| Literature DB >> 35879523 |
José A Siles1, Inmaculada García-Romera2, Tomas Cajthaml3,4, Jorge Belloc2, Gloria Silva-Castro2, Jirina Szaková5, Pavel Tlustos5, Mercedes Garcia-Sanchez6.
Abstract
Biochar made-up of dry olive residue (DOR), a biomass resulting from the olive oil extraction industry, has been proposed to be used as a reclamation agent for the recovery of metal contaminated soils. The aim of the present study was to investigate whether the soil application of DOR-based biochar alone or in combination with arbuscular mycorrhizal fungi (AMF) leads to an enhancement in the functionality and abundance of microbial communities inhabiting metal contaminated soils. To study that, a greenhouse microcosm experiment was carried out, where the effect of the factors (i) soil application of DOR-based biochar, (ii) biochar pyrolysis temperature (considering the variants 350 and 500 °C), (iii) soil application dose of biochar (2 and 5%), (iv) soil contamination level (slightly, moderately and highly polluted), (v) soil treatment time (30, 60 and 90 days) and (vi) soil inoculation with Funneliformis mosseae (AM fungus) on β-glucosidase and dehydrogenase activities, FA (fatty acid)-based abundance of soil microbial communities, soil glomalin content and AMF root colonization rates of the wheat plants growing in each microcosm were evaluated. Biochar soil amendment did not stimulate enzyme activities but increased microbial abundances. Dehydrogenase activity and microbial abundances were found to be higher in less contaminated soils and at shorter treatment times. Biochar pyrolysis temperature and application dose differently affected enzyme activities, but while the first factor did not have a significant effect on glucosidase and dehydrogenase, a higher biochar dose resulted in boosted microbial abundances. Soil inoculation with F. mosseae favored the proliferation of soil AMF community and increased soil glomalin content as well as rates of AMF root colonization. This factor also interacted with many of the others evaluated to significantly affect soil enzyme activities, microbial abundances and AMF community. Our results indicate that the application of DOR-based biochar along with AMF fungi is an appropriate approach to improve the status of microbial communities in soils with a moderate metal contamination at short-term.Entities:
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Year: 2022 PMID: 35879523 PMCID: PMC9314387 DOI: 10.1038/s41598-022-17075-5
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.996
Results of MANOVA and post-hoc analyses on the effect of the factors application of DOR-based biochar, soil contamination level (“low”, “medium” and “high”), soil treatment time (30, 60 and 90 days), inoculation of F. mosseae and their interactions on soil enzyme activities (β-glucosidase and dehydrogenase), PLFA- and NLFA-based microbial abundance, easily extractable glomalin-related soil protein content (EE-GRSP) and AMF-root colonization rate.
| Factors | β-glucosidasea | Dehydrogenaseb | PLFAtotc | PLFAbacc | PLFAGram+c | PLFAGram-c | PLFAactc | PLFAfunc | NLFAAMFc | EE-GRSPd | AMF-root colonizatione |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Fsignificance (df)f | 0.19 (1) | 2.70 (1) | 1.83 (1) | ||||||||
| Post-hoc test | |||||||||||
| No application | 1283.79 b | 0.39 a | 10.54 a | 7.02 a | 2.67 a | 2.87 a | 1.07 a | 0.17 a | 0.63 a | 0.16 a | 5.00 a |
| Application | 1191.40 a | 0.39 a | 13.80 b | 9.44 b | 3.26 b | 4.10 b | 1.25 b | 0.28 b | 0.77 b | 0.16 a | 6.00 a |
| Fsignificance (df)f | |||||||||||
| Post-hoc test | |||||||||||
| Low | 1459.21 b | 0.45 b | 14.95 b | 10.53 b | 4.11 b | 4.33 b | 1.54 c | 0.20 b | 0.87 b | 0.17 a | 7.00 b |
| Medium | 1127.80 a | 0.46 b | 15.25 b | 10.95 c | 3.85 b | 4.96 c | 1.31 b | 0.38 c | 1.36 c | 0.16 a | 9.00 c |
| High | 1239.45 a | 0.14 a | 7.93 a | 4.96 a | 1.73 a | 2.26 a | 0.58 a | 0.15 a | 0.16 a | 0.19 b | 5.00 a |
| Fsignificance (df)f | |||||||||||
| Post-hoc test | |||||||||||
| 30 days | 1119.52 a | 0.45 b | 14.96 c | 10.13 b | 3.29 b | 5.20 c | 1.30 c | 0.32 b | 0.58 a | 0.17 a | 14.00 c |
| 60 days | 1196.07 b | 0.42 b | 12.62 b | 8.55 b | 2.98 b | 3.80 b | 1.23 b | 0.30 b | 1.16 c | 0.19 c | 5.75 b |
| 90 days | 1341.95 c | 0.38 a | 12.54 a | 8.58 a | 2.50 a | 3.34 a | 1.17 a | 0.20 a | 0.70 b | 0.15 b | 3.55 a |
| Fsignificance (df)f | 2.62 (1) | 0.74 (1) | 3.85 (1) | 1.66 (1) | 1.07 (1) | ||||||
| Post-hoc test | |||||||||||
| No inoculation | 1204.16 a | 0.43 a | 12.79 a | 8.90 b | 3.07 a | 3.78 a | 1.19 b | 0.23 a | 0.78 a | 0.16 a | 5.00 a |
| Inoculation | 1270.64 b | 0.33 a | 13.09 a | 8.89 a | 3.16 a | 4.13 a | 1.16 a | 0.29 a | 0.86 b | 3.41 b | 8.57 b |
| Significant interactions | B × S***, B × M*, S × T***, S × M***, T × M***, B × S × M***, S × T × M* | S × T***, S × M***, T × M*, B × T × M***, S × T × M*** | B × T***, B × M***, S × T***, B × S × T*** | B × T***, B × M***, S × T***, S × M***, M × T***, B × S × T***, S × T × M*** | B × T***, S × T***, S × M***, B × S × T***, S × T × M*** | B × T***, B × M***, S × T***, B × S × T*** | B × S***, B × T***, B × M***, S × T***, S × M***, B × S × T* | B × M***, S × T***, B × S × T* | S × T***, S × M***, B × S × T*, S × T × M*** | B × S*, S × T***, S × M***, T × M***, S × T × M***, B × S × T × M*** | B × T***, S × T***, S × M***, M × T***, S × T × M* |
Median values for each variable at each factor level are also shown.
aFor post-hoc tests, the values are expressed as µPNP (g soil dm)−1 (1 h)−1.
bFor post-hoc tests, the values are expressed as μmol INTF (g soil dm)−1 (1 h)−1.
cFor post-hoc tests, the values are expressed as µg PLFA or NLFA (g soil dm)−1.
dFor post-hoc tests, the values are expressed as mg (g soil dm)−1.
eFor post-hoc tests, the values are expressed as %.
fF-valuesignificance (degrees of freedom).
For MANOVA analyses, F-values in bold denote statistical significance (p ≤ 0.05), significance levels are shown at *p < 0.05, **p < 0.01 and ***p < 0.001; for post-hoc Tukey’s HSD tests, median values of followed by different letters are significantly different (p < 0.05).
Figure 1Box plots showing levels of β-glucosidase and dehydrogenase activities in soils contaminated at low, medium and high levels and amended at the doses of 2 and 5% with DOR-based biochar produced at 350 and 500 °C after 30, 60 and 90 days of experiment. Controls refers to unamended soils. Soils were inoculated with the AMF F. mosseae. The boxes represent the interquartile range (IQR) between the first and third quartiles (25th and 75th percentiles, respectively) and the vertical line inside the box defines the median. Whiskers represent the lowest and highest values within 1.5 times the IQR from the first and third quartiles, respectively. Dots represent outliers.
Figure 2Box plots showing PLFA-based total, bacterial and fungal abundance in soils contaminated at low, medium and high levels and amended at the doses of 2 and 5% with DOR-based biochar produced at 350 and 500 °C after 30, 60 and 90 days of experiment. Controls refers to unamended soils. Soils were inoculated with the AMF F. mosseae. The boxes represent the interquartile range (IQR) between the first and third quartiles (25th and 75th percentiles, respectively) and the vertical line inside the box defines the median. Whiskers represent the lowest and highest values within 1.5 times the IQR from the first and third quartiles, respectively. Dots represent outliers.
Figure 3Box plots showing levels of NLFA-based abundance of AMF, easily extractable glomalin-related soil content (EE-GRSP) and AMF-root colonization rate of wheat plants grown in soils contaminated at low, medium and high levels and amended at the doses of 2 and 5% with DOR-based biochar produced at 350 and 500 °C after 30, 60 and 90 days of experiment. Control refers to unamended soils. Soils were inoculated with the AMF F. mosseae. The boxes represent the interquartile range (IQR) between the first and third quartiles (25th and 75th percentiles, respectively) and the vertical line inside the box defines the median. Whiskers represent the lowest and highest values within 1.5 times the IQR from the first and third quartiles, respectively. Dots represent outliers.
Results of MANOVA and post-hoc analyses on the effect of the factors pyrolysis temperature of DOR-based biochar (350 and 500 °C), application dose of DOR-based biochar (2 and 5%), soil contamination level (“low”, “medium” and “high”), soil treatment time (30, 60 and 90 days), inoculation of F. mosseae (AMF) and their interactions on soil enzyme activities (β-glucosidase and dehydrogenase) considering only amended microcosms.
| Factors | β-glucosidasea | Dehydrogenaseb |
|---|---|---|
| Fsignificance (df)c | ||
| Post-hoc test | ||
| 350 °C | 1162.88 a | 0.40 b |
| 500 °C | 1200.48 b | 0.39 a |
| Fsignificance (df)c | ||
| Post-hoc test | ||
| 2% | 1232.74 b | 0.38 a |
| 5% | 1148.28 a | 0.41 b |
| Fsignificance (df)f | ||
| Post-hoc test | ||
| Low | 1436.14 b | 0.45 b |
| Medium | 1122.88 a | 0.46 b |
| High | 1229.23 a | 0.14 a |
| Fsignificance (df)f | ||
| Post-hoc test | ||
| 30 days | 1100.52 a | 0.41 b |
| 60 days | 1191.51 b | 0.42 b |
| 90 days | 1317.82 c | 0.38 a |
| Fsignificance (df)f | 0.51 (1) | |
| Post-hoc test | ||
| No inoculation | 1196.07 a | 0.44 b |
| Inoculation | 1183.59 a | 0.38 a |
| Significant interactions | P × D*, P × M*, D × M*, S × T***, T × M***, P × D × S***, P × S × T*, P × D × M*, D × S × M*** | D × S*, D × T***, D × M*, S × T***, S × M***, M × T*, P × D × T***, D × S × T***, D × S × M***, D × T × M***, S × T × M***, P × D × S × T***, D × S × T × M*** |
Median values for each variable at each factor level are also shown.
aFor post-hoc tests, the values are expressed as µPNP (g soil dm)−1 (1 h)−1.
bFor post-hoc tests, the values are expressed as μmol INTF (g soil dm)−1 (1 h)−1.
cF-valuesignificance (degrees of freedom).
For MANOVA analyses, F-values in bold denote statistical significance (p ≤ 0.05), significance levels are shown at *p < 0.05, **p < 0.01 and ***p < 0.001; for post-hoc Tukey’s HSD tests, median values followed by different letters are significantly different (p < 0.05).
Results of MANOVA and post-hoc analyses on the effect of the factors pyrolysis temperature of the DOR-based biochar (350 and 500 °C), application dose of DOR-based biochar (2 and 5%), soil contamination level (“low”, “medium” and “high”), soil treatment time (30, 60 and 90 days) and inoculation of F. mosseae (AMF) and their interactions on PLFA-based abundance of the different microbial groups considering only amended microcosms.
| Factors | PLFAtota | PLFAbaca | PLFAGram+a | PLFAGram-a | PLFAacta | PLFAfuna |
|---|---|---|---|---|---|---|
| Fsignificance (df)b | 0.32 (1) | 0.10 (1) | 2.64 (1) | 0.87 (1) | 1.29 (1) | |
| Post-hoc test | ||||||
| 350 °C | 13.55 a | 9.22 a | 3.32 a | 4.10 a | 1.23 a | 0.29 b |
| 500 °C | 14.01 a | 9.69 a | 3.21 a | 4.08 a | 1.25 a | 0.25 a |
| Fsignificance (df)b | 0.41 (1) | |||||
| Post-hoc | ||||||
| 2% | 13.57 a | 9.28 a | 3.09 a | 4.01 a | 1.23 a | 0.23 a |
| 5% | 14.01 b | 9.95 b | 3.37 b | 4.23 b | 1.27 a | 0.30 b |
| Fsignificance (df)b | ||||||
| Post-hoc test | ||||||
| Low | 15.44 b | 10.78 b | 4.21 c | 4.42 b | 1.56 c | 0.20 b |
| Medium | 15.41 b | 11.16 c | 3.92 b | 4.99 c | 1.32 b | 0.38 c |
| High | 8.00 a | 5.04 a | 1.73 a | 2.41 a | 0.58 a | 0.16 a |
| Fsignificance (df)b | 0.20 (2) | |||||
| Post-hoc test | ||||||
| 30 days | 15.22 c | 10.44 c | 3.31 a | 5.34 c | 1.33 b | 0.35 b |
| 60 days | 13.55 b | 9.32 b | 3.01 a | 3.93 b | 1.26 ab | 0.31 b |
| 90 days | 12.65 a | 8.95 a | 4.02 a | 3.71 a | 1.23 a | 0.20 a |
| Fsignificance (df)b | 0.29 (1) | 2.24 (1) | ||||
| Post-hoc test | ||||||
| No inoculation | 13.03 a | 9.93 b | 3.18 a | 3.90 a | 1.22 a | 0.25 a |
| Inoculation | 14.13 b | 9.09 a | 3.33 a | 4.41 b | 1.31 a | 0.30 b |
| Significant interactions | P × M***, D × S***, D × T*, S × T***, T × M*, P × D × S*, P × S × M***, D × S × T***, D × S × M*, S × T × M*, P × D × S × T* P × D × T × M*, | P × T***, P × M***,D × S***, S × T***, S × M***, T × M***, P × D × M*, P × D × S*, D × S × T***, D × S × M***, S × T × M***, P × D × S × T*, P × D × T × M* | P × D ***, P × T*, P × M*, D × S***, D × M***, S × T***, S × M***, T × M*, P × D × S*, D × S × T***, D × S × M***, S × T × M***, P × D × S × M*, P × D × T × M* | P × T*, P × M***, D × S *, D × T*, S × T***, P × S × T*, D × S × T*, S × T × M *, P × D × T × M* | P × M***, D × S*, S × T***, S × M*, D × S × T*, P × S × M* | P × D*, P × M***, D × S***, S × T***, S × M*, D × S × M*, P × D × T × M*** |
Median values for each variable at each factor level are also shown.
aFor post-hoc tests, the values are expressed as µg PLFA (g soil dm)-1.
bF-valuesignificance (degrees of freedom).
For MANOVA analyses, F-values in bold denote statistical significance (p ≤ 0.05), significance levels are shown at *p < 0.05, **p < 0.01 and ***p < 0.001; for post-hoc Tukey’s HSD tests, median values followed by different letters are significantly different (p < 0.05).
Results of MANOVA and post-hoc analyses on the effect of the factors pyrolysis temperature of the DOR-based biochar (350 and 500 °C), application dose of the DOR-based biochar (2 and 5%), soil contamination level (“low”, “medium” and “high”), soil treatment time (30, 60 and 90 days) and inoculation of F. mosseae (AMF) and their interactions on NLFA-based abundance of AMF, easily extractable glomalin-related soil content (EE-GRSP) and AMF-root colonization rate considering only amended microcosms.
| Factors | NLFAAMFa | EE-GRSPb | AMF-root colonizationc |
|---|---|---|---|
| Fsignificance (df)d | 1.33 (1) | 3.47 (1) | 2.41 (1) |
| Post-hoc test | |||
| 350 °C | 0.83 a | 0.160 a | 6.00 a |
| 500 °C | 0.72 a | 0.163 a | 6.00 a |
| Fsignificance (df)d | |||
| Post-hoc test | |||
| 2% | 0.72 a | 0.160 a | 5.50 a |
| 5% | 0.78 b | 0.174 b | 6.00 b |
| Fsignificance (df)d | |||
| Post-hoc test | |||
| Low | 0.88 b | 0.151 b | 7.00 c |
| Medium | 1.40 c | 0.112 a | 5.55 b |
| High | 0.17 a | 0.176 c | 5.00 a |
| Fsignificance (df)d | |||
| Post-hoc test | |||
| 30 days | 0.65 a | 0.146 a | 13.00 c |
| 60 days | 1.26 c | 0.181 c | 6.00 b |
| 90 days | 0.70 b | 0.155 b | 3.55 a |
| Fsignificance (df)d | |||
| Post-hoc test | |||
| No inoculation | 0.73 a | 0.159 a | 5.00 a |
| Inoculation | 0.81 b | 0.164 b | 7.00 b |
| Significant interactions | P × S***, S × T***, S × M***, T × M*, S × T × M*** | S × M***, S × T***, T × M***, P × S × M*, P × T × M*, S × T × M***, P × S × T × M*** | P × D*, P × T*, D × S***, D × T***, D × M***, S × T***, S × M***, T × M***, P × S × T*, P × D × T***, P × T × M***, D × S × T***, D × T × M***, S × T × M*, P × D × S × T***, P × D × S × M*, P × S × T × M***, P × D × T × M***, D × S × T × M*** |
Median values for each variable at each factor level are also shown.
aFor post-hoc tests, the values are expressed as µg NLFA (g soil dm)−1.
bFor post-hoc tests, the values are expressed as g (g soil dm)−1.
cFor post-hoc tests, the values are expressed as %.
dF-valuesignificance (degrees of freedom).
For MANOVA analyses, F-values in bold denote statistical significance (p ≤ 0.05), significance levels are shown at *p < 0.05, **p < 0.01 and ***p < 0.001; for post-hoc Tukey’s HSD tests, median values followed by different letters are significantly different (p < 0.05).