Submitted:
17 January 2024
Posted:
17 January 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Literature Search and Study Selection

2.2. Inclusion and Exclusion Criteria
2.3. Data Extraction
2.4. Study Quality Assessment
2.5. Statistical Analysis
2.5.1. Meta-Analysis
2.5.2. Heterogeneity Assessment
2.5.3. Meta-ANOVA and Meta-Regression
2.5.4. Publication Bias
3. Results
3.1. Dataset and Study Characteristics
3.2. Assessment of Risk of Bias

3.3. Meta-Analysis
3.3.1. Growth Performance

3.3.2. Serum Antioxidant Parameters
3.3.3. Immune Indices
3.4. Meta-ANOVA and Meta-Regression
3.4.1. Meta-ANOVA (Subgroup Analysis)
| Variable | Random effect model | Heterogeneity | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 95% CI | p-value | |||||||||
| k | SMD | Lower | Upper | I2 | τ2 | τ | Q | df | ||
| ADFI, g/day | ||||||||||
| Chestnut (Ch) | 5 | 2.9020 | -0.7572 | 6.5612 | 97.6 | 17.1981 | 4.1471 | 90.69 | 6 | < 0.0001 |
| GMTA | 7 | -0.5921 | -1.7603 | 0.5761 | 94.3 | 2.3387 | 1.5293 | |||
| Grape extract | 1 | 1.3074 | 0.9121 | 1.7027 | -- | -- | -- | |||
| GSP | 7 | 0.8966 | -0.0135 | 1.8067 | 93.8 | 1.4162 | 1.1901 | |||
| Grape pomace | 2 | 1.7150 | -0.0379 | 3.4680 | 81.2 | 1.3052 | 1.1425 | |||
| Ch/Qu | 1 | -1.1924 | -1.5816 | -0.8031 | -- | -- | -- | |||
| Gallnut tannic acid | 2 | 0.7042 | 0.0700 | 1.3383 | 71.3 | 0.1494 | 0.3866 | |||
| ADG, g/day | ||||||||||
| Chestnut | 5 | 6.4894 | -3.6569 | 16.6357 | 98.2 | 133.1920 | 11.5409 | 140.33 | 7 | < 0.0001 |
| GMTA | 7 | -22.5090 | -32.1307 | -12.8873 | 96.8 | 162.8086 | 12.7596 | |||
| Grape extract | 1 | 1.0764 | 0.6928 | 1.4601 | -- | -- | -- | |||
| Quebracho (Qu) | 2 | 6.0871 | 4.2437 | 7.9306 | 0.0 | 0 | 0 | |||
| GSP | 7 | 1.6444 | 0.5049 | 2.7839 | 94.7 | 2.2453 | 1.4984 | |||
| Grape pomace | 2 | 2.6567 | -0.3419 | 5.6553 | 90.9 | 4.2610 | 2.0642 | |||
| Ch/Qu | 1 | -1.1924 | -1.5816 | -0.8031 | -- | -- | -- | |||
| Gallnut tannic acid | 2 | 0.6481 | -0.8556 | 2.1518 | 94.6 | 1.1142 | 1.0556 | |||
| Final Body Weight, Kg | ||||||||||
| Chestnut | 5 | 1.7184 | -0.0760 | 3.5128 | 96.6 | 4.0292 | 2.0073 | 77.54 | 8 | < 0.0001 |
| GMTA | 3 | -0.2500 | -0.7892 | 0.2892 | 0.0 | 0 | 0 | |||
| Grape extract | 1 | 1.9873 | 1.5476 | 2.4269 | -- | -- | -- | |||
| Quebracho | 2 | 0.0868 | -0.6090 | 0.7826 | 0.0 | 0 | 0 | |||
| Carob pods | 3 | 0.7726 | -1.1539 | 2.6992 | 97.6 | 2.8320 | 1.6829 | |||
| GSP | 6 | 0.9624 | -0.1213 | 2.0461 | 94.2 | 1.7380 | 1.3183 | |||
| Grape pomace | 2 | 5.5956 | -2.2497 | 13.4409 | 95.6 | 30.6831 | 5.5392 | |||
| Ch/Qu | 1 | -0.3416 | -0.7021 | 0.0190 | -- | -- | -- | |||
| Gallnut tannic acid | 2 | 0.4981 | -0.4853 | 1.4816 | 88.2 | 0.4443 | 0.6666 | |||
| FCR | ||||||||||
| Chestnut | 2 | -2.8044 | -7.0268 | 1.4179 | 98.9 | 9.1831 | 3.0304 | 54.46 | 7 | < 0.0001 |
| GMTA | 7 | -1.7433 | -3.5702 | 0.0836 | 96.6 | 5.8898 | 2.4269 | |||
| Grape extract | 1 | -0.4968 | -0.8603 | -0.1333 | -- | -- | -- | |||
| Carob pods | 3 | 0.8295 | -0.0430 | 1.7020 | 89.7 | 0.5374 | 0.7331 | |||
| GSP | 7 | -2.4528 | -3.5728 | -1.3328 | 94.3 | 2.1331 | 1.4605 | |||
| Grape pomace | 2 | -1.4908 | -6.1186 | 3.1371 | 96.6 | 10.7723 | 3.2821 | |||
| Ch/Qu | 1 | 0.8517 | 0.4775 | 1.2259 | -- | -- | -- | |||
| Gallnut tannic acid | 2 | -0.0982 | -2.6187 | 2.4223 | 98.0 | 3.2399 | 1.8000 | |||
3.4.2. Meta-Regression
4. Discussion
4.1. Study Quality Assessment
4.2. Growth Performance
4.3. Serum Antioxidant Capacity
4.4. Immune Indices
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Author (Year) | Weaned age (days) | Suppl. Duration (days) | Tannin Type1 | Tannin Source2 | Average Weight (Kg) | Tannin Dosage (mg/kg) | Parameters of Analysis3 |
|---|---|---|---|---|---|---|---|
| Xu et al [56] | 28 | 20 | HT | Chestnut | 8.6 | 1500 | FBW, ADFI, ADG, FCR |
| Wang et al [33] | 21 | 14 | HT | GMTA | 5.99 ± 0.13 | 500, 1000, 1500 | FBW, ADFI, ADG, FCR |
| Wang et al [57] | 21 | 14 | HT | GMTA | 5.99 ± 0.13 | 1000 | GSH-Px, SOD, CAT, MDA |
| Rajkovic et al [15] | 23 | 56 | CT | Grape extract | 6.9 ± 0.1 | 148 | FBW, ADFI, ADG, FCR |
| Ma et al [32] | 28 | 20 | CT | Quebracho | - | 2000, 3000 | FBW, ADG |
| Liu et al [58] | 28 | 28 | HT | Chestnut wood | 7.81 ± 0.99 | 1000 | FBW, ADFI, ADG, FCR, T-AOC, SOD, GSH-Px, CAT, MDA, IgA, IgG, IgM |
| Lee et al [31] | 21 | 28 | HT | G. tannic Acid | 6.485 ± 0.66 | 125, 250, 500, 1000 | ADFI, ADG, FCR |
| Kotrotsios et al [30] | 30 | 55 | CT | Carob Pods | - | 75000, 100000,125000 | FCR |
| Han et al [59] | 28 | 28 | CT | GSP | 9.3 ± 0.5 | 250 | ADFI, ADG, FCR, SOD, GSH-Px, MDA |
| Fang et al [27] | 28 | 28 | CT | GSP | 8.4 ± 0.17 | 40, 70, 100 | FBW, ADFI, ADG, FCR, T-AOC, SOD, GSH-Px, CAT, MDA |
| Chedea et al [60] | 21 | 36 | CT | Grape Pomace | 10.70 ± 0.8 | 50000 | FBW, ADFI, ADG, FCR |
| Caprarulo et al [26] | 35 | 40 | HT/CT | Blend (Ch/Qu) | - | 12500 | FBW, ADFI, ADG, FCR |
| Biagi et al [22] | 28 | 28 | HT | Chestnut wood | 8.23 ± 0.93 | 1130, 2250, 4500 | FBW, ADFI, ADG |
| Kafantaris et al [29] | 21 | 30 | CT | Grape Pomace | 6.49 ± 0.66 | 90000 | FBW, ADFI, ADG, FCR, GSH-Px, CAT |
| Hao et al [28] | 21 | 28 | CT | GSP | 6.99 ± 0.11 | 50, 100, 150 | FBW, ADFI, ADG, FCR, T-AOC, SOD, GSH-Px, CAT, MDA, IgA, IgG, IgM |
| Yu et al [61] | 21 | 28 | HT | G. tannic acid | 6.6 ± 0.27 | 1973.09, 12004.84 | FBW, ADFI, ADG, FCR, MDA |
| Variablea | Model Results | Heterogeneityb | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 95% CIb | TM | Mixed Model Effects | ||||||||
| Estimate | SEb | p-value | Lower | Upper | QM | τ2 | τ | I2(%) | R2 | |
| ADFI | ||||||||||
| GSP | -0.0118 | 0.0054 | 0.0297 | -0.0224 | -0.0012 | 4.7277 | 0.8393 | 0.9161 | 90.27 | 40.74 |
| GMTA | -0.0015 | 0.0013 | 0.2556 | -0.0040 | 0.0011 | 1.2923 | 2.1981 | 1.4826 | 95.53 | 6.01 |
| ADG | ||||||||||
| Chestnut | -0.0013 | 0.0046 | 0.7806 | -0.0103 | 0.0077 | 0.0776 | 174.7742 | 13.2202 | 99.88 | 0.00 |
| GMTA | 0.0136 | 0.0102 | 0.1799 | -0.0063 | 0.0335 | 1.7983 | 142.6673 | 11.9443 | 96.53 | 12.37 |
| GSP | -0.0071 | 0.0090 | 0.4322 | -0.0247 | 0.0106 | 0.6169 | 2.4329 | 1.5598 | 95.82 | 0.00 |
| FBW | ||||||||||
| Chestnut | 0.0001 | 0.0008 | 0.8811 | -0.0015 | 0.0017 | 0.0224 | 5.3567 | 2.3145 | 97.57 | 0.00 |
| GSP | -0.0113 | 0.0158 | 0.4733 | -0.0422 | 0.0196 | 0.5143 | 1.9417 | 1.3935 | 95.15 | 0.00 |
| GMTA | 0.0002 | 0.0007 | 0.7497 | -0.0011 | 0.0015 | 0.1018 | 0.00 | 0.00 | 0.00 | 0.00 |
| Carob pods | -0.0000 | 0.0001 | 0.5469 | -0.0001 | 0.0001 | 0.3628 | 4.1985 | 2.0490 | 98.17 | 0.00 |
| FCR | ||||||||||
| GMTA | 0.0015 | 0.0022 | 0.4800 | -0.0027 | 0.0057 | 0.4989 | 6.4586 | 2.5414 | 97.33 | 0.00 |
| GSP | 0.0047 | 0.0091 | 0.6079 | -0.0132 | 0.0226 | 0.2633 | 2.4616 | 1.5690 | 95.18 | 0.00 |
| Variablea | Model Results | Heterogeneityb | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 95% CI | TM | Mixed Model Effects | ||||||||
| Estimate | SE | p-value | Lower | Upper | QM | τ2 | τ | I2(%) | R2 | |
| ADFI | ||||||||||
| GMTA | -0.0113 | 0.0945 | 0.9048 | -0.1965 | 0.1739 | 0.0143 | 2.8266 | 1.6813 | 96.63 | 0.00 |
| ADG | ||||||||||
| Chestnut | -3.2762 | 0.2604 | <.0001 | -3.7866 | -2.7659 | 158.2981 | 0.8039 | 0.8966 | 83.26 | 99.40 |
| GMTA | -1.6715 | 0.1233 | <.0001 | -1.9132 | -1.4299 | 183.7752 | 0.00 | 0.00 | 0.00 | 100.00 |
| FBW | ||||||||||
| Chestnut | -1.6715 | 0.1233 | <.0001 | -1.9132 | -1.4299 | 183.7752 | 0.00 | 0.00 | 0.00 | 100.00 |
| FCR | ||||||||||
| GMTA | -0.2836 | 0.0767 | 0.0002 | -0.4339 | -0.1333 | 13.6825 | 1.7732 | 1.3316 | 91.34 | 69.89 |
| Variablea | Model Results | Heterogeneityb | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 95% CIb | TM | Mixed Model Effects | ||||||||
| Estimate | SEb | p-value | Lower | Upper | QM | τ2 | τ | I2(%) | R2 | |
| ADFI | ||||||||||
| GSP | -0.0650 | 0.1437 | 0.6509 | 0.1437 | 0.2166 | 0.2048 | 1.6443 | 1.2823 | 94.85 | 0.00 |
| ADG | ||||||||||
| GSP | 0.0308 | 0.1837 | 0.8669 | -0.3292 | 0.3908 | 0.0281 | 2.7213 | 1.6496 | 96.22 | 0.00 |
| FBW | ||||||||||
| GSP | -0.1648 | 0.1565 | 0.2923 | -0.4716 | 0.1419 | 1.1091 | 1.7038 | 1.3053 | 94.76 | 1.97 |
| FCR | ||||||||||
| GSP | -0.1249 | 0.1722 | 0.4682 | -0.4624 | 0.2126 | 0.5263 | 2.3496 | 1.5329 | 94.70 | 0.00 |
| Items | Bias | SEa | t-value | dfa | p-value |
|---|---|---|---|---|---|
| Growth Performance | |||||
| Average Daily Feed Intake | 4.1020 | 3.0431 | 1.35 | 23 | 0.1908 |
| Average Daily Gain | -2.7391 | 2.2461 | -1.22 | 25 | 0.2340 |
| Final Body Weight | 3.3762 | 2.5073 | 1.35 | 23 | 0.1912 |
| Feed Conversion Ratio | -9.8262 | 2.9735 | -3.30 | 23 | 0.0031 |
| Serum Antioxidant Indices | |||||
| MDA | -4.3594 | 1.1747 | -3.71 | 9 | 0.0048 |
| Items | dfb | Random Effects Model | Heterogeneityb | |||
| Effect Size | p-value | Q(p-value) | I2 (%) | τ2 | ||
| Growth Performance | ||||||
| Average Daily Feed Intake | 26 | 0.3874 | 0.5039 | 772.74(< 0.0001) | 96.6 | 8.9005 |
| Average Daily Gain | 27 | -2.0114 | 0.4911 | 1344.43(< 0.0001) | 98.0 | 236.7790 |
| Final Body Weight | 25 | 0.8494 | 0.0517 | 0.0517(< 0.0001) | 94.7 | 4.6938 |
| Feed Conversion Ratio | 30 | -0.3920 | 0.4478 | 1415.83(< 0.0001) | 97.9 | 8.1086 |
| Serum Antioxidant Indices | ||||||
| MDA | 13 | -2.2764 | 0.5254 | 181.67 (< 0.0001) | 92.8 | 171.0610 |
| T-SOD | 11 | 1.8200 | 0.0075 | 125.98 (< 0.0001) | 91.3 | 4.7714 |
| CAT | 11 | 1.0790 | 0.1289 | 191.54 (< 0.0001) | 94.3 | 5.7435 |
| GSH-Px | 8 | 2.6767 | 0.2590 | 174.24 (< 0.0001) | 95.4 | 47.3510 |
| T-AOC | 9 | 3.2990 | 0.2666 | 141.13 (< 0.0001) | 93.6 | 82.6910 |
| Immune Indices | ||||||
| IgA | 4 | 0.9356 | 0.8530 | 485.39(< 0.0001) | 99.2 | 126.7149 |
| IgG | 4 | 5.7818 | < 0.0001 | 51.91(< 0.0001) | 92.3 | 9.2207 |
| IgM | 5 | 9.0259 | 0.6023 | 448.01(< 0.0001) | 98.9 | 1783.7486 |
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