| Literature DB >> 30392469 |
Ya Yang1, Shao-Yu Huang2, Fu-Quan Pei2, Yue Chen3, Qing-Wu Jiang1, Zhuo-Hui Deng4, Yi-Biao Zhou5.
Abstract
BACKGROUND: Biomphalaria straminea is an invasive vector in China, posing a significant threat to public health. Understanding the factors affecting the establishment of this snail is crucial to improve our ability to manage its dispersal and potential risk of schistosomiasis transmission. This study sought to determine the spatial distribution of B. straminea in mainland China and whether environmental factors were divergent between places with and without B. straminea.Entities:
Keywords: Biomphalaria straminea; China; Distribution; Environmental factor; Guangdong
Mesh:
Year: 2018 PMID: 30392469 PMCID: PMC6217779 DOI: 10.1186/s40249-018-0492-6
Source DB: PubMed Journal: Infect Dis Poverty ISSN: 2049-9957 Impact factor: 4.520
Fig. 1Geographical location of surveyed sites in the study region. Gray circles indicates sites without water or sediment samples, and red triangles represents those with samples
Fig. 2Geographical distribution of the survey sites (a) and probability map of the B. straminea snails in China (b). Probability map was built using presence data from our study and a survey in Hong Kong
Distributions of landscape and climatic characteristics of surveyed sites
| Variables | Min | 25% | 50% | 75% | Max | Mean | SD | CV |
|---|---|---|---|---|---|---|---|---|
| Altitude (m) | −8.0 | 2.0 | 9.0 | 36.0 | 190.0 | 26.2 | 39.7 | 1.52 |
| NDVI | 0.2 | 0.6 | 0.7 | 0.8 | 0.9 | 0.6 | 0.1 | 0.22 |
| Mean annual precipitation (MAP, mm) | 1485.0 | 1695.0 | 1718.0 | 1845.0 | 2106.0 | 1771.4 | 156.2 | 0.09 |
| Mean annual temperature (MAT, °C) | 19.1 | 22.0 | 22.2 | 22.4 | 23.1 | 22.1 | 0.7 | 0.03 |
| Maximum temperature of warmest month (MaxTWM, °C) | 31.5 | 32.6 | 33.1 | 33.7 | 34.2 | 33.1 | 0.7 | 0.02 |
| Minimum temperature of coldest month (MinTCM, °C) | 5.0 | 9.9 | 10.7 | 11.7 | 12.8 | 10.6 | 1.6 | 0.15 |
| Mean temperature of warmest quarter (MTWQ, °C) | 27.2 | 28.2 | 28.5 | 28.6 | 28.8 | 28.4 | 0.3 | 0.01 |
| Mean temperature of coldest quarter (MTCQ, °C) | 9.8 | 14.3 | 14.9 | 15.3 | 16.3 | 14.6 | 1.3 | 0.09 |
SD Standard deviation, CV Coefficient of variation, NDVI normalized difference vegetation index
Distributions of measured water and sediment parameters in sampled sites
|
| Min | 25% | 50% | 75% | Max | Mean | SD | CV | ||
|---|---|---|---|---|---|---|---|---|---|---|
| Water variables | ||||||||||
| pH | 84 | 0 (0) | 6.69 | 4.91 | 6.48 | 6.72 | 7.02 | 7.78 | 0.58 | 0.07 |
| Total nitrogen (TN, mg/L) | 84 | 0 (0) | 0.31 | 1.29 | 2.72 | 9.05 | 62.38 | 10.40 | 16.54 | 1.59 |
| Nitrate and nitrites (NOx−, mg/L) | 84 | 1 (1.2) | < LOD | 0.32 | 0.81 | 1.9 | 12.22 | 1.66 | 2.38 | 1.43 |
| Ammoniacal nitrogen (NH3−N, mg/L) | 84 | 16 (19) | < LOD | 0.10 | 0.38 | 1.12 | 10.81 | 1.11 | 2.03 | 1.83 |
| Total phosphorus (TP, mg/L) | 84 | 1 (1.2) | < LOD | 0.07 | 0.14 | 0.24 | 3.47 | 0.25 | 0.46 | 1.84 |
| Chemical oxygen demand (COD, mg/L) | 84 | 10 (11.9) | < LOD | 4.94 | 10.18 | 21.71 | 62.75 | 14.59 | 13.07 | 0.9 |
| Dissolved oxygen (DO, mg/L) | 84 | 0 (0) | 0.01 | 4.63 | 5.53 | 6.37 | 8.51 | 5.25 | 1.75 | 0.33 |
| Electrical conductivity (EC, mS/m) | 84 | 0 (0) | 8.47 | 68.85 | 135.95 | 224.75 | 1677 | 199.63 | 266.31 | 1.33 |
| Calcium (Ca, mg/L) | 84 | 2 (2.4) | < LOD | 1.18 | 5.04 | 21.78 | 202.51 | 18.51 | 35.58 | 1.92 |
| Magnesium (Mg, mg/L) | 84 | 4 (4.8) | < LOD | 0.66 | 1.10 | 1.53 | 3.15 | 1.10 | 0.65 | 0.59 |
| Copper (Cu, mg/L) | 74 | 40 (54.1) | < LOD | < LOD | < LOD | 0.05 | 0.1 | 0.04 | 0.02 | 0.56 |
| Zinc (Zn, mg/L) | 74 | 27 (36.5) | < LOD | < LOD | 0.01 | 0.05 | 1.52 | 0.14 | 0.32 | 2.29 |
| Iron (Fe, mg/L) | 56 | 6 (10.7) | < LOD | 0.17 | 0.44 | 1.02 | 5.34 | 0.81 | 1.01 | 1.25 |
| Manganese (Mn, mg/L) | 74 | 2 (2.7) | < LOD | 0.05 | 0.14 | 0.27 | 1.86 | 0.27 | 0.37 | 1.37 |
| Cadmium (Cd, mg/L) | 84 | 84 (100) | < LOD | < LOD | < LOD | < LOD | < LOD | – | – | – |
| Lead (Pb, mg/L) | 84 | 84 (100) | < LOD | < LOD | < LOD | < LOD | < LOD | – | – | – |
| Chromium (Cr, mg/L) | 84 | 84 (100) | < LOD | < LOD | < LOD | < LOD | < LOD | – | – | – |
| Nickel (Ni, mg/L) | 84 | 62 (73.8) | < LOD | < LOD | < LOD | 0.03 | 0.12 | 0.03 | 0.03 | 1.14 |
| Sediment variables | ||||||||||
| pH | 74 | 0 (0) | 3.94 | 6.64 | 6.97 | 7.31 | 8.28 | 6.84 | 0.7 | 0.1 |
| Electrical conductivity (EC, mS/m) | 74 | 0 (0) | 27.65 | 217.6 | 435 | 857.83 | 4685.8 | 676.29 | 817.11 | 1.21 |
| Total organic carbon (TOC, g/kg) | 75 | 0 (0) | 16.22 | 20.29 | 27.41 | 38.21 | 71.08 | 30.33 | 11.62 | 0.38 |
| Copper (Cu, mg/Kg) | 71 | 15 (21.1) | < LOD | 0.13 | 1.04 | 3.28 | 107.27 | 4.68 | 13.82 | 2.95 |
| Zinc (Zn, mg/kg) | 71 | 20 (28.2) | < LOD | < LOD | 7.57 | 25.73 | 93.79 | 16.52 | 20.23 | 1.22 |
| Iron (Fe, mg/L) | 64 | 21 (32.8) | < LOD | < LOD | 298.54 | 340.8 | 675.12 | 260.63 | 184.35 | 0.71 |
| Manganese (Mn, mg/kg) | 71 | 10 (14.1) | < LOD | 0.6 | 75.83 | 139.75 | 600.8 | 87.05 | 92.78 | 1.07 |
| Cadmium (Cd, mg/kg) | 75 | 22 (29.3) | < LOD | < LOD | 0.12 | 0.19 | 3.61 | 0.23 | 0.51 | 2.22 |
| Lead (Pb, mg/kg) | 75 | 5 (6.7) | < LOD | 0.04 | 1.92 | 8.00 | 72.34 | 6.50 | 12.51 | 1.92 |
| Chromium (Cr, mg/kg) | 75 | 73 (97.3) | < LOD | < LOD | < LOD | < LOD | 4.69 | – | – | – |
| Nickel (Ni, mg/kg) | 75 | 56 (74.7) | < LOD | < LOD | < LOD | 1.98 | 34.37 | 2.76 | 4.44 | 1.61 |
LOD Limit of detection; All values below LOD were assigned a value equal to the LOD divided by 2
N Number of samples, n: Number of samples < LOD; SD Standard deviation, CV Coefficient of variation, NDVI normalized difference vegetation index; Min Minimum, Max Maximum
Fig. 3Spearman rank correlation matrix for environmental and physicochemical variables. The size of the circles indicates the magnitude of the correlation, the color represents the direction of the relationship and presence indicates P < 0.05. The suffixes, “_s”, indicate sediment measurements
Comparison of environmental and physicochemical characteristics between sites with and without B. straminea
| Presence of | |||
|---|---|---|---|
| No ( | Yes ( | ||
| Landscape and climatic variables | |||
| Altitude (m) | 10.0 (4.0,33.2) | 45.0 (43.5,53.2) | 0.019 |
| NDVI | 0.7 (0.6,0.8) | 0.7 (0.6,0.7) | 0.951 |
| MAP (mm) | 1714 (1685,1818) | 1969 (1937,2016) | 0.004 |
| MAT (°C) | 22.2 (22.0,22.3) | 22.2 (22.0,22.5) | 0.807 |
| MaxTWM (°C) | 33.3 (32.9,33.8) | 32.4 (31.8,32.5) | < 0.001 |
| MinTCM (°C) | 10.5 (9.8,11.4) | 11.9 (11.7,12.1) | 0.009 |
| MTWQ (°C) | 28.5 (28.2,28.6) | 28.0 (27.8,28.3) | 0.012 |
| MTCQ (°C) | 14.7 (14.1,15.2) | 15.2 (15.1,15.5) | 0.053 |
| Water variables | |||
| pH | 6.71 (6.48, 7.05) | 6.92 (6.52, 6.96) | 0.889 |
| TN (mg/L) | 2.31 (1.27, 7.80) | 8.33 (5.79, 12.9) | 0.030 |
| NOx− (mg/L) | 0.78 (0.29, 1.72) | 3.10 (1.08, 4.53) | 0.050 |
| NH3−N (mg/L) | 0.33 (0.10, 1.04) | 2.28 (1.23, 5.90) | 0.025 |
| TP (mg/L) | 0.13 (0.07, 0.20) | 0.52 (0.17, 0.87) | 0.071 |
| COD (mg/L) | 9.97 (4.48, 22.1) | 14.1 (9.32, 19.1) | 0.487 |
| DO (mg/L) | 5.64 (4.80, 6.51) | 3.97 (3.62, 4.46) | 0.039 |
| EC (mS/m) | 144 (69.4, 229) | 92.0 (68.0, 113) | 0.234 |
| Ca (mg/L) | 4.31 (1.01, 18.5) | 29.2 (19.6, 104) | 0.006 |
| Mg (mg/L) | 1.11 (0.76, 1.57) | 0.02 (0.01, 0.53) | 0.002 |
| Zn (mg/L) | 0.01 (0.00, 0.04) | 0.08 (0.05, 0.19) | 0.005 |
| Mn (mg/L) | 0.13 (0.05, 0.26) | 0.32 (0.25, 0.61) | 0.010 |
| Sediment variables | |||
| pH_s | 6.98 (6.31, 7.31) | 6.85 (6.66, 7.15) | 1.000 |
| EC_s (mS/m) | 391 (211, 814) | 962 (557, 1649) | 0.124 |
| TOC (g/kg) | 27.4 (20.4, 37.8) | 28.5 (20.3, 43.3) | 0.907 |
| Cu_s (mg/kg) | 0.67 (0.13, 2.96) | 2.84 (1.51, 22.5) | 0.046 |
| Zn_s (mg/kg) | 5.76 (0.20, 22.4) | 37.7 (22.3, 48.4) | 0.005 |
| Mn_s (mg/kg) | 71.3 (0.57, 132) | 199 (81.0, 212) | 0.020 |
| Cd_s (mg/kg) | 0.13 (0.00, 0.19) | 0.07 (0.04, 0.18) | 0.820 |
| Pb_s (mg/kg) | 1.92 (0.04, 8.10) | 2.76 (1.00, 4.81) | 0.922 |
| Ni_s (mg/kg) | 1.25 (1.25, 1.25) | 2.22 (1.25, 10.4) | 0.099 |
Environmental and physicochemical variables are shown as median (25th and 75th percentile)
Estimates of univariate generalized linear mixed effects model
| Variables | Posterior mean | 95% Credible interval | pMCMC | |
|---|---|---|---|---|
| Lower | Upper | |||
| Landscape and climatic variables | ||||
| Altitude (m) | 0.04 | −0.06 | 0.14 | 0.412 |
| NDVI | 42.37 | 7.80 | 86.28 | 0.007 |
| MAP (mm) | 0.02 | −0.02 | 0.05 | 0.294 |
| MAT (°C) | −1.41 | −8.58 | 4.95 | 0.728 |
| MaxTWM (°C) | −7.45 | −17.35 | −0.14 | 0.024 |
| MinTCM (°C) | −0.01 | −4.45 | 4.92 | 0.962 |
| MTWQ (°C) | −5.00 | −14.12 | 3.05 | 0.205 |
| MTCQ (°C) | 0.77 | −4.40 | 6.68 | 0.734 |
| Water variables | ||||
| pH | −2.52 | −13.28 | 8.92 | 0.584 |
| Log10(TN) | −3.12 | −11.41 | 6.63 | 0.454 |
| Log10(NOx−) | −3.14 | −10.19 | 1.97 | 0.2.97 |
| Log10(NH3−N) | 0.59 | −5.00 | 6.67 | 0.890 |
| Log10(TP) | 1.07 | −2.46 | 4.44 | 0.522 |
| Log10(COD) | 0.41 | −9.84 | 10.46 | 0.873 |
| DO | 3.89 | 0.59 | 7.56 | 0.001 |
| Log10(EC) | 0.26 | −11.89 | 11.18 | 0.969 |
| Log10(Ca) | 3.75 | −4.46 | 9.35 | 0.239 |
| Mg | −23.69 | −34.46 | −12.69 | < 0.001 |
| Log10(Zn) | 1.66 | −4.94 | 7.94 | 0.598 |
| Log10(Mn) | 8.33 | −3.81 | 21.57 | 0.182 |
| Sediment variables | ||||
| pH_s | −4.08 | −10.01 | 0.73 | 0.125 |
| Log10(EC_s) | 4.59 | −5.13 | 16.16 | 0.380 |
| Log10(TOC) | −0.10 | −16.44 | 12.34 | 0.962 |
| Log10(Cu_s) | −0.76 | −2.06 | 3.72 | 0.577 |
| Log10(Zn_s) | 6.22 | 0.88 | 12.66 | 0.014 |
| Log10(Mn_s) | 0.68 | −4.01 | 6.53 | 0.843 |
| Log10(Cd_s) | 0.79 | −1.53 | 3.68 | 0.597 |
| Log10(Pb_s) | −0.60 | −2.68 | 1.23 | 0.555 |
Results of the multivariate generalized linear mixed effects model
| Variables | Posterior mean | 95% Credible interval | pMCMC | |
|---|---|---|---|---|
| Lower | Upper | |||
| Landscape and climatic variables | ||||
| MaxTWM (°C) | −18.75 | −28.99 | −6.77 | < 0.001 |
| Sediment variables | ||||
| Log10(Zn_s) | 13.87 | 8.03 | 20.28 | < 0.001 |