| Literature DB >> 32421747 |
Anna M Verster1, Janice E Liang2, Melinda K Rostal2, Alan Kemp3, Robert F Brand1, Assaf Anyamba4,5, Claudia Cordel6, Robert Schall7, Herman Zwiegers1, Janusz T Paweska3, William B Karesh2, Cornie W van Huyssteen1.
Abstract
Outbreaks of Rift Valley fever have devastating impacts on ruminants, humans, as well as on regional and national economies. Although numerous studies on the impact and outbreak of Rift Valley fever exist, relatively little is known about the role of environmental factors, especially soil, on the aestivation of the virus. This study thus selected 22 sites for study in central South Africa, known to be the recurrent epicenter of widespread Rift Valley fever outbreaks in Southern Africa. Soils were described, sampled and analyzed in detail at each site. Of all the soil variables analyzed for, only eight (cation exchange capacity, exchangeable Ca2+, exchangeable K+, exchangeable Mg2+, soluble Ca2+, medium sand, As, and Br) were statistically identified to be potential indicators of sites with reported Rift Valley fever mortalities, as reported for the 2009-2010 Rift Valley fever outbreak. Four soil characteristics (exchangeable K+, exchangeable Mg2+, medium sand, and Br) were subsequently included in a discriminant function that could potentially be used to predict sites that had reported Rift Valley fever-associated mortalities in livestock. This study therefore constitutes an initial attempt to predict sites prone to Rift Valley fever livestock mortality from soil properties and thus serves as a basis for broader research on the interaction between soil, mosquitoes and Rift Valley fever virus. Future research should include other environmental components such as vegetation, climate, and water properties as well as correlating soil properties with floodwater Aedes spp. abundance and Rift Valley fever virus prevalence.Entities:
Year: 2020 PMID: 32421747 PMCID: PMC7233588 DOI: 10.1371/journal.pone.0232481
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Sheep mortalities (number of reported deaths) associated with the 2009–2010 Rift Valley fever outbreak in South Africa (map compiled using data from OIE Follow-Up Report [21]).
Site ID, site name, closest town, coordinates, and World Reference Base (WRB) soil classification [26] of the wetland sites where RVF mortalities have and have not been reported [21].
| Site ID | Town | Latitude | Longitude | WRB Soil Classification | |
|---|---|---|---|---|---|
| Sites with reported RVF livestock mortalities | p013B | Brandfort | -28.628 | 26.316 | Calcic Kastanozem (Loamic, Cambic, Stagnic) |
| p001B | Brandfort | -28.628 | 26.316 | Calcic Kastanozem (Anthric, Clayic, Pachic, Stagnic) | |
| p002B | Bultfontein | -28.400 | 26.258 | Haplic Vertisol (Mollic, Stagnic) | |
| p004B | Bultfontein | -28.404 | 26.119 | Protostagnic Kastanozem (Loamic, Stagnic) | |
| p009D | Dealesville | -28.639 | 25.572 | Haplic Calcisol (Clayic, Hypercalcic, Stagnic) | |
| p009D_2 | Dealesville | -28.635 | 25.576 | Hypocalcic Kastanozem (Clayic) | |
| p011P | Petrusburg | -29.140 | 25.375 | Hypocalcic Kastanozem (Clayic) | |
| p010J | Jacobsdal | -29.092 | 24.607 | Haplic Calcisol (Loamic, Hypercalcic) | |
| p008O | Koffiefontein | -29.492 | 24.837 | Haplic Calcisol (Clayic, Hypocalcic, Stagnic) | |
| p007L | Luckhoff | -29.672 | 24.701 | Haplic Calcisol (Arenic, Hypercalcic, Stagnic) | |
| p005P | Koffiefontein | -29.438 | 25.351 | Hypocalcic Kastanozem (Loamic, Cambic, Oxyaquic) | |
| p012R | Reddersburg | -29.780 | 26.223 | Haplic Kastanozem (Clayic, Chromic) | |
| Sites with no reported RVF livestock mortalities | p003B | Bultfontein | -28.352 | 26.246 | Calcic Mollic Stagnosol (Loamic) |
| p014B | Bloemfontein | -29.069 | 26.216 | Cambic Chernic Umbrisol (Loamic) | |
| p006B | De Brug | -29.136 | 25.800 | Haplic Umbrisol (Clayic, Pachic) | |
| p006B_2 | De Brug | -29.124 | 25.807 | Haplic Calcisol (Loamic, Hypercalcic) | |
| p015K | Kimberley | -28.695 | 24.428 | Haplic Stagnosol (Loamic) | |
| p015K_4 | Kimberley | -28.675 | 24.458 | Haplic Calcisol (Loamic, Hypercalcic) | |
| p015K_5 | Kimberley | -28.675 | 24.448 | Haplic Calcisol (Loamic, Hypercalcic, Protostagnic) | |
| p015K_2 | Kimberley | -28.708 | 24.434 | Haplic Calcisol (Loamic, Hypercalcic) | |
| p015K_3 | Kimberley | -28.712 | 24.440 | Haplic Calcisol (Loamic, Hypercalcic) | |
| p015K_6 | Kimberley | -28.661 | 24.459 | Haplic Calcisol (Loamic, Hypocalcic) |
Means for the chemical and physical soil properties across all sites where RVF mortalities were reported or not reported [21] during the 2009–2010 RVF outbreak (calculated using the mean values per site of the first three soil layers).
Significance was determined using the non-parametric van der Waerden test, and is given as the p-value.
| Group (RVF mortalities) | |||
|---|---|---|---|
| Variable | Reported | Not reported | p-value |
| Soluble Ca2+ (cmolc kg-1) | |||
| Soluble Mg2+ (cmolc kg-1) | 0.17 | 0.14 | 0.9212 |
| Soluble K+ (cmolc kg-1) | 0.01 | 0.01 | 0.3013 |
| Soluble Na+ (cmolc kg-1) | 2.95 | 1.44 | 0.4845 |
| Exch. Ca2+ (cmolc kg-1) | |||
| Exch. Mg2+ (cmolc kg-1) | |||
| Exch. K+ (cmolc kg-1) | |||
| Exch. Na+ (cmolc kg-1) | 2.09 | 7.65 | 0.7162 |
| CEC (cmolc kg-1) | |||
| Organic carbon (mg kg-1) | 28825 | 26926 | 0.9909 |
| Total nitrogen (mg kg-1) | 1465 | 1478 | 0.8049 |
| Electrical resistance (Ω) | 1465 | 14778 | 0.8049 |
| pHKCl | 7.27 | 7.19 | 0.9087 |
| pHWater | 8.26 | 8.14 | 0.7173 |
| Coarse sand (%) | 3.6 | 4.98 | 0.4089 |
| Medium sand (%) | |||
| Fine sand (%) | 21.9 | 26.3 | 0.1695 |
| Very fine sand (%) | 13.1 | 13.3 | 0.3809 |
| Coarse silt (%) | 6.65 | 6.72 | 0.7192 |
| Fine silt (%) | 14.6 | 13.4 | 0.8343 |
| Clay (%) | 33.1 | 24.0 | 0.1683 |
| Residual silt and clay (%) | 1.72 | 2.11 | 0.1725 |
Values in bold-type differ significantly at p<0.1
Means of the soil microbiology, mineralogical, and elemental properties within the sampled layer across all sites where RVF mortalities were reported or not reported [21] during the 2009–2010 RVF outbreak.
Significance was determined using the non-parametric van der Waerden test, and is given as the p-value.
| Group (RVF mortalities) | |||
|---|---|---|---|
| Variable | Reported | Not reported | p-value |
| Active Carbon (mg kg-1) | 482 | 411 | 0.2518 |
| FDA (μg FDA/g soil) | 89.1 | 57.1 | 0.4407 |
| Anatase (% m/m) | 0.47 | 0.39 | 1.0000 |
| Andalusite (% m/m) | 0.74 | 0 | 1.0000 |
| Ankerite (% m/m) | 1.84 | 4 | 0.4135 |
| Apophyllite (% m/m) | 1.04 | 0 | 1.0000 |
| Calcite (% m/m) | 4.52 | 4.82 | 0.9137 |
| Dolomite (% m/m) | 2.84 | 2.19 | 0.8209 |
| Gypsum (% m/m) | 1.33 | 0 | 1.0000 |
| Halite (% m/m) | 4.16 | 3.98 | 0.8587 |
| K-feldspar/rutile (% m/m) | 8.6 | 8.83 | 0.7361 |
| Kaolinite (% m/m) | 2.69 | 4.92 | 0.5414 |
| Mica (% m/m) | 24.5 | 24.5 | 0.8600 |
| Plagioclase (% m/m) | 18.1 | 14.6 | 0.1291 |
| Pyroxene (% m/m) | 0 | 3.19 | 0.1948 |
| Quartz (% m/m) | 27 | 25.7 | 0.7030 |
| Smectite (% m/m) | 2.12 | 2.84 | 0.7403 |
| Al2O3 (% m/m) | 7.93 | 8.89 | 0.2890 |
| CaO (% m/m) | 4.81 | 3.53 | 0.6578 |
| Fe2O3 (% m/m) | 4.23 | 4.96 | 0.2893 |
| K2O (% m/m) | 1.43 | 1.58 | 0.4668 |
| MgO (% m/m) | 2.3 | 2.57 | 0.9354 |
| MnO (% m/m) | 0.05 | 0.08 | 0.2834 |
| Na2O (% m/m) | 1 | 0.61 | 0.3060 |
| P2O5 (% m/m) | 0.09 | 0.11 | 0.6942 |
| SiO2 (% m/m) | 64.4 | 66.1 | 0.4367 |
| TiO2 (% m/m) | 0.49 | 0.5 | 0.8574 |
| As (mg kg-1) | |||
| Ba (mg kg-1) | 748 | 667 | 0.2872 |
| Br (mg kg-1) | |||
| Co (mg kg-1) | 10.9 | 13.8 | 0.4069 |
| Cr (mg kg-1) | 94 | 91.9 | 0.9646 |
| Cu (mg kg-1) | 30 | 28.3 | 0.8139 |
| Nb (mg kg-1) | 3.81 | 3.77 | 0.9529 |
| Ni (mg kg-1) | 31.5 | 38.6 | 0.1312 |
| Pb (mg kg-1) | 10.6 | 11.9 | 0.7141 |
| Rb (mg kg-1) | 61.7 | 61.6 | 0.6061 |
| Sc (mg kg-1) | 9.49 | 7.6 | 0.3919 |
| Sr (mg kg-1) | 332 | 177 | 0.9497 |
| Th (mg kg-1) | 3.3 | 2.64 | 0.7571 |
| V (mg kg-1) | 109 | 91.9 | 0.3076 |
| Y (mg kg-1) | 15.4 | 16.7 | 0.5581 |
| Zn (mg kg-1) | 49 | 50.6 | 0.9509 |
| Zr (mg kg-1) | 208 | 204 | 0.7144 |
Values in bold-type differ significantly at p <0.1
Fig 2Box-and-whisker plots denoting the descriptive statistics for CEC, exchangeable Ca2+, exchangeable K+, exchangeable Mg2+, soluble Ca2+, medium sand, As, and Br, included in the discriminant analysis. Boxes indicate the standard deviations, whiskers the minimums and maximums, black circles the means, and horizontal lines the median.
On the X-axis 1 = 0–50 mm layers; 2 = A horizons; 3 = B/B1/G/C1 horizons; 4 = B2/C/C2 horizons. Blue boxes represent sites with, while red boxes represent sites with no reported RVF mortalities [21]. Colored circles indicate extraneous values that were deleted.
Pearson correlation coefficients of the eight variables found to be potential indicators of a site with reported RVF mortalities.
| CEC | Exchangeable Ca2+ | Exchangeable K+ | Exchangeable Mg2+ | Soluble Ca2+ | Medium sand | As | Br | |
|---|---|---|---|---|---|---|---|---|
| CEC | 1.00 | |||||||
| Exchangeable Ca2+ | 0.58 | 1.00 | ||||||
| Exchangeable K+ | 0.58 | 0.67 | 1.00 | |||||
| Exchangeable Mg2+ | 0.75 | 0.63 | 0.39 | 1.00 | ||||
| Soluble Ca2+ | 0.60 | 0.85 | 0.63 | 0.79 | 1.00 | |||
| Medium_sand | 0.05 | 0.17 | -0.24 | 0.07 | 0.05 | 1.00 | ||
| As | -0.21 | -0.16 | 0.05 | -0.16 | 0.03 | -0.41 | 1.00 | |
| Br | -0.31 | -0.19 | -0.28 | 0.03 | -0.18 | -0.07 | 0.21 | 1.00 |