| Literature DB >> 24516682 |
Maria Cristina Schneider1, Patricia Najera1, Sylvain Aldighieri1, Deise I Galan1, Eric Bertherat2, Alfonso Ruiz3, Elsy Dumit1, Jean Marc Gabastou1, Marcos A Espinal1.
Abstract
BACKGROUND: Plague is an epidemic-prone disease with a potential impact on public health, international trade, and tourism. It may emerge and re-emerge after decades of epidemiological silence. Today, in Latin America, human cases and foci are present in Bolivia, Brazil, Ecuador, and Peru. AIMS: The objective of this study is to identify where cases of human plague still persist in Latin America and map areas that may be at risk for emergence or re-emergence. This analysis will provide evidence-based information for countries to prioritize areas for intervention.Entities:
Mesh:
Year: 2014 PMID: 24516682 PMCID: PMC3916238 DOI: 10.1371/journal.pntd.0002680
Source DB: PubMed Journal: PLoS Negl Trop Dis ISSN: 1935-2727
Study steps.
| Steps | Actions taken |
| 1 | Recover evidence of the presence of human plague by reviewing existing official information from WHO, the Pan American Health Organization (PAHO), and Ministries of Health of Latin America. No time period was established. |
| 2 | Create a table with the information obtained by year and by country, marking the year where evidence was found and the source (1899–2012). When more than two sources were found for that specific information, only the first two references were included in the table. Any countries in Latin America (total of 25 countries) that appeared at least once in all the sources reviewed were included in the table ( |
| 3 | Review the data that was found and decide what level of desegregation by period could be done with the information available. Review scientific publications about plague re-emergence to define the time periods for the analysis (1899–1949; 1950–1979; 1980–2012). Create definitions and time space units of analysis to be used in this study and next steps for the analysis. |
| 4 | Create a geo-referenced database with the table information by country. Perform historical and geographical analysis of human plague persistence by country using the time periods defined. The total number of years with presence of disease by each time period was added up to measure the length of persistence. |
| 5 | Review the information and create tables and a map to identify where human plague still persists according to the definition created for this study, which is by county (2000–2012). The sources are described in detail in the |
| 6 | Create a second geo-referenced and geo-coded database with information where plague still persists.- Process environmental data to calculate the extent and delineate biomes and soils within productive areas using a geographic overlapping technique -named geo-processing/intersect- overlay- Perform spatial analysis -zonal statistics technique- to measure, assign and quantify productive areas' altitude, slope, temperature and precipitation. Include this as numeric information in the database and tables. |
| 7 | Collect selected demographic and socioeconomic variables from the productive areas (sources are described in detail in the |
| 8 | Describe the productive areas characteristics' with selected demographic, socioeconomic and environmental variables that may be related to presence of plague based in scientific literature review. |
| 9 | Create a table and a map that include the areas where plague still persists and where it could potentially emerge or re-emerge ( |
| 10 | Add to the risk map layers with additional information about the location of major roads, rivers and railroads to analyze possible overlap with the productive areas. |
Countries with presence of cases of human plague, by quinquennium, Latin America, 1899–1949.
| Year | Countries | |||||||||||||
| Argentina | Bolivia | Brazil | Chile | Cuba | Ecuador | El Salvador | Mexico | Panama | Paraguay | Peru | Puerto Rico | Uruguay | Venezuela | |
| 1899–1904 | X | X | X | X | X | X | X | |||||||
| 1905–1909 | ○ | X | X | X | X | X | ||||||||
| 1910–1914 | X | ○ | X | X | X | X | X | |||||||
| 1915–1919 | ○ | ○ | X | X | X | X | ||||||||
| 1920–1924 | ○ | X | ○ | X | X | X | X | ○ | ||||||
| 1925–1929 | ○ | X | X | X | X | X | X | |||||||
| 1930–1934 | X | X | X | X | X | ○ | X | X | ||||||
| 1935–1939 | X | X | X | X | X | X | ||||||||
| 1940–1944 | X | X | X | X | ○ | X | ||||||||
| 1945–1949 | X | X | X | X | X | X | ||||||||
| 1950–1954 | X | X | X | X | X | X | ||||||||
| 1955–1959 | X | X | X | X | X | X | X | |||||||
| 1960–1964 | X | X | X | X | X | |||||||||
| 1965–1969 | X | X | X | X | ||||||||||
| 1970–1974 | X | X | X | X | ||||||||||
| 1975–1979 | X | X | X | X | ||||||||||
| 1980–1984 | X | X | X | X | ||||||||||
| 1985–1989 | X | X | X | X | ||||||||||
| 1990–1994 | X | X | X | |||||||||||
| 1995–1999 | X | X | X | X | ||||||||||
| 2000–2004 | X | X | X | X | ||||||||||
| 2005–2012 | X | X | X | X | ||||||||||
Legend:
X: Presence of plague documented on that quinquennium; ○: Presence of plague documented on the period (consolidated data);
: Suspected case;
First and last quinquennium years added.
Timeframe and presence of plague history, Latin America.
| Period | Presence of plague in countries |
| 1899–1949 | First case reported in Latin America: 1899 (Paraguay |
| 1950–1979 | Case reported in El Salvador (1955 |
| 1980–2012 | Last cases reported in countries: Bolivia (2012 |
Legend:
: First and last case reported;
: Suspected case;
Figure 1Historic information of presence of human cases of plague in Latin America, 1899–2012.
Figure 2Counties with presence of cases of human plague, Latin America, 2000–2012.
Figure 3Number of human cases of plague, by country, Latin America, 2000–2012.
Demographic and socioeconomic characteristic of sub-national divisions with presence of plague, Latin America, 2000–2012.
| Country | Regions | Counties | Total population | Rural population (%) | Poverty related (%) |
| Bolivia | 10,426,155 | 37.6 | 40.4 | ||
| La Paz | 2,839,946 | 33.9 | 42.4 | ||
| Franz Tamayo | 19,347 | 88.5 | 75.6 | ||
| Santa Cruz | 2,785,762 | 23.8 | 25.1 | ||
| Andres Ibanez | 1,841,282 | 6.5 | 12.1 | ||
| Brazil | 190,755,799 | 15.6 | 33.7 | ||
| Bahia | 14,016,906 | 27.9 | 43.5 | ||
| Feira de Santana | 556,642 | 8.3 | 36.1 | ||
| Ceara | 8,452,381 | 24.9 | 53.9 | ||
| Pedra Branca | 41,890 | 41.5 | 68.6 | ||
| Ecuador | 14,483,499 | 37.2 | 60.1 | ||
| Chimborazo | 458,581 | 59.2 | 66.5 | ||
| Guamote | 45,153 | 94.1 | 95.5 | ||
| Riobamba | 225,741 | 35.2 | 46.5 | ||
| Cotopaxi | 409,205 | 70.4 | 75.1 | ||
| Latacunga | 170,489 | 62.6 | 64.7 | ||
| Peru | 27,412,157 | 24.1 | 11.5 | ||
| Cajamarca | 1,387,809 | 67.3 | 24.9 | ||
| Chota | 160,447 | 79.9 | 28.6 | ||
| Contumaza | 31,369 | 57.6 | 29.8 | ||
| Cutervo | 138,213 | 80.6 | 25.8 | ||
| Jaen | 183,634 | 49.9 | 21.9 | ||
| San Miguel | 56,146 | 83.8 | 22.0 | ||
| Santa Cruz | 43,856 | 79.0 | 26.6 | ||
| La Libertad | 1,617,050 | 24.6 | 12.9 | ||
| Ascope | 116,229 | 12.0 | 7.7 | ||
| Otuzco | 88,817 | 76.2 | 29.5 | ||
| Pacasmayo | 94,377 | 7.1 | 6.4 | ||
| Trujillo | 811,979 | 2.4 | 3.0 | ||
| Lambayeque | 1,112,868 | 20.5 | 6.5 | ||
| Ferrenafe | 811,979 | 2.4 | 15.8 |
Environmental characteristics of sub-national divisions with presence of plague, Latin America, 2000–2012.
| Country | Regions | Counties | Altitude (m) | Slope (degrees) | Temperature (°C) | Precipitation (mm) | ||||||||
| Min | Mean | Max | Min | Mean | Max | Min | Mean | Max | Min | Mean | Max | |||
| Bolivia | La Paz | Franz Tamayo | 225 | 2798 | 5811 | 0 | 7 | 37 | −3 | 13 | 25 | 628 | 1238 | 2295 |
| Santa Cruz | Andres Ibanez | 284 | 562 | 1679 | 0 | 2 | 16 | 19 | 24 | 25 | 726 | 1136 | 1364 | |
| Brazil | Bahia | Feira de Santana | 115 | 208 | 552 | 0 | 1 | 9 | 21 | 23 | 24 | 663 | 892 | 1209 |
| Ceara | Pedra Branca | 240 | 521 | 805 | 0 | 2 | 9 | 22 | 24 | 27 | 625 | 762 | 886 | |
| Ecuador | Chimborazo | Guamote | 2785 | 3589 | 4422 | 0 | 7 | 19 | 3 | 8 | 13 | 445 | 706 | 1097 |
| Riobamba | 2391 | 3521 | 4997 | 0 | 8 | 27 | 0 | 9 | 16 | 550 | 803 | 1150 | ||
| Cotopaxi | Latacunga | 2690 | 3563 | 5682 | 0 | 6 | 24 | −4 | 8 | 14 | 506 | 845 | 1207 | |
| Peru | Cajamarca | Chota | 232 | 2311 | 3931 | 0 | 10 | 33 | 7 | 15 | 24 | 119 | 807 | 1293 |
| Contumaza | 162 | 1513 | 3975 | 0 | 10 | 28 | 7 | 17 | 22 | 16 | 354 | 909 | ||
| Cutervo | 426 | 2194 | 3852 | 0 | 11 | 33 | 7 | 16 | 25 | 378 | 822 | 1124 | ||
| Jaen | 356 | 1790 | 3918 | 0 | 11 | 28 | 7 | 19 | 25 | 375 | 779 | 1456 | ||
| San Miguel | 224 | 2306 | 4080 | 0 | 7 | 31 | 6 | 14 | 23 | 48 | 634 | 1552 | ||
| Santa Cruz | 379 | 2395 | 3838 | 0 | 9 | 30 | 8 | 14 | 23 | 144 | 835 | 1423 | ||
| La Libertad | Ascope | 4 | 455 | 2390 | 0 | 4 | 22 | 14 | 20 | 21 | 5 | 78 | 488 | |
| Otuzco | 553 | 3131 | 4220 | 0 | 10 | 33 | 5 | 11 | 20 | 129 | 630 | 1139 | ||
| Pacasmayo | 6 | 1205 | 2223 | 0 | 5 | 22 | 14 | 18 | 23 | 6 | 243 | 460 | ||
| Trujillo | 0 | 724 | 3615 | 0 | 7 | 26 | 8 | 18 | 20 | 3 | 99 | 431 | ||
| Lambayeque | Ferrenafe | 24 | 1556 | 3931 | 0 | 6 | 26 | 7 | 18 | 23 | 27 | 496 | 1175 | |
Biomes and soil types of sub-national divisions with presence of plague, Latin America, 2000–2012.
| Country | Regions | Counties | Biomes | Soil types | |||||||||||
| Bolivia | La Paz | Franz Tamayo | TSDBF | MGS | LP | RG | CM | LV | |||||||
| Santa Cruz | Andres Ibanez | TSDBF | TSGSS | TSMBF | LP | CM | FR | ||||||||
| Brazil | Bahia | Feira de Santana | DXS | TSMBF | PH | AC | |||||||||
| Ceara | Pedra Branca | DXS | PH | LV | |||||||||||
| Ecuador | Chimborazo | Guamote | MGS | TSMBF | LP | AN | PH | ||||||||
| Riobamba | MGS | TSMBF | LP | AN | PH | ||||||||||
| Cotopaxi | Latacunga | MGS | TSMBF | AN | PH | ||||||||||
| Peru | Cajamarca | Chota | TSDBF | MGS | TSMBF | LP | RG | CM | |||||||
| Contumaza | TSDBF | MGS | DXS | TSMBF | LP | RG | CM | AR | |||||||
| Cutervo | TSDBF | MGS | LP | RG | CM | ||||||||||
| Jaen | TSDBF | MGS | TSMBF | LP | RG | CM | |||||||||
| San Miguel | TSDBF | MGS | DXS | TSMBF | LP | RG | CM | ||||||||
| Santa Cruz | TSDBF | MGS | TSMBF | LP | RG | CM | |||||||||
| La Libertad | Ascope | DXS | LP | AR | FL | ||||||||||
| Otuzco | MGS | DXS | TSMBF | LP | RG | CM | |||||||||
| Pacasmayo | TSDBF | DXS | LP | AR | FL | ||||||||||
| Trujillo | DXS | LP | AR | FL | |||||||||||
| Lambayeque | Ferrenafe | TSDBF | MGS | DXS | LP | RG | AR | ||||||||
Legend:
Biomes: DXS: deserts & xeric shrublands; MGS: montane grasslands and shrublands; TSGSS: tropical & subtropical grasslands, savannas & shrublands; TSDBF: tropical & subtropical dry broadleaf forests; TSMBF: tropical & subtropical moist braodleaf forests.
Soils: LP: leptosols; RG: regosols; CM: cambisols; AR: arenosols; AN: andosols; FR: ferralsols; PH: phaeozems; AC: acrisols; LV: luvisols; FL: fluvisols;
Figure 4Risk mapping of plague, Latin America.