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1.
Sci Rep ; 7(1): 5854, 2017 07 19.
Article in English | MEDLINE | ID: mdl-28724910

ABSTRACT

Rice lines with slower starch digestibility provide opportunities in mitigating the global rise in type II diabetes and related non-communicable diseases. However, screening for low glycemic index (GI) in rice breeding programs is not possible due to time and cost constraints. This study evaluated the feasibility of using in vitro cooked grain amylolysis, starch mobilization patterns during seed germination, and variation in starch structure and composition in the mature seed to differentiate patterns of starch digestibility. Mobilization patterns of total starch, resistant starch, amylose and amylopectin chains, and free sugars during seed germination revealed that the process is analogous to digestion in the human gastrointestinal tract. The combination of these biochemical markers can be used as an alternative measure to predict GI. Additionally, transcriptome analysis of stored mRNA transcripts in high and low GI lines detected differences in starch metabolism and confirmed the importance of seed storage pathways in influencing digestibility. Pathway analyses supported by metabolomics data revealed that resistant starch, cell wall non-starch polysaccharides and flavonoids potentially contribute to slower digestibility. These new insights can guide precision breeding programs to produce low GI rice with acceptable cooking quality to help mitigate the burden of diet-associated lifestyle diseases.


Subject(s)
Germination , Glycemic Index , Oryza/metabolism , Seeds/growth & development , Starch/metabolism , Amylopectin/metabolism , Amylose/metabolism , Food , Gene Expression Regulation, Plant , Kinetics , Metabolomics , Principal Component Analysis , Seeds/metabolism , Transcriptome/genetics
2.
Cell Syst ; 4(5): 530-542.e6, 2017 05 24.
Article in English | MEDLINE | ID: mdl-28544881

ABSTRACT

Effective development of host cells for therapeutic protein production is hampered by the poor characterization of cellular transfection. Here, we employed a multi-omics-based systems biotechnology approach to elucidate the genotypic and phenotypic differences between a wild-type and recombinant antibody-producing Chinese hamster ovary (CHO) cell line. At the genomic level, we observed extensive rearrangements in specific targeted loci linked to transgene integration sites. Transcriptional re-wiring of DNA damage repair and cellular metabolism in the antibody producer, via changes in gene copy numbers, was also detected. Subsequent integration of transcriptomic data with a genome-scale metabolic model showed a substantial increase in energy metabolism in the antibody producer. Metabolomics, lipidomics, and glycomics analyses revealed an elevation in long-chain lipid species, potentially associated with protein transport and secretion requirements, and a surprising stability of N-glycosylation profiles between both cell lines. Overall, the proposed knowledge-based systems biotechnology framework can further accelerate mammalian cell-line engineering in a targeted manner.


Subject(s)
CHO Cells/metabolism , Recombinant Proteins/biosynthesis , Systems Biology/methods , Animals , Biotechnology/methods , Cricetulus , Gene Dosage/genetics , Genome , Glycomics , Glycosylation , Mammals/genetics , Metabolomics , Recombinant Proteins/metabolism , Transcriptome , Transfection/methods , Transgenes/genetics
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