Daniela Rago

Daniela Rago

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

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Previous Organizations / Institutes

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Daniela Rago has a total of 93 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Unlocking substrate specificities of human solute carrier proteins using untargeted metabolomics

    by Yuesheng Zhang, Lyubomir Dimitrov Stanchev, Felicia Cara Schulz, Daniela Rago, Carlos G. Acevedo-Rocha, Alberto Santos Delgado, Douglas B. Kell, Irina Borodina

    The limited understanding of transporter substrate spectra constrains our ability to interpret cell and membrane function, highlighting the need for methods that enable transporter deorphanization and characterization of promiscuous transport activities. Here, we present a Xenopus oocyte-based platform for unbiased transporter substrate discovery. Oocytes expressing heterologous solute carrier proteins (SLC) were incubated in human blood serum, a chemically complex metabolite library containing thousands of endogenous metabolites and xenobiotics, followed by paired untargeted LC-MS/MS profiling of intracellular extracts and surrounding medium to capture metabolite exchange events. Across the five human SLC transporters, viz. SLC10A2, SLC10A6, SLC13A2, SLC16A10, and SLC46A1, metabolite exchange signatures were detected, and automated feature annotation was refined by manual chromatographic peak inspection. The workflow recovered known substrates of SLC10A2 and SLC16A10 and identified additional transported metabolites with MS/MS confirmation. This method provides a scalable framework for transporter substrate profiling and prioritization of candidates for targeted validation.

  • Open Access

    Recombinant production of amaranthin and other betalain variants with yeast cell factories

    by Christiane Glitz, Jane Dannow Dyekjær, Gian Maria Cristian Solimando, Paulo Marcelo Avila Neto, Daniela Rago, Mahsa Babaei, Irina Borodina

    Betalains are a class of natural pigments found in plants of the Caryophyllales order. Betanin is the dominant betalain on the food colour market, even though over 80 other variants are known. Recombinant production of betanin has recently gained interest as a cost-efficient and sustainable alternative to traditional plant extraction, but the production of other betalain variants remains largely unexplored. We selected three glucuronosyltransferases from Amaranthus hypochondriacus, Chenopodium quinoa and Celosia argentea var. cristata and screened the enzymes in vivo in betanin-producing Saccharomyces cerevisiae. Instead of producing amaranthin, two of the enzymes led to the formation of the betalain bougainvillein-rI (betanidin 5-O-β-sophoroside). When expressed together with a UDP-dehydrogenase that allowed the synthesis of UDP-glucuronic acid, each enzyme converted betanin to amaranthin. Integration of the glucuronosyltransferases in a Yarrowia lipolytica betanin producer strain directly resulted in amaranthin production. In fed-batch fermentation, 2.97 g/L ± 29.3 mg/L of amaranthin was produced. Co-expression of the glucuronosyltransferases with a malonyltransferase from Hylocereus polyrhizus led to the formation of 6′-O-malonyl-amaranthin in S. cerevisiae and Y. lipolytica. This study expands the portfolio of natural food colourants that can efficiently be produced through microbial fermentation and contributes to elucidating the biosynthesis pathway of betalains.


  • Open Access

    Metabolic engineering of yeast for de novo production of kratom monoterpene indole alkaloids

    by Maxence Holtz, Daniela Rago, Ida Nedermark, Frederik G. Hansson, Beata J. Lehka, Lea G. Hansen, Nils E. J. Marcussen, Wouter J. Veneman, Linda Ahonen, Juraithip Wungsintaweekul, et al.

    Monoterpene indole alkaloids (MIAs) from Mitragyna speciosa (“kratom”), such as mitragynine and speciogynine, are promising novel scaffolds for opioid receptor ligands for treatment of pain, addiction, and depression. While kratom leaves have been used for centuries in South-East Asia as stimulant and pain management substance, the biosynthetic pathway of these psychoactives have only recently been partially elucidated. Here, we demonstrate the de novo production of mitragynine and speciogynine in Saccharomyces cerevisiae through the reconstruction of a five-step synthetic pathway from common MIA precursor strictosidine comprising fungal tryptamine 4-monooxygenase to bypass an unknown kratom hydroxylase. Upon optimizing cultivation conditions, a titer of ∼290 µg/L kratom MIAs from glucose was achieved. Untargeted metabolomics analysis of lead production strains led to the identification of numerous shunt products derived from the activity of strictosidine synthase (STR) and dihydrocorynantheine synthase (DCS), highlighting them as candidates for enzyme engineering to further improve kratom MIAs production in yeast. Finally, by feeding fluorinated tryptamine and expressing a human tailoring enzyme, we further demonstrate production of fluorinated and hydroxylated mitragynine derivatives with potential applications in drug discovery campaigns. Altogether, this study introduces a yeast cell factory platform for the biomanufacturing of complex natural and new-to-nature kratom MIAs derivatives with therapeutic potential.

  • Open Access

    An Untargeted Metabolomics Strategy to Identify Substrates of Known and Orphan E. coli Transporters

    by Mohammad S. Radi, Lachlan J. Munro, Daniela Rago, Douglas B. Kell

    Transport systems play a pivotal role in bacterial physiology and represent potential targets for medical and biotechnological applications. However, even in well-studied organisms like Escherichia coli, a notable proportion of transporters, exceeding as many as 30%, remain classified as orphans due to their lack of known substrates. This study leveraged high-resolution LC-MS-based untargeted metabolomics to identify candidate substrates for these orphan transporters. Human serum, including a diverse array of biologically relevant molecules, served as an unbiased source for substrate exposure. The analysis encompassed 26 paired transporter mutant contrasts (i.e., knockout vs. overexpression), compared with the wild type, revealing distinct patterns of substrate uptake and excretion across various mutants. The convergence of candidate substrates across mutant scenarios provided robust validation, shedding light on novel transporter-substrate relationships, including those involving yeaV, hsrA, ydjE, and yddA. Furthermore, several substrates were contingent upon the specific mutants employed. This investigation underscores the utility of untargeted metabolomics for substrate identification in the absence of prior knowledge and lays the groundwork for subsequent validation experiments, holding significant implications for both medical and biotechnological advancements.


  • Open Access

    Beet red food colourant can be produced more sustainably with engineered Yarrowia lipolytica

    by Philip Tinggaard Thomsen, Samir Meramo, Lorenzo Ninivaggi, Eleonora Pasutto, Mahsa Babaei, Paulo Marcelo Avila-Neto, Marc Cernuda Pastor, Peyman Sabri, Daniela Rago, Tanmay Utsav Parekh, et al.

    Synthetic food colourants are widely used in the food industry, but consumer concerns about safety and sustainability are driving a need for natural food-colour alternatives. Betanin, which is extracted from red beetroots, is a commonly used natural red food colour. However, the betanin content of beetroot is very low (~0.2% wet weight), which means that the extraction of betanin is incredibly wasteful in terms of land use, processing costs and vegetable waste. Here we developed a sustainability-driven biotechnological process for producing red beet betalains, namely, betanin and its isomer isobetanin, by engineering the oleaginous yeast Yarrowia lipolytica. Metabolic engineering and fermentation optimization enabled production of 1,271 ± 141 mg l−1 betanin and 55 ± 7 mg l−1 isobetanin in 51 h using glucose as carbon source in controlled fed-batch fermentations. According to a life cycle assessment, at industrial scale (550 t yr−1), our fermentation process would require significantly less land, energy and resources compared with the traditional extraction of betanin from beetroot crops. Finally, we apply techno-economic assessment to show that betanin production by fermentation could be economically feasible in the existing market conditions.


  • Open Access

    Production of (hydroxy)benzoate-derived polyketides by engineered Pseudomonas with in situ extraction

    by Tobias Schwanemann, Esther A. Urban, Christian Eberlein, Jochem Gätgens, Daniela Rago, Nicolas Krink, Pablo I. Nikel, Hermann J. Heipieper, Benedikt Wynands, Nick Wierckx


  • Open Access

    Delayed Motor Milestones Achievement in Infancy Associates with Perturbations of Amino Acids and Lipid Metabolic Pathways

    by Rebecca Kofod Vinding, Daniela Rago, Rachel S. Kelly, Gözde Gürdeniz, Morten Arendt Rasmussen, Jakob Stokholm, Klaus Bønnelykke, Augusto A. Litonjua, Scott T. Weiss, Jessica Lasky-Su, et al.

    The relationship between developmental milestone achievement in infancy and later cognitive function and mental health is well established, but underlying biochemical mechanisms are poorly described. Our study aims to discover pathways connected to motor milestone achievement during infancy by using untargeted plasma metabolomic profiles from 571 six-month-old children in connection with age of motor milestones achievement (Denver Developmental Index) in the Copenhagen Prospective Studies on Asthma in Childhood 2010 (COPSAC2010) mother–child cohort. We used univariate regression models and multivariate modelling (Partial Least Squares Discriminant Analysis: PLS-DA) to examine the associations and the VDAART (Vitamin D Antenatal Asthma Reduction Trial) cohort for validation. The univariate analyses showed 62 metabolites associated with gross-motor milestone achievement (p < 0.05) as well as the PLS-DA significantly differentiated between slow and fast milestone achievers (AUC = 0.87, p = 0.01). Higher levels of tyramine-O-sulfate in the tyrosine pathway were found in the late achievers in COPSAC (p = 0.0002) and in VDAART (p = 0.02). Furthermore, we observed that slow achievers were characterized by higher levels of fatty acids and products of fatty acids metabolism including acyl carnitines. Finally, we also observed changes in the lysine, histidine, glutamate, creatine and tryptophan pathways. Observing these metabolic changes in relation to gross-motor milestones in the first year of life, may be of importance for later cognitive function and mental health.


  • Open Access

    Neonatal Urine Metabolic Profiling and Development of Childhood Asthma

    by Bo L. Chawes, Giuseppe Giordano, Paola Pirillo, Daniela Rago, Morten A. Rasmussen, Jakob Stokholm, Klaus Bønnelykke, Hans Bisgaard, Eugenio Baraldi

    Urine metabolomics case-control studies of childhood asthma have demonstrated a discriminative ability. Here, we investigated whether urine metabolic profiles from healthy neonates were associated with the development of asthma in childhood. Untargeted metabolomics by liquid chromatography-mass spectrometry was applied to urine samples collected at age 4 weeks in 171 and 161 healthy neonates born from mothers with asthma from the COPSAC2000 and COPSAC2010 cohorts, respectively, where persistent wheeze/asthma was prospectively diagnosed using a symptom-based algorithm. Univariate and multivariate analyses were applied to investigate differences in metabolic profiles between children who developed asthma and healthy children. Univariate analysis showed 63 and 87 metabolites (q-value < 0.15) in COPSAC2000 and COPSAC2010, respectively, which is promising for discriminating between asthmatic and healthy children. Of those, 14 metabolites were common among the two cohorts. Multivariate random forest and projection to latent structures discriminant analyses confirmed the discriminatory capacity of the metabolic profiles in both cohorts with estimated errors in prediction equal to 35% and AUCpred > 0.60. Database search enabled annotation of three discriminative features: a glucoronidated compound (steroid), 3-hydroxytetradecanedioic acid (fatty acid), and taurochenodeoxycholate-3-sulfate (bile acid). The urine metabolomics profiles from healthy neonates were associated with the development of childhood asthma, but further research is needed to understand underlying metabolic pathways.


  • The role of the 17q21 genotype in the prevention of early childhood asthma and recurrent wheeze by vitamin D

    by Rachel S. Kelly, Bo L. Chawes, Feng Guo, Li Zhang, Kevin Blighe, Augusto A. Litonjua, Benjamin A. Raby, Bruce D. Levy, Daniela Rago, Jakob Stokholm, et al.

    Evidence suggests vitamin D has preventive potential in asthma; however, not all children benefit from this intervention. This study aimed to investigate whether variation in the functional 17q21 single nucleotide polymorphism rs12936231 affects the preventive potential of vitamin D against asthma.A combined secondary analysis of two randomised controlled trials of prenatal vitamin D supplementation for the prevention of asthma in offspring (Vitamin D Antenatal Asthma Reduction Trial (VDAART) and Copenhagen Prospective Studies on Asthma in Childhood 2010 (COPSAC2010)) was performed, stratifying by genotype and integrating metabolite data to explore underlying mechanisms.The protective effect of vitamin D on asthma/wheeze was evident among children with the low-risk rs12936231 GG genotype (hazard ratio (HR) 0.49, 95% CI 0.26–0.94, p=0.032) but not the high-risk CC genotype (HR 1.08, 95% CI 0.69–1.69, p=0.751). In VDAART, in the GG genotype vitamin D supplementation was associated with increased plasma levels of sphingolipids, including sphingosine-1-phosphate (β 0.022, 95% CI 0.001–0.044, p=0.038), but this was not evident with the CC genotype, known to be associated with increased expression ofORMDL3in bronchial epithelial cells. Sphingolipid levels were associated with decreased risk of asthma/wheeze, and there was evidence of interactions between sphingolipid levels, vitamin D and genotype (p-interactionvitaminD*genotype*sphingosine-1-phosphate=0.035). In a cellular model, there was a significant difference in the induction of sphingosine-1-phosphate by vitamin D between a control human bronchial epithelial cell line and a cell line overexpressingORMDL3(p=0.002).Results suggest prenatal vitamin D supplementation may reduce the risk of early childhood asthma/wheezeviaalterations of sphingolipid metabolism dependent on the 17q21 genotype.


  • Open Access

    Fish-oil supplementation in pregnancy, child metabolomics and asthma risk

    by Daniela Rago, Morten A. Rasmussen, Kathleen A. Lee-Sarwar, Scott T. Weiss, Jessica Lasky-Su, Jakob Stokholm, Klaus Bønnelykke, Bo L. Chawes, Hans Bisgaard