Data based slurry treatment decision tree to minimize antibiotic resistance and pathogen transfer while maximizing nutrient recycling
Do, T. T.; Nolan, S.; Hayes, N.; OFlaherty, V.; Burgess, C.; Brennan, F.; Walsh, F.
Show abstract
Direct application of pig slurry to agricultural land, as a means of nutrient recycling, introduces pathogens, antibiotic resistant bacteria, or genes, to the environment. With global environmental sustainability policies mandating a reduction in synthetic fertilisation and a commitment to a circular economy it is imperative to find effective on-farm treatments of slurry that maximises its fertilisation value and minimises risk to health and the environment. We assessed and compared the effect of storage, composting, and anaerobic digestion on pig slurry microbiome, resistome and nutrient content. Shotgun metagenomic sequencing and HT-qPCR arrays were implemented to understand the dynamics across the treatments. Our results identified that each of the treatment methods had advantages and disadvantages, depending on the parameter measured. The data suggests that storage and composting are optimal for the removal of human pathogens and anaerobic digestion for the reduction in AMR genes and mobile genetic elements. The nitrogen content is increased in storage and AD and reduced in composting. Thus, depending on the requirement for increased or reduced nitrogen the optimum treatment varies. Combining the results indicates that composting provides the greatest gain by reducing risk to human health and the environment. Network analysis revealed reducing Proteobacteria and Bacteroidetes while increasing Firmicutes will reduce the AMR content. KEGG analysis identified no significant change in the pathways across all treatments. This novel study provides a data driven decision tree to determine the optimal treatment for best practice to minimise pathogen, AMR and excess or increasing nutrient transfer from slurry to environment. Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=98 SRC="FIGDIR/small/481976v1_ufig1.gif" ALT="Figure 1"> View larger version (20K): org.highwire.dtl.DTLVardef@141af73org.highwire.dtl.DTLVardef@165bf42org.highwire.dtl.DTLVardef@ef86c5org.highwire.dtl.DTLVardef@1790fca_HPS_FORMAT_FIGEXP M_FIG C_FIG
Matching journals
The top 9 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Concurrent stimulation of diflufenican biodegradation and changes in the active microbiome in gravel revealed by Total RNA 96%
- Impacts of Biostimulation and Bioaugmentation on Woodchip Bioreactor Microbiomes 95%
- Controlled irrigation suppresses methane emissions by reshaping the rhizosphere microbiomes in rice 95%
Similar papers in this journal
- Antibiotic resistome and microbial community structure during anaerobic co-digestion of food waste, paper and cardboard 96%
- Assessing the efficiency and the side effects of atrazine-degrading biocomposites amended to atrazine-contaminated soil 95%
- Microbial Community Dynamics of a Sequentially Fed Anaerobic Digester Treating Solid Organic Waste 95%
Similar papers in this journal
- Impact of pH and removed filtrate on E. coli regrowth and microbial community during storage of electro-dewatered biosolids 97%
- Antibiotic resistance genes and mobile genetic elements removal from treated wastewater by sewage-sludge biochar and iron-oxide coated sand 96%
- Microbial community-based production of single cell protein from soybean-processing wastewater of variable chemical composition 96%
Similar papers in this journal
- Resistome metagenomics from plate to farm: the resistome and microbial composition during food waste feeding and composting on a Vermont poultry farm 96%
- Effects of carbon-based additive and ventilation rate on nitrogen loss and microbial community during chicken manure composting 96%
- A Simple way to Improve a Conventional A/O-MBR for High Simultaneous Carbon and Nutrients Removal from Synthetic Municipal Wastewater 95%
Similar papers in this journal
- Metagenomic insights into the development of microbial communities of straw and leaf composts. 97%
- SARS-CoV-2 virus in Raw Wastewater from Student Residence Halls with concomitant 16S rRNA Bacterial Community Structure changes 96%
- Plant Genotype Influences Physicochemical Properties of Substrate as well as Bacterial and Fungal Assemblages in the Rhizosphere of Balsam Poplar 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.