Entomopathogenic Fungus and Enhanced Diatomaceous Earth: The Sustainable Lethal Combination against Tribolium castaneum
Abstract
:1. Introduction
2. Materials and Methods
2.1. Insect Culture
2.2. Grains
2.3. DE Formulation
2.4. Entomopathogenic Fungus Culture
2.5. Radial Growth Test
2.6. Bioassays
2.7. Mycosis and Sporulation
2.8. Statistical Analysis
3. Results
3.1. Radial Growth Test
3.2. Mortality Bioassays
3.3. Progeny
3.4. Mycosis and Sporulation
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Source | DF | F | p |
---|---|---|---|
Dose | 4 | 584.2 | <0.01 |
Exposure interval | 4 | 2441.6 | <0.01 |
Dose × exposure interval | 16 | 4.2 | <0.01 |
Dose | 2 Days | 4 Days | 7 Days | 10 Days | 15 Days | F | p |
---|---|---|---|---|---|---|---|
25 ppm | 15.2 ± 0.6 Bd | 18.6 ± 0.8 Bd | 23.6 ± 0.9 Bc | 31.4 ± 0.7 Bb | 40.5 ± 1.3 ABa | 128.0 | ˂0.01 |
50 ppm | 13.4 ± 0.5 Bd | 17.5 ± 0.8 Bcd | 22.3 ± 0.7 Cc | 29.4 ± 0.5 Cb | 38.4 ± 1.0 Ba | 121.0 | ˂0.01 |
75 ppm | 10.3 ± 0.6 Cd | 15.6 ± 0.6 Cd | 18.8 ± 0.7 Cc | 25.2 ± 0.8 Db | 36.6 ± 1.1 Ca | 106.0 | ˂0.01 |
100 ppm | 6.4 ± 0.4 Dd | 9.3 ± 0.3 Dd | 11.2 ± 0.4 Dc | 18.6 ± 0.5 Db | 29.6 ± 0.8 Da | 118.0 | ˂0.01 |
Control | 16.7 ± 0.6 Ad | 20.5 ± 0.9 Ac | 24.2 ± 0.8 Ac | 33.3 ± 1.1 Ab | 41.4 ± 1.2 Aa | 115.0 | ˂0.01 |
F | 60.0 | 59.8 | 63.7 | 70.0 | 68.4 | - | - |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - |
Effect | Mortality | Progeny | ||||
---|---|---|---|---|---|---|
DF | F | p | DF | F | p | |
Treatment | 6 | 4592.17 | <0.01 | 7 | 14,831.9 | <0.01 |
Exposure interval | 1 | 7734.65 | <0.01 | - | - | - |
Developmental stage | 1 | 774.40 | <0.01 | - | - | - |
Storage period | 4 | 3941.58 | <0.01 | 4 | 2035.62 | <0.01 |
Treatment × exposure interval | 6 | 28.17 | <0.01 | - | - | - |
Treatment × developmental stage | 6 | 3.28 | <0.01 | - | - | - |
Treatment × storage period | 24 | 11.29 | <0.01 | 28 | 70.70 | <0.01 |
Exposure interval × developmental stage | 1 | 1.39 | 0.23 | - | - | - |
Exposure interval × storage period | 4 | 8.82 | <0.01 | - | - | - |
Developmental stage × storage period | 4 | 4.52 | <0.01 | - | - | - |
Treatment × exposure interval × developmental stage | 6 | 2.88 | <0.01 | - | - | - |
Treatment × exposure interval × storage period | 24 | 29.70 | <0.01 | - | - | - |
Treatment × developmental stage × storage period | 24 | 6.05 | <0.01 | - | - | - |
Exposure interval × developmental stage × storage period | 4 | 15.93 | <0.01 | - | - | - |
Treatment × exposure interval × developmental stage × storage period | 24 | 3.07 | <0.01 | - | - | - |
Host Stage | Treatment | Storage Period | ||||||
---|---|---|---|---|---|---|---|---|
0 Days | 30 Days | 60 Days | 90 Days | 120 Days | F | p | ||
Larvae | DEA | 71.1 ± 1.4 Ca | 66.8 ± 1.4 Da | 54.4 ± 1.1 Db | 42.2 ± 1.1 Cc | 36.6 ± 2.1 Dc | 100.0 | ˂0.01 |
F1 | 43.3 ± 1.5 Fa | 36.3 ± 1.6 Fb | 29.7 ± 1.4 Fc | 18.3 ± 1.0 Ed | 13.8 ± 0.6 Fd | 90.9 | ˂0.01 | |
F2 | 48.6 ± 1.3 Ea | 41.5 ± 0.9 Fb | 33.4 ± 1.2 Fc | 24.5 ± 1.1 Ed | 19.6 ± 1.6 EFd | 102.1 | ˂0.01 | |
F3 | 63.7 ± 1.5 Da | 56.4 ± 1.8 Eb | 43.7 ± 1.1 Ec | 30.8 ± 1.3 Cd | 25.1 ± 1.4 Ed | 130.0 | ˂0.01 | |
DEA + F1 | 88.5 ± 1.4 Ba | 79.5 ± 1.5 Cb | 67.7 ± 1.0 Cc | 53.1 ± 1.1 Bd | 43.8 ± 1.0 Ce | 226.5 | ˂0.01 | |
DEA + F2 | 100.0 ± 0.0 Aa | 91.3 ± 1.1 Bb | 74.8 ± 1.3 Bc | 57.8 ± 1.4 Bd | 51.7 ± 1.2 Be | 343.4 | ˂0.01 | |
DEA + F3 | 100.0 ± 0.0 Aa | 100.0 ± 0.0 Aa | 83.8 ± 1.7 Ab | 64.8 ± 1.1 Ac | 58.7 ± 1.5 Ad | 275.0 | ˂0.01 | |
F | 371.0 | 330.0 | 263.2 | 242.0 | 140.0 | - | - | |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - | |
Adults | DEA | 62.9 ± 1.0 Da | 54.3 ± 1.4 Db | 50.7 ± 1.7 Cb | 39.9 ± 1.5 Cc | 28.3 ± 1.2 Cd | 92.2 | ˂0.01 |
F1 | 35.5 ± 2.2 Fa | 30.0 ± 1.5 Fa | 22.9 ± 1.5 Eb | 17.7 ± 1.0 Eb | 9.5 ± 0.9 Fc | 59.1 | ˂0.01 | |
F2 | 40.9 ± 1.6 Fa | 33.3 ± 1.5 Fb | 25.5 ± 1.4 Ec | 21.4 ± 1.4 Ec | 15.2 ± 1.0 Ed | 52.0 | ˂0.01 | |
F3 | 52.7 ± 1.6 Ea | 45.5 ± 1.3 Eb | 34.8 ± 1.9 Dc | 28.7 ± 1.1 Dd | 21.4 ± 1.1 De | 78.7 | ˂0.01 | |
DEA + F1 | 81.8 ± 1.7 Ca | 72.4 ± 1.6 Cb | 61.3 ± 1.9 Bc | 49.3 ± 1.2 Bd | 40.2 ± 1.8 Be | 103.0 | ˂0.01 | |
DEA + F2 | 92.8 ± 1.4 Ba | 84.7 ± 1.4 Bb | 70.9 ± 1.6 Ac | 54.4 ± 1.4 Bd | 47.6 ± 1.4 Ae | 176.0 | ˂0.01 | |
DEA + F3 | 100 ± 0.0 Aa | 92.8 ± 2.0 Ab | 78.2 ± 1.9 Ac | 61.2 ± 1.5 Ad | 49.7 ± 1.4 Ae | 190.0 | ˂0.01 | |
F | 288.0 | 261.3 | 169.0 | 190.0 | 150.0 | - | - | |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - |
Host Stage | Treatment | Storage Period | ||||||
---|---|---|---|---|---|---|---|---|
0 Days | 30 Days | 60 Days | 90 Days | 120 Days | F | p | ||
Larvae | DEA | 92.3 ± 1.1 Ba | 87.3 ± 1.4 Ba | 80.7 ± 1.1 Cb | 66.6 ± 1.4 Dc | 54.2 ± 1.5 Dd | 141.0 | ˂0.01 |
F1 | 65.5 ± 1.4 Da | 58.5 ± 1.0 Eb | 51.6 ± 1.1 Fc | 34.9 ± 1.3 Fd | 28.4 ± 1.1 Fe | 173.2 | ˂0.01 | |
F2 | 78.7 ± 1.0 Ca | 69.5 ± 1.2 Db | 56.3 ± 1.1 Ec | 41.7 ± 1.1 Ed | 35.9 ± 1.5 Ee | 235.5 | ˂0.01 | |
F3 | 89.3 ± 1.0 Ba | 78.7 ± 1.1 Cb | 61.3 ± 1.0 Dc | 53.3 ± 1.1 Ed | 41.8 ± 1.6 Ed | 303.0 | ˂0.01 | |
DEA + F1 | 100.0 ± 0.0 Aa | 100.0 ± 0.0 Aa | 86.7 ± 1.2 Bb | 73.5 ± 1.3 Cc | 65.7 ± 1.5 Cd | 232.4 | ˂0.01 | |
DEA + F2 | 100.0 ± 0.0 Aa | 100.0 ± 0.0 Aa | 100.0 ± 0.0 Aa | 89.4 ± 1.1 Bb | 76.5 ± 1.9 Bc | 114.0 | ˂0.01 | |
DEA + F3 | 100.0 ± 0.0 Aa | 100.0 ± 0.0 Aa | 100.0 ± 0.0 Aa | 96.1 ± 1.2 Ab | 87.3 ± 1.6 Ac | 37.4 | ˂0.01 | |
F | 241.0 | 352.0 | 537.1 | 379.3 | 201.0 | - | - | |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - | |
Adults | DEA | 90.3 ± 1.0 Ba | 81.3 ± 1.5 Cb | 69.3 ± 1.3 Cc | 56.5 ± 1.4 Cd | 45.67 ± 1.4 De | 183.0 | ˂0.01 |
F1 | 59.2 ± 1.4 Ea | 55.3 ± 1.1 Fa | 47.6 ± 1.1 Eb | 33.9 ± 1.2 Ec | 24.86 ± 1.0 Gd | 148.0 | ˂0.01 | |
F2 | 67.6 ± 1.5 Da | 62.8 ± 1.3 Eb | 51.7 ± 1.4 DEc | 37.5 ± 0.9 Ed | 31.73 ± 0.9 Fe | 180.0 | ˂0.01 | |
F3 | 80.5 ± 1.3 Ca | 69.2 ± 1.3 Db | 55.8 ± 1.3 Dc | 46.4 ± 1.5 Dd | 38.22 ± 1.3 Ee | 162.0 | ˂0.01 | |
DEA + F1 | 100.0 ± 0.0 Aa | 93.8 ± 1.3 Bb | 76.2 ± 2.0 Bc | 64.2 ± 1.6 Bd | 52.49 ± 1.6 Ce | 204.0 | ˂0.01 | |
DEA + F2 | 100.0 ± 0.0 Aa | 100.0 ± 0.0 Aa | 89.6 ± 1.2 Ab | 77.7 ± 1.9 Ac | 61.18 ± 1.5 Bd | 190.0 | ˂0.01 | |
DEA + F3 | 100.0 ± 0.0 Aa | 100.0 ± 0.0 Aa | 95.4 ± 1.0 Ab | 83.4 ± 1.3 Ac | 70.52 ± 1.5 Ad | 165.0 | ˂0.01 | |
F | 287.0 | 269.0 | 195.0 | 185.0 | 161.0 | - | - | |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - |
Treatment | Storage Period | ||||||
---|---|---|---|---|---|---|---|
0 Days | 30 Days | 60 Days | 90 Days | 120 Days | F | p | |
DEA | 5.4 ± 0.4 Ce | 8.7 ± 0.5 Ed | 17.5 ± 0.7 Dc | 24.3 ± 0.6 Db | 31.5 ± 1.3 Da | 223.0 | ˂0.01 |
F1 | 18.3 ± 0.7 Be | 23.1 ± 0.8 Bd | 31.4 ± 0.9 Bc | 38.6 ± 1.2 Bb | 46.6 ± 1.0 Ba | 154.0 | ˂0.01 |
F2 | 15.7 ± 0.7 Bd | 17.5 ± 0.7 Cd | 23.5 ± 0.9 Cc | 32.6 ± 1.2 Cb | 37.7 ± 1.1 Ca | 107.0 | ˂0.01 |
F3 | 7.4 ± 0.5 Ce | 13.3 ± 0.7 Dd | 19.1 ± 0.8 Dc | 27.7 ± 0.8 Db | 34.4 ± 1.1 CDa | 182.0 | ˂0.01 |
DEA + F1 | 1.2 ± 0.3 Ed | 3.5 ± 0.4 Fd | 11.8 ± 0.7 Ec | 18.3 ± 0.9 Eb | 23.6 ± 0.8 Ea | 239.0 | ˂0.01 |
DEA + F2 | 0.0 ± 0.0 De | 2.6 ± 0.3 FGd | 7.6 ± 0.4 Fc | 10.4 ± 0.7 Fb | 15.4 ± 0.8 Fa | 133.0 | ˂0.01 |
DEA + F3 | 0.0 ± 0.0 Dd | 0.0 ± 0.0 Gd | 2.2 ± 0.4 Gc | 6.5 ± 0.6 Fb | 10.7 ± 0.7 Ga | 96.9 | ˂0.01 |
Control | 84.6 ± 1.9 Ab | 89.5 ± 1.5 Aab | 91.7 ± 1.3 Aa | 87.5 ± 1.3 Aab | 86.8 ± 0.9 Aab | 3.68 | ˂0.01 |
F | 1282.0 | 1586.0 | 1216.0 | 717.0 | 635.0 | - | - |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - |
Effect | Mycosis | Sporulation | ||||
---|---|---|---|---|---|---|
DF | F | p | DF | F | p | |
Treatment | 5 | 2237.8 | <0.01 | 5 | 8115.4 | <0.01 |
Developmental stage | 1 | 3976.2 | <0.01 | 1 | 2174.4 | <0.01 |
Storage period | 4 | 3245.1 | <0.01 | 4 | 6610.5 | <0.01 |
Treatment × developmental stage | 5 | 1582.1 | <0.01 | 5 | 5.4 | <0.01 |
Treatment × storage period | 20 | 17.0 | <0.01 | 20 | 315.5 | <0.01 |
Developmental stage × storage period | 4 | 28.8 | <0.01 | 4 | 163.8 | <0.01 |
Treatment × developmental stage × storage period | 20 | 7.7 | <0.01 | 20 | 235.5 | <0.01 |
Host Stage | Treatment | Storage Period | ||||||
---|---|---|---|---|---|---|---|---|
0 Days | 30 Days | 60 Days | 90 Days | 120 Days | F | p | ||
Larvae | F1 | 98.3 ± 0.7 Aa | 95.5 ± 0.7 Ab | 90.3 ± 1.5 Ac | 84.2 ± 1.6 Ad | 76.4 ± 1.0 Ae | 190.3 | ˂0.01 |
F2 | 92.4 ± 1.0 Ba | 88.1 ± 1.2 Bb | 82.4 ± 1.6 Bc | 74.5 ± 1.4 Bd | 67.4 ± 0.7 Be | 233.7 | ˂0.01 | |
F3 | 85.7 ± 1.3 Ca | 80.7 ± 1.2 Cb | 73.4 ± 1.7 Cc | 66.5 ± 1.7 Cd | 59.6 ± 1.6 Ce | 263.2 | ˂0.01 | |
DEA + F1 | 75.7 ± 1.7 Da | 71.3 ± 1.7 Db | 63.7 ± 2.1 Dc | 50.6 ± 1.4 Dd | 34.5 ± 1.4 De | 715.0 | ˂0.01 | |
DEA + F2 | 69.5 ± 1.7 Ea | 64.6 ± 1.6 Eb | 55.3 ± 1.4 Ec | 43.1 ± 1.6 Ed | 31.3 ± 1.1 Ee | 563.5 | ˂0.01 | |
DEA + F3 | 61.2 ± 1. 5 Fa | 54.6 ± 1.7 Fb | 43.6 ± 1.7 Fc | 32.7 ± 1.5 Fd | 20.4 ± 1.5 Fe | 719.0 | ˂0.01 | |
F | 431.0 | 488.2 | 775.0 | 1131.4 | 1300.0 | - | - | |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - | |
Adults | F1 | 91.5 ± 1.3 Fa | 87.3 ± 1.2 Fa | 81.2 ± 0.8 Fb | 78.5 ± 0.6 Fc | 69.33 ± 0.4 Fd | 352.0 | ˂0.01 |
F2 | 87.3 ± 1.2 Aa | 82.8 ± 2.1 Aa | 74.5 ± 1.7 Ab | 65.7 ± 1.1 Ac | 54.8 ± 1.3 Ad | 74.4 | ˂0.01 | |
F3 | 81.5 ± 0.8 Ba | 76.6 ± 1.6 Bb | 67.8 ± 1.0 Bc | 59.2 ± 0.9 Bd | 48.3 ± 0.6 Be | 161.0 | ˂0.01 | |
DEA + F1 | 72.8 ± 0.7 Ca | 67.8 ± 0.9 Cb | 56.1 ± 1.1 Cc | 47.5 ± 0.9 Cd | 30.5 ± 0.7 Ce | 368.0 | ˂0.01 | |
DEA + F2 | 66.3 ± 1.0 Da | 60.4 ± 1.1 Db | 49.5 ± 0.9 Dc | 40.1 ± 0.7 Dd | 26.3 ± 0.9 De | 304.0 | ˂0.01 | |
DEA + F3 | 59.6 ± 1.1 Ea | 51.3 ± 0.9 Eb | 38.5 ± 0.9 Ec | 29.4 ± 0.8 Ed | 16.6 ± 0.9 Ee | 317.0 | ˂0.01 | |
F | 185.0 | 112.0 | 226.1 | 431.0 | 449.0 | - | - | |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - |
Host Stage | Treatment | Storage Period | ||||||
---|---|---|---|---|---|---|---|---|
0 Days | 30 Days | 60 Days | 90 Days | 120 Days | F | p | ||
Larvae | F1 | 301.5 ± 1.3 Aa | 291.2 ± 1.3 Ba | 270.3 ± 1.0 Ca | 242.4 ± 1.1 Da | 213.33 ± 1.1 Ea | 979.0 | ˂0.01 |
F2 | 292.4 ± 1.2 Ab | 280.2 ± 1.2 Bb | 261.4 ± 1.1 Cb | 229.1 ± 1.2 Db | 198.8 ± 1.1 Eb | 1091.2 | ˂0.01 | |
F3 | 275.3 ± 1.3 Ac | 264.2 ± 1.2 Bc | 248.5 ± 1.1 Cc | 218.4 ± 1.1 Dc | 186.4 ± 1.2 Ec | 937.5 | ˂0.01 | |
DEA + F1 | 223.2 ± 1.3 Ad | 212.7 ± 1.2 Bd | 201.3 ± 1.1 Cd | 184.5 ± 1.1 Dd | 160.2 ± 1.1 Ed | 543.0 | ˂0.01 | |
DEA + F2 | 208.8 ± 0.9 Ae | 199.3 ± 1.1 Be | 186.7 ± 1.1 Ce | 171.2 ± 1.3 De | 152.1 ± 1.2 Ee | 423.0 | ˂0.01 | |
DEA + F3 | 195.1 ± 1.1 Af | 187.2 ± 1.0 Bf | 173.1 ± 1.4 Cf | 158.7 ± 1.0 Df | 129.7 ± 1.2 Ef | 493.1 | ˂0.01 | |
F | 1476.3 | 1490.0 | 1320.0 | 890.0 | 761.0 | - | - | |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - | |
Adults | F1 | 287.8 ± 2.0 Aa | 279.7 ± 1.7 Ab | 251.1 ± 1.2 Bc | 229.6 ± 1.2 Ad | 194.8±1.7 Ae | 576.1 | ˂0.01 |
F2 | 284.7 ± 1.6 Aa | 267.8 ± 1.9 Bb | 232.6 ± 1.3 Cc | 216.7 ± 1.2 Bd | 164.2±1.9 Be | 892.0 | ˂0.01 | |
F3 | 260.8 ± 1.8 Ba | 252.1 ± 1.4 Cb | 225.5 ± 1.4 Dc | 202.2 ± 1.4 Cd | 159.3±1.6 Be | 720.3 | ˂0.01 | |
DEA + F1 | 212.1 ± 1.3 Cb | 203.4 ± 1.0 Fe | 186.5 ± 1.4 Aa | 161.2 ± 1.4 Dc | 142.8±1.3 Cd | 2918.6 | ˂0.01 | |
DEA + F2 | 201.4 ± 1.5 Da | 182.1 ± 1.8 Db | 170.1 ± 1.2 Ec | 154.5 ± 1.6 Ed | 128.6±1.4 De | 336.0 | ˂0.01 | |
DEA + F3 | 186.2 ± 2.2 Ea | 173.6 ± 1.8 Eb | 154.3 ± 1.6 Fc | 143.7 ± 1.5 Fd | 114.6±1.3 Ee | 263.0 | ˂0.01 | |
F | 641.0 | 1761.0 | 1358.0 | 684.0 | 340.0 | - | - | |
p | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | ˂0.01 | - | - |
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Wakil, W.; Kavallieratos, N.G.; Nika, E.P.; Riasat, T.; Ghazanfar, M.U.; Rasool, K.G.; Husain, M.; Aldawood, A.S. Entomopathogenic Fungus and Enhanced Diatomaceous Earth: The Sustainable Lethal Combination against Tribolium castaneum. Sustainability 2023, 15, 4403. https://doi.org/10.3390/su15054403
Wakil W, Kavallieratos NG, Nika EP, Riasat T, Ghazanfar MU, Rasool KG, Husain M, Aldawood AS. Entomopathogenic Fungus and Enhanced Diatomaceous Earth: The Sustainable Lethal Combination against Tribolium castaneum. Sustainability. 2023; 15(5):4403. https://doi.org/10.3390/su15054403
Chicago/Turabian StyleWakil, Waqas, Nickolas G. Kavallieratos, Erifili P. Nika, Tahira Riasat, Muhammad Usman Ghazanfar, Khawaja G. Rasool, Mureed Husain, and Abdulrahman S. Aldawood. 2023. "Entomopathogenic Fungus and Enhanced Diatomaceous Earth: The Sustainable Lethal Combination against Tribolium castaneum" Sustainability 15, no. 5: 4403. https://doi.org/10.3390/su15054403
APA StyleWakil, W., Kavallieratos, N. G., Nika, E. P., Riasat, T., Ghazanfar, M. U., Rasool, K. G., Husain, M., & Aldawood, A. S. (2023). Entomopathogenic Fungus and Enhanced Diatomaceous Earth: The Sustainable Lethal Combination against Tribolium castaneum. Sustainability, 15(5), 4403. https://doi.org/10.3390/su15054403