Interstitial pulmonary fibrosis with and without associated collagen vascular diseases: results of a two year follow up

Background: Interstitial pulmonary fibrosis is a disease with a highly variable clinical course. To ascertain if an inadequate selection of patients might explain part of this variability, two different groups of patients with interstitial pulmonary fibrosis, those with the 'lone' form of the disease (LIPF) and those with associated collagen vascular disorders (AIPF), were studied separately. Methods: Twenty consecutive patients (nine with LIPF and 11 with AIPF) were included. Their clinical and radiographic findings and results of pulmonary function tests, gallium-67 lung scanning, and cellular analysis of bronchoalveolar lavage fluid were compared at diagnosis. Moreover, the evolution of LIPF and AIPF was contrasted after a follow up of two years, both groups having received a similar treatment regimen of corticosteroids. Results: At enrollment, patients with LIPF and AIPF were of similar age, and had similar symptoms and derangement of lung function, but patients with LIPF presented with finger clubbing, more obvious radiographic abnormalities, and a greater percentage of eosinophils in bronchoalveolar lavage fluid. Two years later, patients with LIPF had significantly decreased FVC, FEV1, TLC, TLCO, and PaO2. By contrast, lung function remained unaltered in patients with AIPF. Similarly, when the percentage change from entry to the study was compared, patients with LIPF showed a significant decrease in FVC, FEV1, and PaO2. Conclusions: Unlike the patients with AIPF, those with LIPF showed a deterioration in lung function and developed further restrictive impairment and poorer gas exchange. This has implications in their clinical management

Forecasting global atmospheric CO_2

A new global atmospheric carbon dioxide (CO_2) real-time forecast is now available as part of the pre-operational Monitoring of Atmospheric Composition and Climate – Interim Implementation (MACC-II) service using the infrastructure of the European Centre for Medium-Range Weather Forecasts (ECMWF) Integrated Forecasting System (IFS). One of the strengths of the CO_2 forecasting system is that the land surface, including vegetation CO_2 fluxes, is modelled online within the IFS. Other CO_2 fluxes are prescribed from inventories and from off-line statistical and physical models. The CO_2 forecast also benefits from the transport modelling from a state-of-the-art numerical weather prediction (NWP) system initialized daily with a wealth of meteorological observations. This paper describes the capability of the forecast in modelling the variability of CO_2 on different temporal and spatial scales compared to observations. The modulation of the amplitude of the CO_2 diurnal cycle by near-surface winds and boundary layer height is generally well represented in the forecast. The CO_2 forecast also has high skill in simulating day-to-day synoptic variability. In the atmospheric boundary layer, this skill is significantly enhanced by modelling the day-to-day variability of the CO_2 fluxes from vegetation compared to using equivalent monthly mean fluxes with a diurnal cycle. However, biases in the modelled CO_2 fluxes also lead to accumulating errors in the CO_2 forecast. These biases vary with season with an underestimation of the amplitude of the seasonal cycle both for the CO_2 fluxes compared to total optimized fluxes and the atmospheric CO_2 compared to observations. The largest biases in the atmospheric CO_2 forecast are found in spring, corresponding to the onset of the growing season in the Northern Hemisphere. In the future, the forecast will be re-initialized regularly with atmospheric CO_2 analyses based on the assimilation of CO_2 products retrieved from satellite measurements and CO_2 in situ observations, as they become available in near-real time. In this way, the accumulation of errors in the atmospheric CO_2 forecast will be reduced. Improvements in the CO_2 forecast are also expected with the continuous developments in the operational IFS

Spectral sensitive phonon wipeout due to a fluctuating spin state in a Fe2+ coordination polymer

Raman scattering in the spin-crossover system [Fe(pmd)(H2O){Au(CN)2}2]*H2O reveals a complex three-phase spin-state transition in contrast to earlier observations in magnetization measurements. We observe different spin state phases as function of temperature and electromagnetic radiation in the visible spectral range. There exists a fluctuating spin state phase with an unexpected wipeout of the low frequency phonon scattering intensity. Furthermore we observe one phase with reduced symmetry that is attributed to a cooperative Jahn-Teller effect. Pronounced electron-phonon interaction manifests itself as a strong Fano-resonance of phonons related to {FeN6} and {FeN4O2} coordination octahedra. Density functional theory supports this interpretation.Comment: 9 pages, 9 figures, 3 table

Resonance capture cross section of 207Pb

The radiative neutron capture cross section of 207Pb has been measured at the CERN neutron time of flight installation n_TOF using the pulse height weighting technique in the resolved energy region. The measurement has been performed with an optimized setup of two C6D6 scintillation detectors, which allowed us to reduce scattered neutron backgrounds down to a negligible level. Resonance parameters and radiative kernels have been determined for 16 resonances by means of an R-matrix analysis in the neutron energy range from 3 keV to 320 keV. Good agreement with previous measurements was found at low neutron energies, whereas substantial discrepancies appear beyond 45 keV. With the present results, we obtain an s-process contribution of 77(8)% to the solar abundance of 207Pb. This corresponds to an r-process component of 23(8)%, which is important for deriving the U/Th ages of metal poor halo stars.Comment: 7 pages, 3 figures, to be published in Phys. Rev.

Body Shape and Life Style of the Extinct Balearic Dormouse Hypnomys (Rodentia, Gliridae): New Evidence from the Study of Associated Skeletons

Hypnomys is a genus of Gliridae (Rodentia) that occurred in the Balearic Islands until Late Holocene. Recent finding of a complete skeleton of the chronospecies H. morpheus (Late Pleistocene-Early Holocene) and two articulated skeletons of H. cf. onicensis (Late Pliocene) allowed the inference of body size and the calculation of several postcranial indexes. We also performed a Factorial Discriminant Analysis (FDA) in order to evaluate locomotory behaviour and body shape of the taxa. Using allometric models based on skull and tooth measurements, we calculated a body weight between 173 and 284 g for H. morpheus, and direct measurements of articulated skeletons yielded a Head and Body Length (HBL) of 179 mm and a Total Body Length of 295 mm for this species. In addition to the generally higher robustness of postcranial bones already recorded by previous authors, H. morpheus, similar to Canariomys tamarani, another extinct island species, displayed elongated zygopodium bones of the limbs and a wider distal humerus and femur than in an extant related taxon, Eliomys quercinus. Indexes indicated that Hypnomys was more terrestrial and had greater fossorial abilities than E. quercinus. This was also corroborated by a Discriminant Analysis, although no clear additional inference of locomotory abilities could be calculated

Chromatin-associated regulation of sorbitol synthesis in flower buds of peach

[EN] Key message PpeS6PDH gene is postulated to mediate sorbitol synthesis in flower buds of peach concomitantly with specific chromatin modifications. Abstract Perennial plants have evolved an adaptive mechanism involving protection of meristems within specialized structures named buds in order to survive low temperatures and water deprivation during winter. A seasonal period of dormancy further improves tolerance of buds to environmental stresses through specific mechanisms poorly known at the molecular level. We have shown that peach PpeS6PDH gene is down-regulated in flower buds after dormancy release, concomitantly with changes in the methylation level at specific lysine residues of histone H3 (H3K27 and H3K4) in the chromatin around the translation start site of the gene. PpeS6PDH encodes a NADPH-dependent sorbitol-6-phosphate dehydrogenase, the key enzyme for biosynthesis of sorbitol. Consistently, sorbitol accumulates in dormant buds showing higher PpeS6PDH expression. Moreover, PpeS6PDH gene expression is affected by cold and water deficit stress. Particularly, its expression is up-regulated by low temperature in buds and leaves, whereas desiccation treatment induces PpeS6PDH in buds and represses the gene in leaves. These data reveal the concurrent participation of chromatin modification mechanisms, transcriptional regulation of PpeS6PDH and sorbitol accumulation in flower buds of peach. In addition to its role as a major translocatable photosynthate in Rosaceae species, sorbitol is a widespread compatible solute and cryoprotectant, which suggests its participation in tolerance to environmental stresses in flower buds of peach.This work was funded by the Instituto Nacional de Investigacion y Tecnologia Agraria y Alimentaria (INIA)-FEDER (RF2013-00043-C02-02) and the Ministry of Science and Innovation of Spain (AGL2010-20595). AL was funded by a fellowship co-financed by the European Social Fund and the Instituto Valenciano de Investigaciones Agrarias (IVIA).Lloret, A.; Martinez Fuentes, A.; Agustí Fonfría, M.; Badenes, ML.; Rios, G. (2017). Chromatin-associated regulation of sorbitol synthesis in flower buds of peach. Plant Molecular Biology. 95(4-5):507-517. https://doi.org/10.1007/s11103-017-0669-6S507517954-5Andersen CL, Jensen JL, Ørntoft TF (2004) Normalization of real-time quantitative reverse transcription-PCR data: a model-based variance estimation approach to identify genes suited for normalization, applied to bladder and colon cancer data sets. Cancer Res 64:5245–5250. doi: 10.1158/0008-5472.CAN-04-0496Bai S, Saito T, Ito A et al (2016) Small RNA and PARE sequencing in flower bud reveal the involvement of sRNAs in endodormancy release of Japanese pear (Pyrus pyrifolia ‘Kosui’). BMC Genomics 17:230. doi: 10.1186/s12864-016-2514-8Bielenberg DG, Wang Y, Li Z et al (2008) Sequencing and annotation of the evergrowing locus in peach (Prunus persica [L.] Batsch) reveals a cluster of six MADS-box transcription factors as candidate genes for regulation of terminal bud formation. Tree Genet Genomes 4:495–507. doi: 10.1007/s11295-007-0126-9Bieleski RL (1969) Accumulation and translocation of sorbitol in apple phloem. Aust J Biol Sci 22:611–620. doi: 10.1071/BI9690611Bieleski RL (1982) Sugar alcohols. In: Loewus F, Tanner W (eds) Encyclopedia of plant physiology, new series 13A. Springer-Verlag, Berlin, pp 158–192Bortiri E, Oh SH, Gao FY, Potter D (2002) The phylogenetic utility of nucleotide sequences of sorbitol 6-phosphate dehydrogenase in Prunus (Rosaceae). Am J Bot 89:1697–1708. doi: 10.3732/ajb.89.10.1697Chouard P (1960) Vernalization and its relations to dormancy. Annu Rev Plant Physiol 11:191–238. doi: 10.1146/annurev.pp.11.060160.001203Conde D, Le Gac AL, Perales M et al (2017) Chilling-responsive DEMETER-LIKE DNA demethylase mediates in poplar bud break. Plant Cell Environ 40:2236–2249. doi: 10.1111/pce.13019Couvillon GA, Erez A (1985) Influence of prolonged exposure to chilling temperatures on bud break and heat requirement for bloom of several fruit species. J Amer Soc Hort Sci 110:47–50de la Fuente L, Conesa A, Lloret A, Badenes ML, Ríos G (2015) Genome-wide changes in histone H3 lysine 27 trimethylation associated with bud dormancy release in peach. Tree Genet Genomes 11:45. doi: 10.1007/s11295-015-0869-7Deng W, Buzas DM, Ying H et al (2013) Arabidopsis polycomb repressive complex 2 binding sites contain putative GAGA factor binding motifs within coding regions of genes. BMC Genomics 14:593. doi: 10.1186/1471-2164-14-593Escobar-Gutiérrez AJ, Gaudillère JP (1996) Distribution, metabolism and role of sorbitol in higher plants—A review. Agronomie 16:281–298. doi: 10.1051/agro:19960502Escobar-Gutiérrez AJ, Zipperlin B, Carbonne F, Moing A, Gaudillére JP (1998) Photosynthesis, carbon partitioning and metabolite content during drought stress in peach seedlings. Aust J Plant Physiol 25:197–205. doi: 10.1071/PP97121Eshghi S, Tafazoli E, Dokhani S, Rahemi M, Emam Y (2007) Changes in carbohydrate contents in shoot tips, leaves and roots of strawberry (Fragaria x ananassa Duch) during flower-bud differentiation. Sci Hortic 113:255–260. doi: 10.1016/j.scienta.2007.03.014Everard JD, Cantini C, Grumet R, Plummer J, Loescher WH (1997) Molecular cloning of mannose-6-phosphate reductase and its developmental expression in celery. Plant Physiol 113:1427–1435. doi: 10.1104/pp.113.4.1427Fennell A (2014) Genomics and functional genomics of winter low temperature tolerance in temperate fruit crops. Crit Rev Plant Sci 33:125–140. doi: 10.1080/07352689.2014.870410Figueroa CM, Iglesias AA (2010) Aldose-6-phosphate reductase from apple leaves: importance of the quaternary structure for enzyme activity. Biochimie 92:81–88. doi: 10.1016/j.biochi.2009.09.013Gao M, Tao R, Miura K, Dandekar AM, Sugiura A (2001) Transformation of Japanese persimmon (Diospyros kaki Thunb) with apple cDNA encoding NADP-dependent sorbitol-6-phosphate dehydrogenase. Plant Sci 160:837–845. doi: 10.1016/S0168-9452(00)00458-1Grant CR, ap Rees T (1981) Sorbitol metabolism by apple seedlings. Phytochemistry 20:1505–1511. doi: 10.1016/S0031-9422(00)98521-2Hartman MD, Figueroa CM, Arias DG, Iglesias AA (2017) Inhibition of recombinant aldose-6-phosphate reductase from peach leaves by hexose-phosphates, inorganic phosphate and oxidants. Plant Cell Physiol 58:145–155. doi: 10.1093/pcp/pcw180Horvath DP, Anderson JV, Chao WS, Foley ME (2003) Knowing when to grow: signals regulating bud dormancy. Trends Plant Sci 8:534–540. doi: 10.1016/j.tplants.2003.09.013Horvath DP, Sung S, Kim D, Chao W, Anderson J (2010) Characterization, expression and function of DORMANCY ASSOCIATED MADS-BOX genes from leafy spurge. Plant Mol Biol 73:169–179. doi: 10.1007/s11103-009-9596-5Hussain S, Niu Q, Yang F, Hussain N, Teng Y (2015) The possible role of chilling in floral and vegetative bud dormancy release in Pyrus pyrifolia. Biol Plant 59:726–734. doi: 10.1007/s10535-015-0547-5Hyndman D, Baumanb DR, Herediac VV, Penning TM (2003) The aldo-keto reductase superfamily homepage. Chem Biol Interact 143–144:621–631. doi: 10.1016/S0009-2797(02)00193-XIto A, Sakamoto D, Moriguchi T (2012) Carbohydrate metabolism and its possible roles in endodormancy transition in Japanese pear. Sci Hortic 144:187–194. doi: 10.1016/j.scienta.2012.07.009Ito A, Sugiura T, Sakamoto D, Moriguchi T (2013) Effects of dormancy progression and low-temperature response on changes in the sorbitol concentration in xylem sap of Japanese pear during winter season. Tree Physiol 33:398–408. doi: 10.1093/treephys/tpt021Jung S, Bassett C, Bielenberg DG et al (2015) A standard nomenclature for gene designation in the Rosaceae. Tree Genet Genomes 11:108. doi: 10.1007/s11295-015-0931-5Kanayama Y, Mori H, Imaseki H, Yamaki S (1992) Nucleotide sequence of a cDNA encoding NADP-sorbitol-6-phosphate dehydrogenase from apple. Plant Physiol 100:1607–1608Kanayama Y, Watanabe M, Moriguchi R, Deguchi M, Kanahama K, Yamaki S (2006) Effects of low temperature and abscisic acid on the expression of the sorbitol-6-phosphate dehydrogenase gene in apple leaves. J Japan Soc Hort Sci 75:20–25. doi: 10.2503/jjshs.75.20Kumar G, Rattan UK, Singh AK (2016a) Chilling-mediated DNA methylation changes during dormancy and its release reveal the importance of epigenetic regulation during winter dormancy in apple (Malus x domestica Borkh). PLoS ONE 11:e0149934. doi: 10.1371/journal.pone.0149934Kumar S, Stecher G, Tamura K (2016b) MEGA7: molecular evolutionary genetics analysis version 70 for bigger datasets. Mol Biol Evol 33:1870–1874. doi: 10.1093/molbev/msw054Laemmli UK (1970) Cleavage of structural proteins during the assembly of the head of bacteriophage T4. Nature 227:680–685. doi: 10.1038/227680a0Larkin MA, Blackshields G, Brown NP et al (2007) Clustal W and Clustal X version 2.0. Bioinformatics 23:2947–2948. doi: 10.1093/bioinformatics/btm404Leida C, Terol J, Martí G et al (2010) Identification of genes associated with bud dormancy release in Prunus persica by suppression subtractive hybridization. Tree Physiol 30:655–666. doi: 10.1093/treephys/tpq008Leida C, Conesa A, Llácer G, Badenes ML, Ríos G (2012) Histone modifications and expression of DAM6 gene in peach are modulated during bud dormancy release in a cultivar-dependent manner. New Phytol 193:67–80. doi: 10.1111/j.1469-8137.2011.03863.xLiang D, Cui M, Wu S, Ma F-W (2012) Genomic structure, sub-cellular localization, and promoter analysis of the gene encoding sorbitol-6-phosphate dehydrogenase from apple. Plant Mol Biol Rep 30:904–914. doi: 10.1007/s11105-011-0409-zLiu D, Ni J, Wu R, Teng Y (2013) High temperature alters sorbitol metabolism in Pyrus pyrifolia leaves and fruit flesh during late stages of fruit enlargement. J Am Soc Hortic Sci 138:443–451Lloret A, Conejero A, Leida C et al (2017) Dual regulation of water retention and cell growth by a stress-associated protein (SAP) gene in Prunus. Sci Rep 7:332. doi: 10.1038/s41598-017-00471-7Lo Bianco R, Rieger M, Sung S-JS (2000) Effect of drought on sorbitol and sucrose metabolism in sinks and sources of peach. Physiol Plant 108:71–78. doi: 10.1034/j.1399-3054.2000.108001071.xLoescher WH (1987) Physiology and metabolism of sugar alcohols in higher-plants. Physiol Plant 70:553–557. doi: 10.1111/j.1399-3054.1987.tb02857.xLoescher WH, Marlow GC, Kennedy RA (1982) Sorbitol metabolism and sink-source interconversions in developing apple leaves. Plant Physiol 70:335–339. doi: 10.1104/pp.70.2.335Marquat C, Vandamme M, Gendraud M, Pétel G (1999) Dormancy in vegetative buds of peach: relation between carbohydrate absorption potentials and carbohydrate concentration in the bud during dormancy and its release. Sci Hortic 79:151–162. doi: 10.1016/S0304-4238(98)00203-9Niu Q, Li J, Cai D et al (2016) Dormancy-associated MADS-box genes and microRNAs jointly control dormancy transition in pear (Pyrus pyrifolia white pear group) flower bud. J Exp Bot 67:239–257. doi: 10.1093/jxb/erv454Pfaffl MW, Tichopad A, Prgomet C, Neuvians TP (2004) Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper—excel-based tool using pair-wise correlations. Biotechnol Lett 26:509–515. doi: 10.1023/B:BILE.0000019559.84305.47Ríos G, Leida C, Conejero A, Badenes ML (2014) Epigenetic regulation of bud dormancy events in perennial plants. Front Plant Sci 5:247. doi: 10.3389/fpls.2014.00247Saito T, Bai S, Imai T, Ito A, Nakajima I, Moriguchi T (2015) Histone modification and signalling cascade of the dormancy-associated MADS-box gene, PpMADS13-1, in Japanese pear (Pyrus pyrifolia) during endodormancy. Plant Cell Environ 38:1157–1166. doi: 10.1111/pce.12469Santamaría ME, Hasbún R, Valera MJ et al (2009) Acetylated H4 histone and genomic DNA methylation patterns during bud set and bud burst in Castanea sativa. J Plant Physiol 166:1360–1369. doi: 10.1016/j.jplph.2009.02.014Shen B, Hohmann S, Jensen RG, Bohnert HJ (1999) Roles of sugar alcohols in osmotic stress adaptation replacement of glycerol by mannitol and sorbitol in yeast. Plant Physiol 121:45–52. doi: 10.1104/pp.121.1.45Sheveleva EV, Marquez S, Chmara W, Zegeer A, Jensen RG, Bohnert HJ (1998) Sorbitol-6-phosphate dehydrogenase expression in transgenic tobacco high amounts of sorbitol lead to necrotic lesions. Plant Physiol 117:831–839. doi: 10.1104/pp.117.3.831Silver N, Best S, Jian J, Thein SL (2006) Selection of housekeeping genes for gene expression studies in human reticulocytes using real-time PCR. BMC Mol Biol 7:33. doi: 10.1186/1471-2199-7-33Talavera G, Castresana J (2007) Improvement of phylogenies after removing divergent and ambiguously aligned blocks from protein sequence alignments. Syst Biol 56:564–577. doi: 10.1080/10635150701472164Tao R, Uratsu SL, Dandekar AM (1995) Sorbitol synthesis in transgenic tobacco with apple cDNA encoding NADP-dependent sorbitol-6-phosphate dehydrogenase. Plant Cell Physiol 36:525–532. doi: 10.1093/oxfordjournals.pcp.a078789Teo G, Suzuki Y, Uratsu SL et al (2006) Silencing leaf sorbitol synthesis alters long-distance partitioning and apple fruit quality. Proc Natl Acad Sci USA 103:18842–18847. doi: 10.1073/pnas.0605873103Trotel P, Bouchereau A, Niogret MF, Larher F (1996) The fate of osmo-accumulated proline in leaf discs of Rape (Brassica napus L) incubated in a medium of low osmolarity. Plant Sci 118:31–45. doi: 10.1016/0168-9452(96)04422-6Verde I, Abbott AG, Scalabrin S et al (2013) The high-quality draft genome of peach (Prunus persica) identifies unique patterns of genetic diversity, domestication and genome evolution. Nat Genet 45:487–494. doi: 10.1038/ng.2586Webb KL, Burley JWA (1962) Sorbitol translocation in apple. Science 137:766. doi: 10.1126/science.137.3532.766Wisniewski M, Norelli J, Artlip T (2015) Overexpression of a peach CBF gene in apple: a model for understanding the integration of growth, dormancy, and cold hardiness in woody plants. Front Plant Sci 6:85. doi: 10.3389/fpls.2015.00085Yadav R, Prasad R (2014) Identification and functional characterization of sorbitol-6-phosphate dehydrogenase protein from rice and structural elucidation by in silico approach. Planta 240:223–238. doi: 10.1007/s00425-014-2076-

Palaeoclimatic events, dispersal and migratory losses along the Afro-European axis as drivers of biogeographic distribution in Sylvia warblers

<p>Abstract</p> <p>Background</p> <p>The Old World warbler genus <it>Sylvia </it>has been used extensively as a model system in a variety of ecological, genetic, and morphological studies. The genus is comprised of about 25 species, and 70% of these species have distributions at or near the Mediterranean Sea. This distribution pattern suggests a possible role for the Messinian Salinity Crisis (from 5.96-5.33 Ma) as a driving force in lineage diversification. Other species distributions suggest that Late Miocene to Pliocene Afro-tropical forest dynamics have also been important in the evolution of <it>Sylvia </it>lineages. Using a molecular phylogenetic hypothesis and other methods, we seek to develop a biogeographic hypothesis for <it>Sylvia </it>and to explicitly assess the roles of these climate-driven events.</p> <p>Results</p> <p>We present the first strongly supported molecular phylogeny for <it>Sylvia</it>. With one exception, species fall into one of three strongly supported clades: one small clade of species distributed mainly in Africa and Europe, one large clade of species distributed mainly in Africa and Asia, and another large clade with primarily a circum-Mediterranean distribution. Asia is reconstructed as the ancestral area for <it>Sylvia</it>. Long-distance migration is reconstructed as the ancestral character state for the genus, and sedentary behavior subsequently evolved seven times.</p> <p>Conclusion</p> <p>Molecular clock calibration suggests that <it>Sylvia </it>arose in the early Miocene and diverged into three main clades by 12.6 Ma. Divergence estimates indicate that the Messinian Salinity Crisis had a minor impact on <it>Sylvia</it>. Instead, over-water dispersals, repeated loss of long-distance migration, and palaeo-climatic events in Africa played primary roles in <it>Sylvia </it>divergence and distribution.</p

Automated Discovery of Food Webs from Ecological Data Using Logic-Based Machine Learning

Networks of trophic links (food webs) are used to describe and understand mechanistic routes for translocation of energy (biomass) between species. However, a relatively low proportion of ecosystems have been studied using food web approaches due to difficulties in making observations on large numbers of species. In this paper we demonstrate that Machine Learning of food webs, using a logic-based approach called A/ILP, can generate plausible and testable food webs from field sample data. Our example data come from a national-scale Vortis suction sampling of invertebrates from arable fields in Great Britain. We found that 45 invertebrate species or taxa, representing approximately 25% of the sample and about 74% of the invertebrate individuals included in the learning, were hypothesized to be linked. As might be expected, detritivore Collembola were consistently the most important prey. Generalist and omnivorous carabid beetles were hypothesized to be the dominant predators of the system. We were, however, surprised by the importance of carabid larvae suggested by the machine learning as predators of a wide variety of prey. High probability links were hypothesized for widespread, potentially destabilizing, intra-guild predation; predictions that could be experimentally tested. Many of the high probability links in the model have already been observed or suggested for this system, supporting our contention that A/ILP learning can produce plausible food webs from sample data, independent of our preconceptions about “who eats whom.” Well-characterised links in the literature correspond with links ascribed with high probability through A/ILP. We believe that this very general Machine Learning approach has great power and could be used to extend and test our current theories of agricultural ecosystem dynamics and function. In particular, we believe it could be used to support the development of a wider theory of ecosystem responses to environmental change