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Staff member publications

Massafret, O, Parra, A, Burgos-Artizzu, X, Ferrer-Vaquer, A, Sole, M, Iriarte, Y Franco, Seriola, A, Ojosnegros, S, (2026). Robust non-invasive human oocyte maturation and age classification through METAPHOR metabolic imaging and five biochemical-organelle biomarkers HUMAN REPRODUCTION 41, deag083008

Seriola, A, Godeau, A, Aroca, E, Casals, M, Demestre, M, Parra, A, Ferrer-Vaquer, A, Veiga, A, Sole, M, Boada, M, Ojosnegros, S, (2026). Clinical grade globulin-rich protein supplements improve human embryo implantation in vitro HUMAN REPRODUCTION 41, deag083845

Godeau, Amelie Luise, Seriola, Anna, Tchaicheeyan, Oren, Casals, Marc, Denkova, Denitza, Aroca, Ester, Massafret, Ot, Parra, Albert, Demestre, Maria, Ferrer-Vaquer, Anna, Goren, Shahar, Veiga, Anna, Sole, Miquel, Boada, Montse, Comelles, Jordi, Martinez, Elena, Colombelli, Julien, Lesman, Ayelet, Ojosnegros, Samuel, (2025). Traction force and mechanosensitivity mediate species-specific implantation patterns in human and mouse embryos Science Advances 11, eadr5199

The invasion of human embryos in the uterus overcoming the maternal tissue barrier is a crucial step in embryo implantation and subsequent development. Although tissue invasion is fundamentally a mechanical process, most studies have focused on the biochemical and genetic aspects of implantation. Here, we fill the gap by using a deformable ex vivo platform to visualize traction during human embryo implantation. We demonstrate that embryos apply forces remodeling the matrix with species-specific displacement amplitudes and distinct radial patterns: principal displacement directions for mouse embryos, expanding on the surface while human embryos insert in the matrix generating multiple traction foci. Implantation-impaired human embryos showed reduced displacement, as well as mouse embryos with inhibited integrin-mediated force transmission. External mechanical cues induced a mechanosensitive response, human embryos recruited myosin, and directed cell protrusions, while mouse embryos oriented their implantation or body axis toward the external cue. These findings underscore the role of mechanical forces in driving species-specific invasion patterns during embryo implantation.

JTD Keywords: Animals, Anterior-posterior axis, Biomechanical phenomena, Cells, Collagen, Differentiatio, Embryo implantation, Embryo, mammalian, Female, Humans, Mechanotransduction, cellular, Mice, Morphogenesis, Pregnancy, Range, Self-organization, Species specificity, Trophoblast invasion, Uterine contractions


Ojosnegros, S, Parra, A, Massafret, O, Ferrer-Vaquer, A, Solé, M, Boada, M, Seriola, A, (2025). P-294 Non-invasive classification of human oocytes using AI-powered METAPHOR metabolic imaging HUMAN REPRODUCTION 40, deaf097.602

Study question: Can we classify human oocytes non-invasively using METAPHOR based on their metabolic hyperspectral (HS) signature and mitochondrial content? Summary answer: METAPHOR provides a tool to determine the physiology of human oocytes non-invasively based on their metabolism and live observation of mitochondrial content and activity.

JTD


Parra, A, Ahumada, O, Thon, A, Pini, V, Mingot, J, Armelin, E, Alemán, C, Lanzalaco, S, (2024). Toward a Plasmon-Based Biosensor throughout a Thermoresponsive Hydrogel ACS Applied Polymer Materials 6, 13618-13629

This study investigates the potential of thermoresponsive hydrogels as innovative substrates for future in vitro diagnostic (IVD) applications using AVAC technology, developed and patented by the Mecwins biomedical company. In order to convert the hydrogel in a substrate compatible with AVAC technology, the following prerequisites were established: (1) the hydrogel layer needs to be permeable to gold nanoparticles (AuNPs), and (2) the optical properties of the hydrogel should not interfere with the detection of AuNPs with AVAC technology. These two key aspects are evaluated in this work. A silicon substrate (Sil) was coated with a layer of a thermosensitive hydrogel (TSH) based on poly(N-isopropylacrylamide-co-N,N '-methylene bis(acrylamide) (PNIPAAm-co-MBA). The TSH offers the advantage of easy modulation of its porosity through cross-linker adjustments, crucial for the plasmonic nanoparticle (NP) permeation. The platforms, denominated as (Sil)-g-(PNIPAAm-co-MBA), were fabricated by changing the cross-linker concentrations and exploring three deposition methods: drop casting (DC), spin coating (SC), and 3D printing (3D); the DC approach resulted in a very homogeneous and thin hydrogel layer, very suitable for the final application. Furthermore, after physical-chemical characterization, the TSH demonstrated its functionality in regulating nanoparticle absorption, and AVAC technology's capability to precisely identify such NPs through the hydrogel matrix was validated. The proposed hydrogel platform fulfills the initial requirements, opening the possibility for employing these hydrogels as dynamic substrates in sandwich immunoassay devices. The next step in the development of the hydrogel substrate would be its functionalization with biorecognition groups to allow for biomarker detection. By leveraging their enhanced capture efficiency and the ability to manipulate particle flow thermally, we anticipate a significant advancement in diagnostic methodologies, combining the spatial benefits of three-dimensional hydrogel structures with the precision of AVAC's digital detection.

JTD Keywords: Biomarker classification, Dark-field microscop, Gold nanoparticles, Nanoparticlepermeation, Plasmonic detection, Thermoresponsivehydrogel


Parra, A, Denkova, D, Burgos-Artizzu, XP, Aroca, E, Casals, M, Godeau, A, Ares, M, Ferrer-Vaquer, A, Massafret, O, Oliver-Vila, I, Mestres, E, Acacio, M, Costa-Borges, N, Rebollo, E, Chiang, HJ, Fraser, SE, Cutrale, F, Seriola, A, Ojosnegros, S, (2024). METAPHOR: Metabolic evaluation through phasor-based hyperspectral imaging and organelle recognition for mouse blastocysts and oocytes PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA 121, e2315043121

Only 30% of embryos from in vitro fertilized oocytes successfully implant and develop to term, leading to repeated transfer cycles. To reduce time-to-pregnancy and stress for patients, there is a need for a diagnostic tool to better select embryos and oocytes based on their physiology. The current standard employs brightfield imaging, which provides limited physiological information. Here, we introduce METAPHOR: Metabolic Evaluation through Phasor-based Hyperspectral Imaging and Organelle Recognition. This non-invasive, label-free imaging method combines two-photon illumination and AI to deliver the metabolic profile of embryos and oocytes based on intrinsic autofluorescence signals. We used it to classify i) mouse blastocysts cultured under standard conditions or with depletion of selected metabolites (glucose, pyruvate, lactate); and ii) oocytes from young and old mouse females, or in vitro-aged oocytes. The imaging process was safe for blastocysts and oocytes. The METAPHOR classification of control vs. metabolites-depleted embryos reached an area under the ROC curve (AUC) of 93.7%, compared to 51% achieved for human grading using brightfield imaging. The binary classification of young vs. old/in vitro-aged oocytes and their blastulation prediction using METAPHOR reached an AUC of 96.2% and 82.2%, respectively. Finally, organelle recognition and segmentation based on the flavin adenine dinucleotide signal revealed that quantification of mitochondria size and distribution can be used as a biomarker to classify oocytes and embryos. The performance and safety of the method highlight the accuracy of noninvasive metabolic imaging as a complementary approach to evaluate oocytes and embryos based on their physiology.

JTD Keywords: Ai, Consumption, Culture, Embryo development, Fluorescence, Hyperspectral imagin, Implantation, In vitro fertilization, Infertility, Label-free imaging, Microscopy, Morphokinetics, Oxygen concentrations, Selectio, Time-lapse


Ojosnegros, S, Parra, A, Massafret, O, Burgos-Artizzu, X, Ferrer-Vaquer, A, Ares, M, Denkova, D, Parriego, M, Sole, M, Boada, M, Seriola, A, (2024). METAPHOR: METabolic imaging through AI-powered Phasor-based Hyperspectral analysis and Organelle recognition for the classification of human blastocysts - O-249 HUMAN REPRODUCTION 39, I143-I143

Ojosnegros, S, Parra, A, Denkova, D, Burgos-Artizzu, XPP, Sandoval, MC, Oliver-Vila, I, Borges, NC, Mestres, E, Acacio, M, Seriola, A, (2023). ROBUST CLASSIFICATION OF MAMMALIAN EMBRYOS AND OOCYTES BASED ON LABEL-FREE HYPERSPECTRAL IMAGING AND ARTIFICIAL INTELLIGENCE FERTILITY AND STERILITY 120, E42-E42

Borges, NC, Mestres, E, Acacio, M, Parra, A, Castello, C, Matia-Algué, Q, Burgos-Artizzu, XPP, Sandoval, MC, Seriola, A, Ojosnegros, S, Calderon, G, (2023). MATERNAL SPINDLE TRANSFER RESTORES THE EMBRYO DEVELOPMENTAL COMPETENCE OF POOR-QUALITY OOCYTES IDENTIFIED NON-INVASIVELY BY HYPERSPECTRAL IMAGING: PROOF OF CONCEPT IN THE MOUSE MODEL. FERTILITY AND STERILITY 120, E215-E215

Ojosnegros, S, Parra, A, Denkova, D, Burgos-Artizzu, X, Oliver, I, Fraser, SE, Chiang, HJ, Cutrale, F, Costa-Borges, N, Mestres, E, Acacio, M, Calderón, G, Rebollo, E, Veiga, A, Seriola, A, (2023). Metabolic classification of embryos and oocytes based on hyperspectral imaging and machine learning (O-237) HUMAN REPRODUCTION 38, O-237

Costa-Borges, N, Parra, A, Mestres, E, Acacio, M, Castello, C, Seriola, A, Ojosnegros, S, Calderón, G, (2023). Maternal spindle transfer restores the developmental competence of in vitro aged oocytes with diminished metabolic activity identified by hyperspectral imaging (O-208) HUMAN REPRODUCTION 38, O208

Blanco-Cabra, N., Vega-Granados, K., Moya-Andérico, L., Vukomanovic, M., Parra, A., Álvarez De Cienfuegos, L., Torrents, E., (2019). Novel oleanolic and maslinic acid derivatives as a promising treatment against Bacterial biofilm in nosocomial infections: An in vitro and in vivo study ACS Infectious Diseases 5, (9), 1581-1589

Oleanolic acid (OA) and maslinic acid (MA) are pentacyclic triterpenic compounds that abound in industrial olive oil waste. These compounds have renowned antimicrobial properties and lack cytotoxicity in eukaryotic cells as well as resistance mechanisms in bacteria. Despite these advantages, their antimicrobial activity has only been tested in vitro, and derivatives improving this activity have not been reported. In this work, a set of 14 OA and MA C-28 amide derivatives have been synthesized. Two of these derivatives, MA-HDA and OA-HDA, increase the in vitro antimicrobial activity of the parent compounds while reducing their toxicity in most of the Gram-positive bacteria tested, including a methicillin-resistant Staphylococcus aureus-MRSA. MA-HDA also shows an enhanced in vivo efficacy in a Galleria mellonella invertebrate animal model of infection. A preliminary attempt to elucidate their mechanism of action revealed that these compounds are able to penetrate and damage the bacterial cell membrane. More significantly, their capacity to reduce antibiofilm formation in catheters has also been demonstrated in two sets of conditions: a static and a more challenged continuous-flow S. aureus biofilm.

JTD Keywords: Antibiofilm, Galleria mellonella, In vitro and in vivo antimicrobials, Maslinic and oleanolic acids, Natural products, Staphylococcus aureus