Aquaculture

Feed pellets count at each time point over the five-day experimental period for different experimental diet. Data set was formatted for R.

Life cycle inventories of 8 aquaculture production systems in Singapore, built to be country-representative in 2017.

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Carotenoids data of the carapace, hepatopancreas, and ovaries of Chinese mitten crab, Eriocheir sinensis

These data are the raw data of Fig. 2-3 and Fig. S1-2 in this manuscript

The effects of diet on reproduction success in fishes are fairly well known for many species. In syngnathids (seahorses, pipefishes and seadragons), almost nothing is known about how diet quality during the pre-breeding period might influence subsequent breeding performance and fry quality. In the present study, the influence of pre-breeding diet was assessed for the first time in seahorses. For that, adult seahorses Hippocampus reidi were submitted to three dietary treatments (based on Artemia and/or mysidaceans) including different timing schedules. The assimilation of the diets by breeders and subsequent newborn batches were evaluated isotopically (δ13C and δ15N). In newborn juveniles, the timing of brood release, brood size, and length, weight and survival were also evaluated. The species followed a mixed capital-income reproduction strategy and showed a higher breeding performance and larger newborn with a mixed diet supplied during the whole pre-breeding period (5 months). The enhancements were specially reflected on the second half of the breeding period. The isotopic steady-state in newborn batches was achieved beyond the second month of the breeding period (i.e., slow change rates), depending on the treatment and isotope considered. For the first time in syngnathids, this study also revealed an isotopic relationship between breeder’s diet and newborn. Three data sets are provided: general data on breeders (onset and end of the pre-breeding period), breeders isotopic data (onset and end of the pre-breeding period) and newborn general information and isotopic data.

Information of fish screened, origin, age, sex, method and result

The Excel spreadsheet contains genotype scores at composite SNP markers for selected cohorts and a natural population of Pacific oysters.

The morphological data and HRM raw data for species differentiation across Pangasianodon gigas, Pangasianodon hypophthalmus and Pangasius larnaudii

The data showed the effects of environmental enrichment and acute stress on growth performance, aggressive behavior, cortisol response and neurogenesis of black rockfish Sebastes schlegelii.