial role in the behavior of D.
rotundus. For example, in southern Brazil, vampire bats live in
smaller roosts without a buffered climate during the warmer, rainy season, but
concentrate into larger caves with a more stable climate in the drier, cooler
season [43]. Since bats migrate to warmer
areas during cooler periods, the temperature is one critical climatic factor in
seasonal behavior. Physiologically for vampire bats, the 10°C minimal winter
isotherm mirrors their distribution [44].Vampire bats are also influenced by humidity, losing mass “…due to high rates of
evaporative water loss, which may explain why vampires normally frequent humid
roosts… [45].” In Costa Rica, vampire
bats had a longer daily foraging period during the dry season and more bats
foraged per day compared to the wet season [46]. The time of attachment to prey was also longer during the dry
season (17 minutes versus 9 minutes), and more bats were attached to a single
prey animal than in the rainy season. A study on the influence of the El Niño
Southern Oscillation (ENSO) in Costa Rica on rabies cases in cattle showed that
outbreak occurrence and size were not directly associated. However, both ENSO
phases and rabies outbreaks showed oscillations of a similar 5-year period.
Outbreak numbers decreased with rainfall, but increased with temperature, as did
cattle mortality. Further efforts are needed to explain mechanisms underlying
this relationship between weather alterations and cattle rabies outbreaks, such
as an influence on vampire bat abundance [47]. Disagreement persists on the seasonality of D.
rotundus births. Earlier publications cite an increase in
pregnancies during the rainy season in Costa Rica [48,49]. Others
suggest vampire bats breed throughout the year in Costa Rica, which seems to be
the case for Central America in general [37,50,51].Diversity of mammalian hosts suggests a high variation and evolution rate among
viral pathogens. A study done with hundreds of rabies virus isolates collected
from bats throughout the Americas revealed that viral evolutionary rates were
labile following historical jumps between bat species and nearly four times
faster in tropical and subtropical bats compared to temperate species. The
association between geography and viral evolution could not be explained by host
metabolism, phylogeny, or variable selection pressures, and instead appeared to
be a consequence of reduced seasonality in bat activity and virus transmission
associated with climate [52].
Antigenic and Molecular Characterization of Rabies Viruses
For agents once thought to be indistinguishable, hybridoma technology and
generation of monoclonal antibodies (mAbs) allowed comparative antigenic
differentiation of viral variants during the late 1970s [53]. Panels of mAbs were used to differentiate laboratory
strains from field isolates obtained from bats, dogs, foxes, raccoons, and other
species worldwide, including Latin America [54-60]. Commonly used panels
employed anti-ribonucleoprotein (anti-RNP) mAbs, specific to viral nucleocapsid
(N) epitopes.From 1987 to 1992, the Centers for Disease Control and Prevention (CDC) and the
Pan American Zoonoses Center (CEPANZO-OPS) analyzed isolates from throughout the
Americas, establishing a panel of eight anti-RNP mAbs for regional
characterization of common rabies viruses [61]. This panel distinguished 11 major variants: dog/mongoose (V1);
dog (V2); D. rotundus (V3, V5 & V11); T.
brasilensis (V4 & V9); Lasiurus cinereus (V6);
Arizona grey fox (V7); and skunk (V8 & V11) [49-51].Over the past 20 years, the use of mAb panels in most Latin American laboratories
allowed delineation of the geographical distribution of antigenic variants
associated with different reservoirs, the discovery of new variants, and
identification of the likely source of infection in human and domestic animal
cases when the history of exposure was not clear or was absent [61-69]. However, as regional introspection increased, panels of more
than 20 mAbs were necessary to distinguish “atypical” variants, equating with an
increased level of laboratory scrutiny and a higher likelihood for error [70]. Gradually accumulating data
demonstrated the need for additional molecular tools, considering that mAbs did
not provide the same type of information nor variant resolution compared to
nucleotide sequencing. Although mAb typing gave a rapid but coarse-grained
insight to potential identity, nucleotide sequencing provided a much better
resolution for antigenic variants [64,71-74]. The use of such
molecular techniques identified synonymous and non-synonymous mutations, as well
as detailed information about evolutionary relationships, temporal and spatial
dynamics, and genetic similarities among isolates [75]. For these reasons, instead of implementing antigenic
typing with mAb, Costa Rica opted to implement the classification of variants
using molecular techniques as of 2013, allowing opportunities to determine how
rabies virus is spread by D. rotundus.Either the inner viral N or the outer glycoprotein (G) gene sequences are used
routinely in molecular studies of rabies viruses because they render consistent
and informative data [75-77]. Given conserved regions, the N gene is
widely used for diagnostics in RT-PCR, molecular epidemiological, and
phylogenetic studies [65,69,78-89]. Such work translates into a considerable amount of available
partial and complete N gene sequences available for diverse comparative studies.
For example, phylogenetic investigations reveal not only how bats rabies virus
spreads into countries, but also by sequencing nuclear and mitochondrial DNA of
D. rotundus, provide insight on the viral spread from
colony to colony, with relevant implications for control [90].
Vampire Bats and the Perpetuation of Rabies Virus
Throughout Mexico to Argentina, Chile, and Uruguay, from arid to humid parts of
the tropics and subtropics, the common vampire bat, D. rotundus
(grouped taxonomically within the Phyllostomidae, a highly
diverse family that includes neotropical taxa that feed upon arthropods, small
vertebrates, fruit, nectar, and pollen and includes two other species of
blood-feeding bats), has a major economic impact upon the livestock industry
[91]. Some of this burden is
attributed to deaths from rabies virus transmission during obligate feeding and
generating enormous production losses. Preferred prey is livestock (ie, cattle,
small ruminants, horses, pigs, etc.) but they will feed on other animals
(including birds and reptiles) and humans [91,92-100]. Vampire bats
will die of starvation if unsuccessful in procuring a blood meal for
approximately three consecutive nights, which keeps bats actively searching for
prey to meet costly energetic needs associated with flight and reproduction
[44]. In cattle-raising areas,
vampire bat populations are almost twice the expected number in an untouched
natural ecosystem [101].Vampire bats are restricted to warm climates, found from 0 to 2400 meters of
altitude [91]. There are no recent
reports of D. rotundus on Baja California (Mexico) or in the
Caribbean, except on three islands located close to the mainland: Trinidad and
Tobago and Margarita [89,102,103]. These bats do not hibernate or estivate and live in social
groups from 20 to 100 individuals, although larger colonies have been reported.
Typical roosts include caves and hollow trees. In addition to their natural
diurnal roost, they can be found in fabricated structures such as bridges,
tunnels, or wells. Besides regular intraspecific transmission through bites or
even the blood-sharing process, on which bats share their meal with others,
opportunities for spillover infection to other bat species may occur, as they
are known to roost with approximately 45 other bat species [91]. In Costa Rica, D.
rotundus may share roosts with bats belonging to several genera of
insect, nectar, and fruit-eating bats, including Micronycteris,
Glossophaga, Carollia, Sturnira, Saccopteryx, and Artibeus
[49].Contrasting to the period of canine rabies before the 1980s, nowadays most rabies
cases are diagnosed among livestock, perpetrated by infected vampire bats [23]. To control rabies transmitted by bats,
there is a need for molecular characterization of bat-associated viruses, to
assess which other bat species could be important hosts.Since 1985, more than 80 outbreaks have been registered, with more than 800 head
of rabid livestock (Figure 2). Rabies is
enzootic, as shown through the distribution by regional outbreaks, from 1985 to
2019 (Figure 3). Cattle outbreaks are
defined operationally as: “A laboratory-confirmed event of bovine rabies, in
which one or more cattle were infected and died within a 5 km radius and/or
within 6 months from the result date of the first laboratory-confirmed case
[23].” The foraging behavior of
D. rotundus depends on food availability, normally
restricted to a radius of approximately 5-8 km around their diurnal roost [104]. In support of this observation, a
study conducted in Costa Rica in 1968 found that vampire bats can locate their
original roost from as far away as 16km, but not 29 km [46]. Based on these data, we hypothesized that all cases in
Costa Rica from the same region should be related genetically. Using the
available surveillance data, comprising 31 rabies virus N gene sequences from
2004 until 2015, we constructed a phylogenetic analysis (Figure 4). Of the 31 sequences, 30 correspond to the
D. rotundus variant, 29 were isolated in cattle, one was
from a child (LSE0304-14), and one was associated with T.
brasiliensis (LSE0582-14), detected in a bovine host [23]. The phylogenetic tree can be divided
into three clusters (Figure 4). The time of
the most recent common ancestor (TMRCA) of cluster 1 was 1994. This set was
composed of two related viral sequences, one from the Brunca region collected in
February 2006, and the other from the Huetar Norte Region 1 year later. These
outbreaks were about 151.5 km apart. The same observation pertained to other
clusters (Figure 4). The location diffusion
rate of the rabies viruses associated with these sequences was approximately
11.7 km/year, in concordance with the vampire bat movement data. The 95% Highest
Posterior Density (HPD) Interval (5.1-18.6 km/year) also corresponded with the
expected range of the bat from the roost to the food source. Additional
information on the methodology can be found in Box 1.
Figure 2
Animal rabies outbreaks in Costa Rica. The number of animal rabies
outbreaks registered throughout Costa Rica, from 1985 to October 2020. Ha=Human adult, Hb=human boy, and Hg=human girl
Figure 3
Cases of rabies in cattle. The distribution of rabies virus
outbreaks in livestock, from 1985 to 2019, is displayed by Costa Rican
regions.
Figure 4
Phylogeography of rabies viruses in Costa Rica. A complete N gene
sequence tree of 31 isolates, with 100 million generations, sampled every 10,000
steps with a burn-in of 10% generations, was built using BEAST, (shown on the
right and the regional distribution of the samples used in the phylogeographic
tree is presented on the left). In the tree, posterior values are indicated on
the nodes, and the terminal branches are colored according to the sample
collection region, while the color of the internal branches represents the
inferred origin (ie, region) of their parental nodes. The tips show the sequence
name, including the year and month when the sample was collected.
How are two similar viral sequences, phylogenetically linked, obtained from
outbreaks a year apart, but separated by more than 150 km, if an infected host
flies on average only less than 29 km? A study done in Brazil demonstrated that
D. rotundus establishes a complex society formed by a harem
(mostly by females and pups), bachelors (young males), and overnight roosts
(used as a temporary resting stop during foraging and digestion). The harem and
overnight roosts were more associated with rabies virus outbreaks in livestock
[105]. Vampire bats are sexually
mature at 9 months and gestation lasts approximately 205-214 days. One new bat
generation occurs around every 16 months. Upon sexual maturity, individuals
leave natal colonies, forming new settlements approximately 20 km away. After a
decade and approximately seven generations, one bat with a progenitor virus
could be responsible figuratively for infection to a conspecific over an expanse
of 150 km. Besides the spatio-temporal influence of reproduction and
demographics, differential transmission by sex is also operative, with male bats
responsible primarily for spread to females [90], and females to the offspring. Since juveniles rarely groom
adults, they are less affected by culling by anticoagulant paste [105]. These juveniles set up new colonies,
spreading rabies virus from one colony to a new one. Phylogenetically, Clade 1
is represented by two sequences, with the oldest MRCA (Figure 4). No similar sequences are in this cluster
(at least not recently), despite the lack of geographical restriction (Figure 4). Notwithstanding surveillance bias,
this begs the question if the individual represented by the case 1162-07 died
before viral transmission to a new generation, triggering a putative local viral
extinction explaining the absence of rabies cases since 2008. Unfortunately, not
only do viral lineages go extinct, but reintroduction occurs routinely within
Costa Rica, and probably elsewhere in Central America [106]. This flow of new viral variants must be considered
to effectively reduce the number of rabies cases (or even to think about
eliminating rabies virus in the Central American region).To infer the MRCA of 31 Costa Rican isolates, 414 rabies virus sequences in
GenBank from 19 bat species in northern and southern countries were introduced
to the analyses. The MRCA of the T. brasiliensis, Costa Rica
sequence was 101 years (ie, 1914), with a 100% probability that the ancestor
originated from Mexico (Figure 5). This
observation suggested that not only D. rotundus rabies virus
reintroductions arise from other countries, but also from other bat species such
as T. brasiliensis which unlike D. rotundus is
a migratory species. A previous study detailed that the MRCA for all bat rabies
virus lineages harkens back to approximately 1585 (95% HPD: 1493–1663) [107]. The MRCA of the D.
rotundus Costa Rica sequences was 1930. The likely country source
of such an ancestor was unknown. The MRCA between the D.
rotundus source sequences and the T. brasiliensis,
bat source sequences was 1888, with a probability of 86% that this ancestor was
a T. brasiliensis bat. In another study, the date of the
potential viral shift between these two bat species was 1837 (range 1656–1892),
in agreement with Costa Rican estimations [108]. However, based upon other comparative data, adaptations of
rabies viruses associated with nascent infections of species such as T.
brasiliensis and D. rotundus was not a recent
evolutionary event, but a relatively lengthy, pre-colonial process [109], suggesting more sequences are
required to reach further phylogenetic conclusions.
Figure 5
The most recent common ancestor (MRCA) of rabies virus isolates from Costa
Rica. Thirty-one isolates from Costa Rica identify as CR, were
compared to 414 nucleotide sequences of bat rabies viruses throughout the
Americas. The tips show the rabies country source abbreviations (Argentina, ARG;
Brazil, BR; Chile, CH; Colombia, CO; Costa Rica, CR; El Salvador, ES; Guatemala,
GUA; Guyana, GUY; Mexico, Mx; Peru, PE, Uruguay, UR; United States, USA) while
the abbreviations in the legend and the branch color represent the virus
variants, (Artibeus lituratus (Al), Antrozous
pallidus (Ap), Desmodus rotundus (Dr),
Eptesicus fuscus (Ef), Lasiurus borealis
(Lb), Lasiurus blossevillii (Lbl), Lasiurus
cinereus (Lc), Lasiurus intermedius (Li),
Lasionycteris noctivagans (Ln), Lasiurus seminolus
(Ls), Lasiurus xanthinus (Lx), Myotis
austroriparious (Ma), Myotis californicus
(Mc), Myotis evotis (Ml), Myotis
yumanensis (My), Nycticeius humeralis (Nh),
Parastrellus hesperus (Ph), Perimyotis
subflavus (Ps), and Tadarida brasiliensis (Tb),
the node number depicts the probability of the MRCA host, the time scale is
shown.
Challenges Posed by Recent Human Rabies Cases
With canine rabies controlled, human cases are now uncommon in Costa Rica [110]. Nevertheless, any cases are
considered public health failures and illustrate challenges posed in regard to
surveillance, detection, characterization, and response. Bites from bats are
more subtle than from dogs. Often, people may not realize they were bitten by
bats while sleeping. In other cases, people believe that only D.
rotundus can transmit rabies virus and may overlook the minor
lesions caused by other bats. As an example, below are the histories of the last
three cases of human rabies in Costa Rica. The common denominator is ignorance
about rabies in bats.In May 2014, a child was evaluated at a local medical facility in Ciudad Neily
and transferred to a regional hospital with a history of fever, malaise,
myalgia, and vomiting. The differential diagnoses were Dengue and Chikungunya.
Cerebrospinal fluid (CSF) analysis ruled out meningitis. Regardless, antibiotics
were begun but symptoms persisted. The child was referred to the National
Children’s Hospital when symptoms became more severe, including mental status
fluctuations with alternating excitement and depression, aggressive behavior,
tachycardia, and hypertension. Symptoms progressed to neurological impairment
and apnea that required intubation. Second CSF analysis showed a slight increase
in leucocytes but was negative for Enterovirus and Herpes Virus by PCR. The
child declined to dysautonomia, characterized by tachycardia, bradycardia,
hyper/hypotension, and sialorrhea. A CT and MRI were performed, without specific
findings, and an EEG showed no relevant alterations. Upon questioning, the
mother recalled that the child and his dog were bitten by a squirrel (ie,
anecdotal data without actual species data corroboration) 3 months earlier.
Other exposures were not reported. With suspicion of rabies, urine, saliva, CSF,
and a skin biopsy were sent to the SENASA LANASEVE laboratory. Only the saliva
tested positive for rabies virus nucleic acid by RT-PCR. The patient died 2
weeks after hospitalization. Brain samples were submitted to the LANASEVE
laboratory. The case (ie, Case 1) was confirmed as rabies by an
immunochromatographic test strip (ICTS), direct immunofluorescence test (DFT),
RT-PCR, and the mouse inoculation test (MIT). The variant was characterized as
associated with rabies viruses maintained in vampire bats (96.2% of identity
with sample AB201819.1).A second human case (ie, Case 2) was diagnosed at the National Children’s
Hospital in August 2014. This involved an 11-year-old Nicaraguan girl who
entered the country in January 2014. At the time of hospitalization, her mother
reported that after minor trauma sustained while playing, the girl showed
paresis and hypoesthesia of her lower left limb, later affecting the other limb,
impairing the ability to walk. In less than a week, she could not move her lower
limbs and complained of fever. She was evaluated in the emergency department,
where she was described as having paralysis from the neck down, with diminished
sensitivity. She was admitted to the intensive care unit (ICU), where she was
conscious and stable. Two days after admittance, she deteriorated rapidly, with
loss of consciousness and sialorrhea, requiring intubation. After an
epidemiological investigation, the mother reported that the patient was bitten
by an opossum (ie, anecdotal data without actual species data corroboration) on
her foot in August 2013, while living in Nicaragua. No other exposures were
recalled. Under suspicion of rabies, urine, saliva, CSF, and skin biopsy samples
were sent to the LANASEVE laboratory. Only the CSF sample tested positive for
rabies virus nucleic acid by RT-PCR. The patient died 2 days after the onset of
symptoms. Brain samples were submitted to the LANASEVE laboratory, and all
samples were positive by ICTS, DFT, RT-PCR, and MIT. The variant was
characterized as associated with a canine rabies virus origin, by nucleotide
sequencing (98.2% of identity with sample HQ450386).The most recent case (ie, Case 3) was a 43-year-old male biologist and
high-school teacher who was bitten by an insectivorous bat on August 15th, 2018
but did not receive PEP. Two months later, on October 14th, he showed pain,
hyperesthesia, and paresis of his upper left arm and hand. A week later, the
patient complained of fever, malaise, loss of appetite, nausea, and vomiting,
and fluctuations in mental status with paresis affecting the lower limbs,
impairing his ability to walk. He was evaluated in a hospital emergency
department, where he was described as anxious, irritable, and confused, with
mild sialorrhea, urine retention, and paralysis from the neck down, with
diminished sensitivity. He showed hemodynamic instability and neurological
impairment requiring intubation and was admitted to the ICU. The differential
diagnoses were Guillain-Barre Syndrome and acute meningitis. With a suspicion of
rabies, samples of urine, saliva, CSF, and a neck skin biopsy were sent to the
LANASEVE laboratory. The CSF analysis ruled out meningitis and samples were
negative for pathogens included in the FilmArray® Meningitis/Encephalitis Panel.
A CT was performed without specific findings. Only the skin biopsy samples
tested positive for rabies virus nucleic acid by RT-PCR. The patient died on
November 14th, a month after the illness. Postmortem, the positive RT-PCR
product was sequenced, with 93.5% identity to variants associated with the big
brown bat, Eptesicus fuscus (compared to sample AY170404 from
E. fuscus).These cases represent challenges posed by a rarely diagnosed human zoonosis
within the realm of the enzootic perpetuation of rabies viruses. For Case 1, the
exposure was reported to be by a “squirrel,” but the variant was associated with
vampire bats. Whether this was a misidentification or an instance of spillover
infection is unknown, as rabies is not commonly diagnosed among rodents and
human cases after rodent exposures have not been documented [111]. Case 2 illustrates the omnipresent
dangers of canine rabies and until global elimination has been verified,
translocation opportunities remain, even in highly developed countries, such as
the US [112]. As with Case 1, whether
the history of “opossum” exposure was the actual source of the infection (from
spillover by a rabid dog, cat, etc.) or an unrecognized canine exposure could
not be ascertained, given that no human cases have ever been attributed to a
marsupial, further complicated by recall bias and incubation periods that may
vary from months to years [113]. Case 3
exemplifies the threat posed by bat rabies, particularly in regions where
vampire rabies predominates and the risk by even relatively minor exposures to
non-hematophagous species may be grossly underappreciated [114]. Moreover, every suspect human rabies case requires a
thorough public health investigation, but epidemiological implications of
isolated transmission from a bat are quite different from the identification of
canine rabies if indicative of an otherwise “silent” community event and
potentially broader local circulation.
Future Recommendations
Rabies Management
While human PEP, mass parenteral immunization of dogs, and oral wildlife
vaccination are highly effective for zoonosis control, a diversity of hosts
perpetuates rabies throughout the world [8]. In contrast, within Costa Rica, most detected cases occur in
livestock. Likely, cases in other species may go undetected, as found in other
parts of Latin America [115]. Reasons
are many, including low levels of disease awareness and non-specific clinical
manifestations [107]. Enhanced and
passive surveillance data coupled with viral characterization are valuable
sources of information for risk analyses, targeted education, and focused public
health activities [116,117].In general, animal rabies detection, prevention, and control techniques have
improved over the past 20 years, particularly related to modern diagnostics and
biologics [8]. Unfortunately, most of this
progress is targeted to human and domestic animal health, rather than wildlife,
such as bats. Although bats should be humanely excluded from human dwellings
rather than killed, unfortunately culling and non-specific destruction of
roosting sites of bats after an outbreak in domestic animals is still widely
practiced in Latin America. Even the use of anti-coagulants specifically applied
to vampire bats has downstream concerns [47,91]. Increasing evidence
indicates that this practice is counterproductive and should be discontinued
[107,118]. Non-specific destruction of roosting sites is a
highly disruptive approach that impacts other non-hematophagous taxa of bats
that roost together. These species act as seed dispensers, insect predators, and
forest pollinators, performing critical ecological services [119].Independent of rabies, economic losses generated by vampire bats, such as anemia,
reduced milk production and myiasis (ie, “fly strike”) in bite lesions must be
considered before abandoning all vampire bat control [47,91]. Otherwise,
farmers will not support alternatives [118]. One novel suggestion takes advantage of the grooming behavior
of vampire bats, substituting anticoagulant paste by application of an oral
vaccine [120-124]. Future research may lead to the development of
these, and dual contraceptive or transmissible biologics for vampire bat control
[125,126]. No such vaccines are available commercially at this
moment.Despite such useful public health and veterinary measures, animal cases continue
to escalate – attributable to both ecological and social changes. In response,
all domestic animals at risk, especially dogs and cats, should be vaccinated.
The lack of awareness of the public towards rabies continues, in regard to
avoiding exposures, thorough risk assessments, and timely PEP. Proper
professional and public education, training, and preexposure vaccination of
persons at risk should be improved [8].In retrospect, several significant events have occurred in the successful history
of rabies management in Costa Rica (Table
2). Building on this progress, over the next 4 years (2020-2024) a
regional study will occur among the International Regional Organization of
Agricultural Health (OIRSA) countries in cooperation with The University of
Glasgow (Glasgow, Scotland), to characterize rabies virus variants, delineate
enzootic cycles, and establish potential dispersal patterns among countries.
With such information, we anticipate identifying new variants, predict foci of
future outbreaks in livestock and humans, identify localities where rabies
vaccination programs could be more effective, and eventually conduct novel
interventions against D. rotundus, such as the use of oral
vaccination.
Table 2
Highlights of rabies occurrence, prevention, and control in Costa
Rica.
PERIOD
EVENT
Pre-colonial
Cultural, historical, and genetic evidence of bat rabies existence
Colonial period
Introduction of domestic animals as reservoirs and hosts, including dogs
and livestock
18th century
First report of rabies in dogs
1952
Notification of bovine paralytic rabies
1956-1970
Periodic canine rabies outbreaks
1983
Initiation of Seller’s staining for the detection of Negri bodies in CNS
tissues
1985
Establishment of a national animal rabies surveillance and control
program, following a large outbreak with 139 cattle deaths
1987
Last imported rabies cases in dogs
1993
Use of the direct fluorescent antibody test for rabies diagnosis
1994
Massive dog vaccination along Costa Rican and Nicaraguan border
2001
Transmission of vampire bat rabies virus via a cat to a 62-year-old
caregiver and a 9-year-old child
2002
Large outbreak with at least 194 confirmed cattle deaths
2008
Apparent decade-long vampire bat rabies virus lineage disappearance
along the entire Caribbean coast, reflective of colonization and
extinction events
2013
Addition of molecular techniques to laboratory diagnosis and typing
2014
Case of spillover infection of a vampire bat rabies virus variant to a
dog and a 9-year-old child
2014
Imported human case from Nicaragua with a canine rabies virus
variant
2014
First confirmation of a bovine with a Tadarida
brasiliensis rabies virus variant in Costa Rica
2018
Human rabies infection by an insectivorous bat variant, E.
fuscus
Conclusions – What Do We Suggest?
As exemplified by Costa Rica and several other countries in the Americas, canine
rabies can be prevented, controlled, and selectively eliminated by mass immunization
[127]. Yet, threats for re-introduction
remain [128-130]. To avoid canine rabies virus reintroduction, several measures are
proposed:Sterilization and vaccination campaigns in stray dogs and with owners:
Modify the URBAN FAUNA CONTROL AND ZOONOSIS PREVENTION LAW draft. File No. 19,837.
This project stated that: it would be the responsibility of the municipalities to
conduct a survey to determine the possession of pets per household (dogs and cats)
that would be done when the different taxes or municipal procedures are paid. This
information will allow an estimation of the number of pets that require
sterilization, which will be free and annual, systematic in all districts of each
municipality for dogs and cats between 5 and 6 months of age. In addition, rabies
vaccination will be done at cost and subsidized for those families that cannot
afford the vaccine. Also, there will be a follow-up of the rabies vaccination in
these animals. Fines will be charged to those citizens who do not comply with the
provision.Enhanced surveillance of wildlife: SENASA, in coordination with National
Parks, rescue centers, and wildlife refuges should receive samples of animals with
suspect clinical signs for rabies testing. In the case of positive samples, oral
vaccination of free-ranging carnivores may be a consideration in disease management
[131-133]. A domestic animal control program close to national parks is
envisioned. A rabies control program should focus on limiting the contact of
domestic animal species with wildlife. Within this program, stray animals will be
brought to shelters, to help maintain the canine rabies-free status. The elimination
of canine rabies saves human and animal lives and brings significant health economic
advantages and the epidemiological luxury for laboratory-based surveillance to
detect wildlife rabies [8,41,134,135].
Bats and Wildlife Measures
The vaccination of livestock in rural areas with frequent rabies outbreaks would
reduce economic losses to farmers, and could reduce human exposure, which occurs
through the manipulation of infected animals.As such, to achieve a meaningful reduction of bovine rabies, all herds within
endemic or high-risk regions should be vaccinated, requiring an enormous
economic effort by stakeholders. Nevertheless, such a measure does not guarantee
that spillover to wildlife does not occur. Management should be directed to
D. rotundus populations while avoiding adverse events in
other bat species. Recent studies with bioluminescent paste (ie, to mimic a
vaccine) are an attempt to determine the potential utility of transfer among the
D. rotundus colony members, as well as between other
non-hematophagous bats, when sharing the same roost. The dual need to reduce
populations of D. rotundus and to vaccinate this reservoir to
decrease the spread of rabies is a complicated need. In addition, controlling
the excess abundance of food sources to the vampire bats, which is driving the
disruption of the population, might in the long run, lower vampire bat
population numbers. This might be attained by costly measures such as stabled
livestock and requires again enormous effort by public stakeholders. However,
such measures should be taken in all endemic countries for a comprehensive
approach. Moreover, besides vampire bat rabies, non-hematophagous taxa, such as
the migratory insectivorous bat T. brasiliensis, can be also
infected and require further investigation. Beyond intra-specific perpetuation,
bat rabies virus spill-over infection can occur to carnivores, such as coatis,
coyotes, foxes, and skunks, as has been reported in Mexico. Such lack of
information on rabies in carnivores requires attention by the authorities to
assess if other control measures, such as oral vaccination, should be considered
in the country [136,137].
Prevention of Human Cases
At a minimum, public education should be implemented to avoid exposures, seek
pertinent PEP, and apply appropriate domestic animal vaccination, which will
remain relevant throughout this hemisphere and beyond [8].Also, people with occupational risk of exposure to animals (eg, veterinarians,
biologists, etc.) should be vaccinated against rabies. Considering that not only
D. rotundus transmit rabies virus in Costa Rica, but also
insectivorous bats, any bat bite should receive PEP. Wildlife rabies constitutes
an enormous problem for public awareness, case detection, and control in Costa
Rica, specifically considering permissive hosts and disease emergence, for which
limited information exists in the country [138,139].
Collaboration Among Stakeholders and Decentralization of Diagnostic
Testing
Given progress over the past decade, the current outlook for improved
laboratory-based surveillance and management of rabies in Costa Rica is
promising. Measures are underway to generate additional information about viral
variants, using improved diagnostic tools, together with a more rapid local
response and improved data collection and sharing, to compare with trends in
other countries of the region and update preparedness plans [23]. In this context, while most of the
epidemiological focus is upon outbreaks among livestock due to vampire bat
rabies, confirmation of suspect cases via the routine collection of appropriate
tissues for diagnosis under field conditions will remain a challenge (Figure 6).
Figure 6
Brain sample collected from a rabies-suspect horse with compatible clinical
signs. In large-bodied animals, such as livestock, the collection of
the appropriate parts of the brain is critical for laboratory-based surveillance
for a variety of conditions, including rabies, equine encephalitis viruses, and
transmissible spongiform encephalopathy in the diagnosis of bovine cases.
Currently, SENASA is comparing linear flow antigen detection test kits, as other
countries have done [140-142]. Nevertheless, conflicting results by
other research groups suggest caution [143]. The need is to implement surveillance near the border of
neighboring countries to be used in livestock, dogs, and wild carnivores, aiming
to detect putative re-introductions. This expansion of diagnostics to regional
laboratories, with careful confirmation in the central SENASA laboratories,
allows a more rapid public health response to wild or domestic animal rabies
cases. Working under the umbrella of the One Health concept, the coordination in
Costa Rica between the Health Ministry and the Agriculture Ministry through
SENASA is vital, as outbreaks should be monitored in exposed populations of both
domestic animals and humans [144]. This
facilitates a more comprehensive investigation of human exposures, ensuring
appropriate PEP, as well as associated animal control, including notification,
vaccination, quarantine, and euthanasia. Additionally, implementing relevant
management practices for the control of vampire bats and expanding vaccine
coverage in livestock and dogs with owners and strays are urgent tasks [145].
Concluding Remarks
Despite being considered a canine “rabies-free” country, official validation of the
status by international health authorities is still necessary. Moreover, a high risk
of canine rabies resurgence exists if translocation occurs, due in part to a large
population of free-ranging dogs, suboptimal levels of vaccination of companion
animals (suggested to be less than 20%), and the presence of rabies in other
countries of the region [146].This review constitutes an effort to gather pertinent information from the multiple
institutions involved in rabies control and to begin a national conversation on the
difficulties represented by this ancient zoonosis. Health authorities should
recognize that prevention, control, and selective elimination of rabies requires a
modern transdisciplinary approach, with the engagement of diverse professionals in
the country, region, and also international cooperation. Over the past 300 years,
Costa Rica has grappled with this “enemy” and came to realize its internal needs,
wants, and expectations. Sharing such lessons learned and prioritizing collaborative
research endeavors towards the development of future tools will help pave the final
stretch on the global road towards 2030, as well as the reality of post-elimination
aftermath [8,147]. In conclusion, rabies has maintained its status as a neglected
tropical disease for decades, demonstrating a critical need regarding data gaps for
understanding epidemiological alterations, ecological patterns, and host adaptations
of such a complex disease of nature, particularly in light of the “Zero by Thirty”
ideal and the ongoing COVID-19 pandemic [147-149].
Box 1.
A starting phylogenetic tree with 31 rabies virus sequences, employing IQtree
with HKY + G4 as a substitution and 10000 bootstrap replicates [150], was used to generate a molecular
clock model. Analyses using the TempEst program [151] were conducted, and the clock rate was estimated.
We constructed a tree with BEAST [152], under a strict clock model, with an evolution rate of
0.00061, based on the TempEST estimate, and with a prior tree with a
constant coalescence size [153,154]. The ESS for all parameters was
greater than 1000, indicating that a stationary phase was reached. The
Maximum Clade Credibility (MCC) tree was created using TreeAnnotator v1.8.2,
(Figure 4). To calculate the
relative speed of rabies virus spread (location. diffusion Rate), latitude
and longitude were added to the model and the diffusion rate was estimated
in km/yr, under a lognormal relaxed molecular clock (Uncorrelated) [155], with the initial value of the
Rate set to 0.00061, with the prior tree selected as coalescent exponential
growth. Using the Tracer software, the evolution rate of the whole tree was
4.37 E-4, 95% HPD Interval (1.81E-4- 7.3 E-4). The IQtree calculated this
rate as 6.1E-4, while the evolution rate estimated by TreeAnnotator and
displayed by FigTree was 4.36 E-4. However, these variations were included
in the 95% HPD established by the Tracer software. Beast analysis was
performed in Cipres portal [156].
Authors: C A de Mattos; C C de Mattos; J S Smith; E T Miller; S Papo; A Utrera; B I Osburn Journal: J Clin Microbiol Date: 1996-06 Impact factor: 5.948
Authors: Gabriela Salmón-Mulanovich; Alicia Vásquez; Christian Albújar; Carolina Guevara; V Alberto Laguna-Torres; Milagros Salazar; Hernan Zamalloa; Marcia Cáceres; Jorge Gómez-Benavides; Victor Pacheco; Carlos Contreras; Tadeusz Kochel; Michael Niezgoda; Felix R Jackson; Andres Velasco-Villa; Charles Rupprecht; Joel M Montgomery Journal: Emerg Infect Dis Date: 2009-08 Impact factor: 6.883
Authors: Sabine E Hutter; Annemarie Käsbohrer; Silvia Lucia Fallas González; Bernal León; Katharina Brugger; Mario Baldi; L Mario Romero; Yan Gao; Luis Fernando Chaves Journal: BMC Vet Res Date: 2018-09-17 Impact factor: 2.741