| Literature DB >> 30785931 |
Jakob A Shimshoni1, Roy Sperling2, Muhammad Massarwa3, Yaira Chen1, Vijayakumar Bommuraj1, Mikhail Borisover4, Shimon Barel5.
Abstract
Beehive products such as honey, beeswax and recently pollen have been regarded for many years as appropriate sentinels for environmental pesticide pollutions. However, despite yearly application of hundreds of approved pesticides in agricultural fields, only a minor fraction of these organic compounds were actually detected in honey and beeswax samples. This observation has led us to question the general suitability of beehive products as a sentinel for synthetic organic pesticides applied in the field. The aim of the present study was to experimentally determine the distribution (logarithmic ratio of beeswax to honey pesticide concentration, LogD) and depletion kinetics (half-life) of selected pesticides in honey and beeswax as a measure of the latter matrixes to serve as a pesticide sentinel. The obtained parameters were used to extrapolate to pesticide burden in honey and beeswax samples collected from German and Israeli apiaries. In addition, we aimed to establish a mathematical model, enabling us to predict distribution of selected pesticides between honey to beeswax, by utilizing simple substance descriptors, namely, octanol/water partitioning coefficient, molar weight and Henry coefficient. Based on the present results, it appears that pesticides with LogD values > 1 and half-life in beeswax > 1 day, were likely to accumulate and detected in beeswax samples, and less likely to be found in honey. On the other hand, pesticides with negative LogD values were highly likely to be found in honey and less so in beeswax samples. Finally, pesticides with LogD values between 0-1 were expected to be found in both matrixes. The developed model was successfully applied to predict LogD values, thereby identifying octanol/water partitioning and molar weight as the most prominent substance descriptors, which affect pesticide distribution between honey and beeswax.Entities:
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Substances:
Year: 2019 PMID: 30785931 PMCID: PMC6382162 DOI: 10.1371/journal.pone.0212631
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Depletion t1/2 and LogD values of selected pesticides in honey and beeswax.
| Pesticide | Honey | Beeswax | LogD | Unpaired two tailed T-Test | ||
|---|---|---|---|---|---|---|
| k | t1/2 (day) | k | t1/2 (day) | p-value | ||
| Acetamiprid | 0.50 ± 0.04 | 1.4 | 0.19 ± 0.03 | 3.6 | -0.75 | 0.0004 |
| Alachlor | 1.16 ± 0.17 | 0.6 | 0.12 ± 0.01 | 6 | 2.36 | 0.0005 |
| DMF | 0.41 ± 0.05 | 1.7 | 0.12 ± 0.03 | 5.9 | -0.67 | 0.001 |
| DMPF | 1.39 ± 0.4 | 0.5 | 3.47 ± 0.5 | 0.2 | 0.54 | 0.0049 |
| Atrazine | 1.73 ± 0.6 | 0.4 | 0.58 ± 0.04 | 1.2 | 2.08 | 0.029 |
| Bifenthrin | 0.15 ± 0.04 | 4.7 | 0.05 ± 0.007 | 15.2 | ND | 0.013 |
| Boscalid | 0.41 ± 0.05 | 1.7 | 0.04 ± 0.006 | 16 | 1.89 | 0.0002 |
| Bromopropylate | 0.46 ± 0.07 | 1.5 | 0.27 ± 0.03 | 2.6 | ND | 0.012 |
| Carbendazim | 0.99 ± 0.2 | 0.7 | 0.53 ± 0.08 | 1.3 | 0.78 | 0.021 |
| Chlorantraniliprole | 0.87 ± 0.1 | 0.8 | 0.12 ± 0.05 | 5.9 | 1.32 | 0.0003 |
| Chlorpyrifos | 0.36 ± 0.07 | 1.9 | 0.08 ± 0.01 | 8.8 | 2.75 | 0.0024 |
| Clothianidin | 0.20 ± 0.03 | 3.6 | 0.10 ± 0.02 | 6.9 | -1.15 | 0.0086 |
| Coumaphos | 0.46 ± 0.05 | 1.5 | 0.08 ± 0.009 | 8.3 | 2.34 | 0.0002 |
| Cypermethrin | 0.14 ± 0.02 | 4.9 | 0.01 ± 0.003 | 96.3 | ND | 0.004 |
| Diuron | 1.16 ± 0.40 | 0.6 | 104 ± 598 | 0.025 | ND | <0.0001 |
| Fenbutatin oxide | 0.13 ± 0.03 | 5.4 | 0.02 ± 0.005 | 32.1 | 1.21 | 0.0033 |
| Imidacloprid | 0.24 ± 0.03 | 2.9 | 0.17 ± 0.01 | 4.1 | -1.04 | 0.018 |
| Iprodione | 0.77 ± 0.09 | 0.9 | 0.14 ± 0.04 | 5.0 | ND | 0.0004 |
| Metolachlor | 1.16 ± 0.30 | 0.6 | 0.14 ± 0.04 | 5.0 | 2.28 | 0.0043 |
| Metconazole | 0.41 ± 0.07 | 1.7 | 0.11 ± 0.03 | 6.4 | 2.11 | 0.0024 |
| Oxadiazon | 0.22 ± 0.01 | 3.2 | 0.12 ± 0.02 | 5.9 | ND | 0.0015 |
| Oxyfluorfen | 0.50 ± 0.06 | 1.4 | 0.28 ± 0.04 | 2.5 | ND | 0.0062 |
| tau-Fluvalinate | 0.27 ± 0.04 | 2.6 | 0.01 ± 0.002 | 48.1 | ND | 0.0004 |
| Tebuconazole | 0.26 ± 0.05 | 2.7 | 0.08 ± 0.01 | 9 | ND | 0.0036 |
| Thiacloprid | 0.53 ± 0.06 | 1.3 | 0.30 ± 0.02 | 2.3 | -0.64 | 0.0032 |
| Thiamethoxam | 0.15 ± 0.02 | 4.6 | 0.12 ± 0.03 | 5.8 | -2.06 | 0.223 |
aLogD, Log distribution ratio, calculated as the logarithmic ratio of pesticide concentration in beeswax to honey at equilibrium.
bk, depletion rate constant obtained from the terminal slope of the pesticide concentration vs. time semi logarithmic plot. Mean k values were determined from three independent repeats.
cND, not detectable. LogD could not be determined, due to undetectable concentrations in honey.
dDepletion kinetics of diuron in beeswax is of zero order, hence the half-life depends on the initial concentration (C0) and on the linear slope (t1/2 = C0/2*k). The k unit of diuron is μg/kg/day.
*The pesticides amitraz, malathion and pyraclostrobin were not included in Table 1, since no residual concentration in honey and beeswax were found after 5 min incubation time.
**SD, standard deviation.
***DMF and DMPF, N-(2,4-Dimethylphenyl)-formamide and N'-(2,4-Dimethylphenyl)-N-methylformamidine, respectively.
Substance descriptors of selected pesticides for LogD modeling.
| LogP | Molar weight (g/mol) | Predicted vapor pressure | Water solubility | Henry’s Law Constant (H) | pka | |
|---|---|---|---|---|---|---|
| Acetamiprid | 0.8 | 222.7 | 44*10−6 | 1.9*10−2 | 0.002 | 0.7 |
| Alachlor | 3.1 | 269.7 | 22*10−6 | 8.9*10−4 | 0.025 | - |
| DMF | 1.5 | 149.2 | 464*10−6 | 2.4*10−2 | 0.019 | - |
| Atrazine | 2.7 | 215.7 | 289*10−9 | 1.3*10−4 | 0.002 | 1.68 |
| Boscalid | 2.9 | 343.2 | 54*10−9 | 13*10−6 | 0.004 | - |
| Carbendazim | 1.5 | 191.2 | 75*10−9 | 4.2*10−6 | 0.018 | 4.2 |
| Chlorantraniliprole | 2.8 | 483.2 | 12*10−13 | 2.0*10−6 | 0.000001 | 10.8 |
| Chlorpyrifos | 4.7 | 350.6 | 202*10−7 | 3.2*10−6 | 6.31 | - |
| Clothianidin | 0.9 | 249.7 | 98*10−9 | 13*10−4 | 0.0001 | 11.1 |
| Coumaphos | 4.1 | 362.7 | 97*10−9 | 4.1*10−6 | 0.024 | - |
| Fenbutatin oxide | 5.0 | 1052.7 | 18*10−10 | 1.2*10−8 | 0.15 | - |
| Imidacloprid | 0.6 | 255.6 | 40*10−07 | 2.4*10−3 | 0.0017 | 1.5 |
| Metconazole | 3.8 | 319.8 | 92*10−7 | 4.7*10−5 | 0.20 | - |
| Metolachlor | 3.4 | 283.8 | 313*10−7 | 1.8*10−3 | 0.017 | - |
| Thiacloprid | 1.2 | 252.7 | 378*10−9 | 7.3*10−4 | 0.0005 | - |
| Thiamethoxam | -0.1 | 291.7 | 514*10−9 | 14*10−3 | 0.00004 | - |
a N-(2,4-Dimethylphenyl)-formamide.
bLogP values were experimentally determined and obtained from the Environmental Protection Agency (EPA) website: https://comptox.epa.gov/dashboard/dsstoxdb/advanced_search and PubChem website: https://www.ncbi.nlm.nih.gov/pccompound
cPredicted vapor pressure retrieved from EPA Chemistry Dashboard: https://comptox.epa.gov/dashboard/
dWater molar solubility was retrieved from EPA Chemistry Dashboard: https://comptox.epa.gov/dashboard/ and PubChem Open Chemistry Database: https://pubchem.ncbi.nlm.nih.gov/
eHenry’s Law Constant (H) is calculated as the ratio of a compound’s abundance in the gas phase to that in the aqueous phase at equilibrium: H = Pi/Cw; where Pi is the partial pressure of the chemical in the gas phase and Cw is its molar solubility in water.
fpKa values (determined at 25°C) were obtained from the Toxicology Data Network website: https://toxnet.nlm.nih.gov/newtoxnet/hsdb.htm
Fig 1Semi-logarithmic plot of pesticides depletion kinetics in honey and beeswax, determined separately for each phase over a period of 7 days at 75°C.
Fig 2Semi-logarithmic plot of pesticides distribution between honey and beeswax over time at 75°C.
Fig 3LogD values of selected pesticides, distributed between beeswax and honey as a function of time.
Fig 4LogD (beeswax/honey distribution) of selected pesticides plotted against LogP (octanol/water partitioning).
The pesticide families are denoted as follows: red (neonicotinoids), green (herbicides), blue (non-neonicotinoid insecticides), black (fungicides), yellow (acaricides) and brown (amitraz metabolites, DMF, DMPF).
Fig 5Correlation between experimentally determined LogD values (x-axis) and predicted LogD values (y-axis), obtained from a multiple-linear model: LogD’ = a+b * LogP+c * MW.
The proportion of the variance that is predictable from the independent variables was found to be 0.86. The pesticide families are denoted as follows: red (neonicotinoids), green (herbicides), blue (non-neonicotinoid insecticides), black (fungicides), yellow (acaricides) and brown (amitraz metabolites, DMF, DMPF).
List of pesticides found in German beeswax samples collected from German apiaries between 2016–2018.
| Pesticide | Mean (μg/kg) ± SD | % positive |
|---|---|---|
| Acrinathrin | 850 ± 2420 | 48 (42) |
| DMF | 110 ± 250 | 55 (84) |
| DMPF | 50 ± 100 | 12 (59) |
| Azoxystrobin | 20 ± 60 | 100 (23) |
| Boscalid | 150 ± 680 | 90 (40) |
| Bromopropylate | 180 ± 940 | 42 (307) |
| Carbendazim | 35 ± 40 | 95 (21) |
| Carbofuran | 2 ± 1 | 100 (18) |
| Chlorfenvinphos | 200 ± 830 | 25 (288) |
| Chlorobenzilate | 30 ± 40 | 100 (18) |
| Chlorpyrifos | 70 ± 260 | 98 (65) |
| Coumaphos | 720 ± 1690 | 57 (337) |
| Cyfluthrin (sum of isomeric mixture) | 6080 ± 11200 | 19 (21) |
| λ-Cyhalothrin | 690 ± 2260 | 48 (33) |
| Cypermethrin (sum of isomeric mixture) | 360 ± 1490 | 76 (107) |
| Cyprodinil | 5 ± 3 | 100 (10) |
| DDD | 10 ± 10 | 94 (50) |
| DDE | 10 ± 10 | 89 (36) |
| DDT | 30 ± 40 | 85 (87) |
| Deltamethrin | 760 ± 2770 | 50 (34) |
| Dimoxystrobin | 10 ± 10 | 100 (35) |
| Fenbutatin oxide | 20 ± 30 | 100 (10) |
| Fenpyroximate | 40 ± 60 | 100 (28) |
| Fenvalerate (sum of 4 optical isomers) | 1900 ± 3910 | 22 (64) |
| Flumethrin | 160 ± 1050 | 35 (310) |
| Fluopyram | 10 ± 4 | 100 (17) |
| tau-Fluvalinate, | 230 ± 590 | 84 (361) |
| HCH | 20 ± 30 | 95 (59) |
| Hexythiazox | 10 ± 10 | 100 (28) |
| Iprodione | 2930 ± 3780 | 100 (10) |
| Malathion | 40 ± 110 | 23 (23) |
| Metolachlor | 3.6 ± 1.5 | 100 (10) |
| Permethrin | 170 ± 410 | 76 (55) |
| Piperonyl butoxide | 50 ± 200 | 85 (82) |
| Propargite | 140 ± 250 | 100 (49) |
| Propoxur | 10 ± 10 | 100 (13) |
| Tebuconazole | 10 ± 5.5 | 100 (35) |
| Tetramethrin | 10 ± 30 | 71 (55) |
aBeeswax samples were collected from German apiaries during 2017–2018 and analyzed at the Department of Instrumental Analytic, Bilacon GMbH, Germany. Only pesticides with occurrence concentrations of > 1% were reported herein.
bSD, standard deviation.
c% positive (n), percentage of positive samples (n = number of samples analyzed).
*DMF, N-(2,4-Dimethylphenyl)-formamide; DMPF, N'-(2,4-Dimethylphenyl)-N-methylformamidine.
**DDD, sum of p,p and p,o-dichlorodiphenyldichloroethane; DDE, sum of p,p- and o,p-dichlorodiphenyldichloroethylene; DDT, dichlorodiphenyltrichloroethane.
***HCH, sum of γ- hexachlorocyclohexane, α- hexachlorocyclohexane, β- hexachlorocyclohexane, and δ- hexachlorocyclohexane isomers
List of pesticides found in German and Israeli honey samples .
| Pesticide | Mean (μg/kg) ± SD | % positive | Mean (μg/kg) ± SD | % positive (N) | European MRL | Mean oral LD50 | Risk | Risk (%) |
|---|---|---|---|---|---|---|---|---|
| Honey from Germany | Honey from Israel | |||||||
| 2,4- | 14 ± 3 | 9 (64) | 2 ± 1 | 18 (22) | 50 | 94 | 0.0001 | 0.00003 |
| Acetamiprid | 12 ± 1 | 10 (39) | 2 ±1.0 | 14 (22) | 50 | 14.3 | 0.0007 | 0.0002 |
| DMF | 26 ± 25 | 8 (162) | 24 ±21 | 96 (22) | 200 | NA | - | - |
| DMPF | 18 ± 8 | 4 (162) | 16 ± 15 | 96 (22) | NA | - | - | |
| Carbendazim | 15 ± 8 | 21 (53) | 2.3 ± 2.3 | 14 (22) | 1000 | > 756 | 0.00003 | 0.000003 |
| Clopyralid | 73 ± 58 | 34 (80) | 9 ± 9 | 23 (22) | 50 | > 100 | 0.002 | 0.0002 |
| Coumaphos | 9 ± 10 | 3 (104) | 2 ± 1 | 96 (22) | 100 | NA | - | - |
| Permethrin | 113 ± 185 | 29 (14) | ND | ND | - | 0.13 | 2 | - |
| Thiacloprid | 23 ± 22 | 46 (141) | 2 ± 0.7 | 10 (22) | 200 | 17.3 | 0.005 | 0.00009 |
| Imidacloprid | ND | ND | 3 ± 1.4 | 59 (22) | 50 | 0.013 | - | 1.1 |
| Pirimicarb-desmethyl | ND | ND | 2 ± 0.8 | 27 (22) | - | NA | - | - |
aGerman honey samples were collected from German apiaries during January-May 2018 and analyzed at the Department of Instrumental Analytic, Bilacon GMbH, Germany. Israeli honey samples were collected during February-July 2018 from 22 apiaries scattered across the country. Only pesticide, with occurrence concentrations of > 1% were reported herein.
bSD, standard deviation.
c% positive (n), percentage of positive samples (n = number of samples analyzed).
dMRL, maximum residue limit.
eLD50, mean lethal dose required to kill half the members of a tested population after a specified duration. Data was retrieved from Pesticide Properties Database website: https://sitem.herts.ac.uk/aeru/ppdb/en/
f Risk, was calculated according to the following equation:
% risk = [%] positive samples x average residue dose [μg]/LD50 [μg/adult bee]; the residue dose was obtained from the product, mean residue concentration x average daily intake of honey (80 mg/day) [6].
gAmitraz, including the metabolites DMPF, DMF and the 2,4 -dimethylaniline moiety.
hNA, data not available.
i-, not defined.
jND, not detected.
*DMF, N-(2,4-Dimethylphenyl)-formamide.
**DMPF, N'-(2,4-Dimethylphenyl)-N-methylformamidine.