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	<title>ethylene glycol &#8211; Science</title>
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	<title>ethylene glycol &#8211; Science</title>
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		<title>Organosilane Chemistry Anchors Biosensor Probes While Fighting Surface Fouling</title>
		<link>https://scienmag.com/organosilane-chemistry-anchors-biosensor-probes-while-fighting-surface-fouling/</link>
		
		<dc:creator><![CDATA[Sylvia Mullen]]></dc:creator>
		<pubDate>Fri, 16 Oct 2026 09:41:06 +0000</pubDate>
				<category><![CDATA[Science News]]></category>
		<category><![CDATA[Technology and Engineering]]></category>
		<category><![CDATA[acoustic wave sensors]]></category>
		<category><![CDATA[advanced antifouling reagents for biosensors]]></category>
		<category><![CDATA[antifouling]]></category>
		<category><![CDATA[antifouling biosensor coatings]]></category>
		<category><![CDATA[appraisal]]></category>
		<category><![CDATA[biosensor assembly and surface engineering]]></category>
		<category><![CDATA[biosensor probe immobilization strategies]]></category>
		<category><![CDATA[biosensor surface functionalization]]></category>
		<category><![CDATA[biosensors]]></category>
		<category><![CDATA[covalent attachment of biological recognition molecules]]></category>
		<category><![CDATA[ethylene glycol]]></category>
		<category><![CDATA[hydroxylated surface chemistry]]></category>
		<category><![CDATA[inorganic and organic material surface functionalization]]></category>
		<category><![CDATA[modification]]></category>
		<category><![CDATA[modular biosensor surface modification]]></category>
		<category><![CDATA[non-specific adsorption]]></category>
		<category><![CDATA[organosilane]]></category>
		<category><![CDATA[organosilane surface chemistry]]></category>
		<category><![CDATA[probe]]></category>
		<category><![CDATA[probe immobilization]]></category>
		<category><![CDATA[silane linker development]]></category>
		<category><![CDATA[surface]]></category>
		<category><![CDATA[surface chemistry]]></category>
		<category><![CDATA[surface fouling prevention in biosensors]]></category>
		<guid isPermaLink="false">https://scienmag.com/?p=284054</guid>

					<description><![CDATA[A new review from the University of Toronto charts the evolution of organosilane surface chemistry for biosensor probe attachment, from commercial aminosilane workhorses to custom antifouling linkers that dramatically reduce serum fouling and enable ultrasensitive bacterial detection in milk.]]></description>
										<content:encoded><![CDATA[<p>Every biosensor, from a lab-on-a-chip cancer detector to a food-safety device, faces the same fundamental challenge: how do you physically attach fragile biological recognition molecules—antibodies, peptides, aptamers—to a hard, inert transducer surface without destroying their function? A new review by Edmund Chan and Michael Thompson of the University of Toronto, published in Frontiers in Sensors, takes stock of one of the field&#8217;s most enduring answers: organosilane surface chemistry. The appraisal, appearing in the journal&#8217;s Biosensors section, walks through both the fundamental mechanism by which these molecules assemble on surfaces and the evolution of silane linkers from crude commercial workhorses to sophisticated, custom-synthesized antifouling reagents.</p>
<p>Organosilanes occupy a unique position in biosensor engineering because they spontaneously organize into ordered, bifunctional molecular assemblies—what the authors call adlayers—on hydroxylated surfaces of inorganic and organic materials. The architecture is elegantly modular. A silyl tail function, typically a trialkoxysilyl or trichlorosilyl group, anchors to the substrate. A distal head function dictates the surface&#8217;s chemical properties and provides the reactive handle for covalently attaching a probe of choice. Between them sits an organic backbone that spaces the head group away from the surface and reinforces the assembly through intermolecular forces. In theory, this modularity offers countless chemical permutations; in practice, the authors note, the availability of head functions compatible with the highly reactive silyl tail is severely limited, since nucleophilic groups such as alcohols, carboxylic acids, and amines interfere with adlayer formation and must be protected or introduced after assembly.</p>
<p>The mechanism by which these adlayers form remains an active area of debate, but a broad consensus has emerged around a multi-step process. Surface-adsorbed water molecules first hydrolyze the trichlorosilyl or trialkoxysilyl moiety into a trisilanol anchoring group. This cross-linker then diffuses to the surface-solution interface, where it undergoes reversible adsorption and desorption punctuated by multiple condensation reactions with surface hydroxyl groups. Islands nucleate across the surface, expand during a reorganization phase, and aggregate into a coherent adlayer that is further strengthened by covalent cross-linking between neighboring silanols. Van der Waals forces between adjacent organic backbones add rigidity, order, and stability to the finished film.</p>
<p>The commercial backbone of the field remains the bifunctional propyltrialkoxysilanes. (3-Aminopropyl)trimethoxysilane (APTMS) and (3-aminopropyl)triethoxysilane (APTES) terminate in amino head groups that can be coupled to carboxylic acid functions on probe molecules via EDC-NHS chemistry or to amino groups after pre-activation with glutaraldehyde. This flexibility has made them staples for immobilizing proteins and peptides on silicon dioxide, alumina, and aluminum nitride. Related linkers include the mercapto compounds MPTMS and MPTES, whose sulfhydryl heads form disulfide bonds with thiol-bearing probes, and the glycidoxy compounds GPTMS and GPTES, whose strained three-membered epoxide rings open readily when attacked by nucleophilic atoms on the probe, forging a new covalent bond in the process.</p>
<p>Yet these commercial workhorses carry significant liabilities that the review does not shy away from. The amino-terminated linkers demand costly pre-activating or coupling agents. The thiol-bearing variants suffer from cross-reactivity, in which the sulfhydryl group of one immobilized linker forms a disulfide bond with that of a neighbor, effectively shutting down the very chemistry needed to anchor thiol-bearing probes. The glycidoxy counterparts react promiscuously with a wide range of nucleophilic groups, restricting their use largely to simple organic molecules rather than complex biological probes.</p>
<p>These shortcomings have driven interest in functionalizable alkyltrichlorosilanes, a class of linkers synthesized by converting terminal alkene precursors into trichlorosilyl anchoring groups via the classical catalytic hydrosilylation reaction using trichlorosilane and chloroplatinic acid hexahydrate. Among the most prominent examples, developed in the Thompson laboratory, are linkers bearing pentafluorophenyl ester (PFP) and benzenethiosulfonate (BTS) head functions. The PFP moiety reacts potently with primary amine residues to form strong amide bonds, while the BTS head function exhibits regioselectivity for sulfhydryl groups, forming disulfide bonds without cross-reacting with itself. In one demonstration, PFP-modified AT-cut quartz surfaces were functionalized with nitrilotriacetic acid moieties that subsequently captured polyhistidine-tagged heat shock protein 10 via nickel(II) coordination—entirely avoiding the activating agents required by traditional APTMS and APTES chemistry. In a separate application, BTS-based adlayers were imposed onto aluminum nitride thin films, an alternative piezoelectric substrate being considered for future acoustic wave biosensors, and validated with thiolated biotin as a proof of concept.</p>
<p>Perhaps the most consequential advance highlighted in the review involves ethylene glycol (EG) as an organic backbone. EG moieties are well documented for their ability to reduce adsorption of proteins and cells from biological fluids, a property that directly addresses non-specific adsorption—the fouling problem that undermines biosensor selectivity and sensitivity in real-world samples. The Toronto group&#8217;s MEG-OH spacer molecule, containing a single EG unit and terminating in a hydroxyl head function, was synthesized via a trifluoroacetyl ester precursor (MEG-TFA) that is deprotected after assembly. When incorporated into acoustic wave biosensor experiments on AT-cut quartz, this single EG moiety produced a dramatic reduction in fouling from undiluted serum. Molecular dynamics calculations and neutron reflectometry experiments suggest the EG backbone facilitates formation of a distinct interfacial water barrier that imposes an energetic cost to perturbation and suppresses the protein dehydration process during adsorption.</p>
<p>Counterintuitively, more EG is not always better. The team synthesized trifluoroacetyl ester-bearing trichlorosilanes with seven, ten, and thirteen EG units, deprotected them to expose hydroxyl head functions, and tested the resulting adlayers against undiluted goat serum. The shortest chain, 7-OEG, exhibited substantially lower fouling than its longer counterparts, despite containing fewer EG groups. The authors attribute this to packing density: shorter molecules leave gaps that allow water to penetrate and form the protective interstitial zone, while longer, more densely packed chains obstruct this hydration layer. It is a striking example of how molecular-scale geometry, not simply chemical composition, governs macroscopic biosensor performance.</p>
<p>The review also showcases MEG-Cl, a sister molecule to MEG-OH that functions simultaneously as a probe-attachment linker and an antifouling spacer. MEG-Cl chemistry has been used to attach nickel-NTA groups for recombinant protein capture and to reduce fouling from serum and milk samples. Most strikingly, it has been deployed in an aptamer-based acoustic wave sensor for Escherichia coli, where the aptamer is covalently tethered to the quartz surface through the antifouling linker. That sensor achieved detection limits of 35 and 8 colony-forming units per milliliter in phosphate-buffered saline and cow&#8217;s milk, respectively—well below safety thresholds for commercial dairy products.</p>
<p>Looking forward, Chan and Thompson identify several unresolved challenges that will shape the next generation of silane chemistry. Transducer materials must present sufficient surface hydroxyl groups for condensation chemistry to proceed, which is straightforward for metals but difficult for polymers, where oxygen plasma treatment may be required. Achieving ideal lateral spacing of probes—dense enough for sensitivity, yet spaced enough to avoid steric interference between neighboring recognition sites—remains a delicate balancing act. And the question of probe orientation, rarely addressed in the field, looms large: attachment chemistry can inadvertently block the very recognition site a sensor depends on. Their proposed solution is a new class of head groups designed to target biologically meaningful motifs, such as polyhistidine tags terminally generated during protein expression, offering a route to immobilize virtually any protein of interest with controlled orientation. If successful, this could close the loop on decades of silane chemistry, transforming a workhorse technique into a precision tool for the biosensors of tomorrow.</p>
<p><strong>Subject of Research:</strong> Organosilane surface chemistry for probe attachment to biosensor substrates</p>
<p><strong>Article Title:</strong> Appraisal of organosilane surface modification for probe attachment to biosensor substrates</p>
<p><strong>Article References:</strong> Chan, E., &amp; Thompson, M. (2026). Appraisal of organosilane surface modification for probe attachment to biosensor substrates. <em>Frontiers in Sensors, 7</em>, Article 1774304. <a href="https://doi.org/10.3389/fsens.2026.1774304" rel="noopener noreferrer">https://doi.org/10.3389/fsens.2026.1774304</a></p>
<p><strong>Image Credits:</strong> AI Generated</p>
<p><strong>DOI:</strong> <a href="https://doi.org/10.3389/fsens.2026.1774304" rel="noopener noreferrer">10.3389/fsens.2026.1774304</a></p>
<p><strong>Keywords:</strong> biosensors, organosilane, surface chemistry, antifouling, probe immobilization, acoustic wave sensors, ethylene glycol, non-specific adsorption, Appraisal, surface, modification, probe</p>
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		<post-id xmlns="com-wordpress:feed-additions:1">284054</post-id>	</item>
		<item>
		<title>Hidden Couplings in Fake Tissue: Additives Reshape Both Sound and Stiffness in Ultrasound Phantoms</title>
		<link>https://scienmag.com/hidden-couplings-in-fake-tissue-additives-reshape-both-sound-and-stiffness-in-ultrasound-phantoms/</link>
		
		<dc:creator><![CDATA[Carl Richardson]]></dc:creator>
		<pubDate>Thu, 15 Oct 2026 18:33:12 +0000</pubDate>
				<category><![CDATA[Science News]]></category>
		<category><![CDATA[acoustic attenuation]]></category>
		<category><![CDATA[aluminum oxide]]></category>
		<category><![CDATA[calibration of elastography devices with laboratory phantoms]]></category>
		<category><![CDATA[cryoprotectant]]></category>
		<category><![CDATA[development of accurate tissue-mimicking materials for ultrasound]]></category>
		<category><![CDATA[Effects]]></category>
		<category><![CDATA[effects of additives on phantom stiffness]]></category>
		<category><![CDATA[ethylene glycol]]></category>
		<category><![CDATA[hydrogel]]></category>
		<category><![CDATA[impact of additives on acoustic attenuation and sound speed]]></category>
		<category><![CDATA[influence of aluminum oxide and cryoprotectants on ultrasound properties]]></category>
		<category><![CDATA[microstructure analysis of ultrasound tissue phantoms]]></category>
		<category><![CDATA[poly(vinyl alcohol)]]></category>
		<category><![CDATA[polyvinyl alcohol (PVA) hydrogel in medical phantoms]]></category>
		<category><![CDATA[propylene glycol]]></category>
		<category><![CDATA[quality control in ultrasound imaging]]></category>
		<category><![CDATA[shear wave viscoelastography]]></category>
		<category><![CDATA[sound speed]]></category>
		<category><![CDATA[tissue-mimicking phantom]]></category>
		<category><![CDATA[tissue-mimicking phantoms]]></category>
		<category><![CDATA[ultrasound elastography]]></category>
		<category><![CDATA[ultrasound phantom material testing]]></category>
		<category><![CDATA[viscoelasticity]]></category>
		<guid isPermaLink="false">https://scienmag.com/?p=276846</guid>

					<description><![CDATA[Researchers show that aluminum oxide and cryoprotectant additives in polyvinyl alcohol phantoms unexpectedly alter shear stiffness and attenuation, complicating the calibration of ultrasound elastography systems.]]></description>
										<content:encoded><![CDATA[<p>Every ultrasound machine that helps a doctor diagnose a stiff liver or a suspicious breast lesion has to be tested against something, and that something is usually a phantom, a laboratory-made block of material engineered to behave like living tissue. The problem is that making a good fake tissue is harder than it sounds. Researchers at the Indian Institute of Technology Gandhinagar have now shown that two of the most common additives used in polyvinyl alcohol (PVA) phantoms do far more than the jobs they were hired for, silently changing the very stiffness measurements that elastography machines are supposed to be calibrated against. The work, published in Frontiers in Acoustics, could reshape how laboratories around the world build their quality-control materials.</p>
<p>The team, led by Devyani Gupta, Akash Chandra, Jagruti M. Patil and Karla P. Mercado-Shekhar, systematically fabricated seventy-five phantoms from 10 percent PVA hydrogel, varying aluminum oxide from 0 to 10 percent by weight and two cryoprotectants, ethylene glycol and propylene glycol, from 0 to 20 percent by volume. For each formulation they measured density, longitudinal sound speed, acoustic attenuation, shear modulus and viscosity, and examined the microstructure with scanning electron microscopy. The question was deceptively simple: when you add an ingredient to tune one property, what happens to everything else?</p>
<p>Aluminum oxide has long been treated as a one-trick additive. Its job is to absorb and scatter ultrasound, mimicking the way real soft tissue attenuates sound waves as they travel through the body. The study confirmed that it does this beautifully. Attenuation climbed from 0.12 to 0.54 dB/cm/MHz across the concentration range, with a striking linear correlation of r = 0.98. But the surprise came when the researchers turned to shear wave viscoelastography, a technique that sends ripples of shear waves through a material and reads its stiffness from how fast those waves disperse. The shear modulus of the phantoms rose from 3.05 to 5.32 kilopascals, a 1.7-fold increase, correlated with aluminum oxide concentration at r = 0.79. Density rose in parallel from 1.03 to 1.14 g/cm3.</p>
<p>The physical explanation is elegant. Rigid ceramic particles embedded in a soft polymer matrix cannot deform when a shear wave passes through. They restrict the conformational freedom of the surrounding PVA chains, so the network as a whole requires more force to deform, registering as a stiffer material. Meanwhile, the longitudinal sound speed, hovering between 1576 and 1583 m/s, and the viscosity, between 1.58 and 2.15 Pa s, remained essentially unchanged. So a phantom designer who adds aluminum oxide to match tissue attenuation is, whether they realize it or not, also manufacturing a stiffer phantom, a confounding variable that could bias elastography benchmarks in ways nobody has previously accounted for.</p>
<p>The cryoprotectant story turned out to be stranger still. Ethylene glycol and propylene glycol are added to PVA because, during the freeze-thaw cycling that gives PVA hydrogels their strength, they suppress the growth of large ice crystals that would otherwise leave a porous, inhomogeneous structure. Electron microscopy confirmed the effect dramatically: without cryoprotectant, the hydrogel network was highly porous; with either glycol, even at modest concentrations, it became dense and non-porous, and stayed that way across the entire range.</p>
<p>But the mechanical response of the gels did not follow a simple trend. With ethylene glycol, the shear modulus fell from 6.94 kPa in the cryoprotectant-free gel to a minimum of 3.81 kPa at 15 percent concentration, and then rebounded sharply to 8.01 kPa at 20 percent, the stiffest formulation in the entire study. Propylene glycol behaved differently: the modulus decreased from the baseline through 10 percent and then plateaued at roughly 4 kPa through 20 percent. The authors attribute the initial softening to plasticization, with glycol molecules wedging themselves between PVA chains, breaking interchain hydrogen bonds and increasing free volume. The sudden stiffening at high ethylene glycol concentrations, by contrast, may mark a threshold at which the small glycol molecule, at 62.07 g/mol versus 76.09 g/mol for propylene glycol, draws water away from the polymer chains, allowing them to re-establish strong cross-links or form microcrystallites. The bulkier propylene glycol molecule apparently cannot pack efficiently enough to trigger this re-crystallization.</p>
<p>The acoustic measurements told a parallel tale. Sound speed rose almost perfectly linearly with cryoprotectant concentration, from 1535 to 1643 m/s for ethylene glycol and 1535 to 1666 m/s for propylene glycol, both with correlation coefficients of 0.99. Propylene glycol edged out its smaller cousin at the top end, possibly because its extra methyl group produces a tighter local arrangement within the hydrogel pores. Attenuation also increased with concentration for both glycols, from about 0.27 to 0.40 dB/cm/MHz, an effect the researchers link to the denser hydrogen-bonded fluid network that forms as the glycol fraction rises, increasing frictional losses for propagating waves.</p>
<p>Viscosity, the other half of the viscoelastic picture, showed a simpler pattern. Adding either cryoprotectant significantly lowered viscosity relative to the baseline, but beyond 5 percent concentration the values plateaued, remaining statistically indistinguishable from 5 to 20 percent. This saturation makes molecular sense: the first doses of glycol structure free water within the hydrogel pores through hydrogen bonding, but once the primary hydration sites are saturated, additional glycol simply pools into the already-structured fluid phase without changing the macroscopic resistance to shear flow. The takeaway for phantom builders is that the choice between ethylene glycol and propylene glycol, and the exact concentration, matter far more than a perusal of the standard literature would suggest.</p>
<p>Why does all this matter beyond the materials lab? Shear wave viscoelastography is an active clinical research area for assessing liver fibrosis, breast lesions and thyroid nodules, and recent work has shown that treating inherently viscoelastic tissues as purely elastic introduces substantial errors in modulus estimates. Phantoms sit at the foundation of this enterprise: they are how new reconstruction algorithms are validated, how machines are calibrated, and how measurements are compared across hospitals and studies. If the additive used to tune attenuation simultaneously shifts the shear modulus, or if the cryoprotectant chosen to smooth the microstructure also drives a nonlinear swing in stiffness, then phantom-based benchmarks inherit biases that propagate all the way to the clinic.</p>
<p>The Gandhinagar team frames its findings as a step toward standardizing phantom fabrication protocols and controlling confounding variables, and the contribution is genuinely novel in scope. Prior work had examined only the presence or absence of ethylene glycol, and propylene glycol had been used almost exclusively for sound-speed tuning without anyone checking its downstream effects. This study is the first direct head-to-head comparison of the two cryoprotectants under identical fabrication and measurement conditions, and the first to report aluminum oxide&#8217;s effect on PVA phantom mechanics. The authors acknowledge limitations: they did not test ethylene glycol above 20 percent, where the stiffening reversal might continue or reverse again; they did not assess long-term stability beyond two days; and they used the widely adopted Kelvin-Voigt model rather than exploring alternative rheological frameworks. Future work, they suggest, will incorporate shear wave attenuation corrections and monitor phantoms over six to twelve months. For now, the message to the field is clear: in tissue-mimicking materials, nothing acts alone, and every recipe must be read as a whole.</p>
<p><strong>Subject of Research:</strong> Effects of aluminum oxide and cryoprotectant additives on the acoustic and viscoelastic properties of polyvinyl alcohol tissue-mimicking phantoms for shear wave viscoelastography</p>
<p><strong>Article Title:</strong> Characterization of tissue-mimicking polyvinyl alcohol phantoms for shear wave viscoelastography: effects of aluminum oxide and cryoprotectant concentration</p>
<p><strong>Article References:</strong> Gupta, D., Chandra, A., Patil, J. M., &amp; Mercado-Shekhar, K. P. (2026). Characterization of tissue-mimicking polyvinyl alcohol phantoms for shear wave viscoelastography: effects of aluminum oxide and cryoprotectant concentration. <em>Frontiers in Acoustics, 4</em>, Article 1920457. <a href="https://doi.org/10.3389/facou.2026.1920457" rel="noopener noreferrer">https://doi.org/10.3389/facou.2026.1920457</a></p>
<p><strong>Image Credits:</strong> AI Generated</p>
<p><strong>DOI:</strong> <a href="https://doi.org/10.3389/facou.2026.1920457" rel="noopener noreferrer">10.3389/facou.2026.1920457</a></p>
<p><strong>Keywords:</strong> tissue-mimicking phantom, polyvinyl alcohol, aluminum oxide, ethylene glycol, propylene glycol, acoustic attenuation, shear wave viscoelastography, ultrasound elastography, viscoelasticity, cryoprotectant, sound speed, hydrogel</p>
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		<post-id xmlns="com-wordpress:feed-additions:1">276846</post-id>	</item>
		<item>
		<title>AI Meets Nanotech: Neural Networks Crack the Code of Next-Generation Engine Coolants</title>
		<link>https://scienmag.com/ai-meets-nanotech-neural-networks-crack-the-code-of-next-generation-engine-coolants/</link>
		
		<dc:creator><![CDATA[Cassandra Pierce]]></dc:creator>
		<pubDate>Tue, 06 Oct 2026 23:38:19 +0000</pubDate>
				<category><![CDATA[Technology and Engineering]]></category>
		<category><![CDATA[AI-driven coolant optimization]]></category>
		<category><![CDATA[artificial neural network]]></category>
		<category><![CDATA[cellulose nanocrystals]]></category>
		<category><![CDATA[ethylene glycol]]></category>
		<category><![CDATA[exotic nanoparticles in engine coolants]]></category>
		<category><![CDATA[genetic algorithm]]></category>
		<category><![CDATA[genetic algorithm for material design]]></category>
		<category><![CDATA[graphene nanoplatelets]]></category>
		<category><![CDATA[heat transfer]]></category>
		<category><![CDATA[hybrid nanofluid]]></category>
		<category><![CDATA[hybrid nanofluid development]]></category>
		<category><![CDATA[Machine learning]]></category>
		<category><![CDATA[machine learning in heat transfer prediction]]></category>
		<category><![CDATA[Nanofluids]]></category>
		<category><![CDATA[nanomaterials for thermal efficiency]]></category>
		<category><![CDATA[nanotechnology]]></category>
		<category><![CDATA[nanotechnology in thermal management]]></category>
		<category><![CDATA[neural networks in heat transfer]]></category>
		<category><![CDATA[next-generation engine cooling technologies]]></category>
		<category><![CDATA[thermal conductivity]]></category>
		<category><![CDATA[thermal conductivity enhancement]]></category>
		<category><![CDATA[thermal management]]></category>
		<category><![CDATA[viscosity]]></category>
		<category><![CDATA[waste heat reduction in power systems]]></category>
		<guid isPermaLink="false">https://scienmag.com/?p=242687</guid>

					<description><![CDATA[Researchers paired graphene and cellulose nanoparticles with a genetic-algorithm-optimized neural network to predict hybrid nanofluid performance, achieving a 52.77 percent thermal conductivity boost and near-perfect AI prediction accuracy.]]></description>
										<content:encoded><![CDATA[<p>Every engine, data center, and power plant on Earth is haunted by the same invisible enemy: waste heat. The fluids we rely on to carry that heat away—water, ethylene glycol, and their mixtures—have barely changed in decades, and their modest thermal conductivity places a hard ceiling on how efficiently our machines can run. Now, a team of researchers at Universiti Malaysia Pahang Al-Sultan Abdullah has reported a strikingly modern way forward, combining exotic carbon-and-cellulose nanoparticles with one of the most powerful pairings in machine learning: an artificial neural network tuned by a genetic algorithm. Their study, published in Neural Computing and Applications, demonstrates that a carefully engineered hybrid nanofluid can boost thermal conductivity by more than half over a conventional coolant, and that an evolutionarily optimized AI model can predict that performance with near-perfect fidelity.</p>
<p>The fluids at the heart of the study belong to a class of materials called nanofluids—base liquids seeded with nanoparticles so small that thousands would fit across the width of a human hair. The idea traces back to a landmark 1995 proposal by Stephen Choi, who argued that suspending metallic or carbon-based particles in conventional fluids could dramatically raise their ability to conduct heat. In the decades since, engineers have tested a zoo of particle combinations, but a persistent challenge remains: single-particle nanofluids often deliver disappointing gains, suffer from instability, or thicken so much that pumping them costs more energy than the improved heat transfer saves. Hybrid nanofluids, which blend two or more nanoparticle species, attempt to capture the best properties of each ingredient while compensating for their individual weaknesses.</p>
<p>The Malaysian team chose an unusual and intriguing pairing: graphene nanoplatelets, ultrathin sheets of carbon with exceptional intrinsic thermal conductivity, and cellulose nanocrystals, rod-like particles derived from plant matter. The logic is elegant. Graphene brings extraordinary heat-carrying capacity, but flat platelets tend to clump together and settle out of suspension. Cellulose nanocrystals, being hydrophilic and mechanically robust, can act as dispersing agents and structural spacers, helping to keep the graphene sheets separated and stabilized within the liquid. Before any fluid was made, the researchers characterized their raw nanoparticles using field-emission scanning electron microscopy and transmission electron microscopy, confirming the morphology of both particle types and ensuring that the building blocks of their coolant were exactly what they intended.</p>
<p>Preparing the fluids themselves followed a well-established two-step method, in which nanoparticles are first procured or synthesized as dry powders and then dispersed into the base liquid—in this case, a mixture of ethylene glycol and water, the workhorse formulation of automotive cooling systems. The team prepared both single-particle GNP nanofluids and hybrid GNP/CNC formulations across a range of volume concentrations from 0.02 to 0.2 percent, then measured thermal conductivity and viscosity across temperatures spanning 30 to 80 degrees Celsius. That experimental matrix matters, because the two properties pull in opposite directions in any engineering trade-off: higher particle loading improves heat conduction but raises viscosity, which increases the pumping power needed to circulate the fluid and can promote unwanted deposits and erosion in cooling channels.</p>
<p>The headline experimental result is remarkable. At the highest tested concentration of 0.2 volume percent and the highest temperature of 80 degrees Celsius, the hybrid GNP/CNC nanofluid exhibited a thermal conductivity 52.77 percent greater than the plain base fluid. That is not an incremental improvement; it is the kind of jump that, if translated into a real cooling loop, could allow smaller radiators, lower fan power, and tighter thermal margins in everything from car engines to concentrated solar collectors. Equally important is the temperature trend: the enhancement grew with heating, meaning the fluid performs best precisely in the hot conditions where cooling demand is most severe. The researchers attribute the synergy to the complementary geometry of the two particle types, with the platelets and rods forming networks that create more efficient pathways for phonon transport through the liquid.</p>
<p>Viscosity told a more complicated story, and the team mapped it carefully. As expected, viscosity increased with particle concentration and decreased as temperature rose—the standard rheological behavior of most suspensions. Even at the relatively low concentration of 0.2 volume percent, the hybrid nanofluid&#8217;s viscosity at 30 degrees Celsius was approximately 27.5 percent higher than that of the base fluid. That penalty is real but modest, and because viscosity falls steeply with temperature, the fluid becomes easier to pump exactly when an engine or thermal system is running hot. Analyzing this rheological behavior is essential for any practical deployment, since a nanofluid that conducts heat brilliantly but flows like honey would be a laboratory curiosity rather than a commercial coolant.</p>
<p>What elevates the study beyond careful measurement is its computational core. Artificial neural networks have become the tool of choice for predicting nanofluid properties, because the relationships between particle loading, temperature, and thermophysical behavior are nonlinear and resistant to simple equations. But a neural network&#8217;s accuracy depends heavily on its internal settings—the number of neurons in its hidden layers, the choice of activation functions, the learning parameters that govern how it fits the training data. Traditionally, engineers tune these hyperparameters by trial and error or grid search, a slow process that often leaves significant accuracy on the table. The team instead deployed a genetic algorithm, an optimization technique inspired by biological evolution, in which candidate solutions compete, mutate, and recombine across generations until the fittest configuration survives.</p>
<p>The marriage of the two algorithms paid off handsomely. The resulting GA-ANN model achieved a coefficient of determination of 0.998, meaning it explained 99.8 percent of the variance in the experimental data, alongside a root mean square error of 0.3231 and a mean absolute error of 0.683. Statistical testing confirmed that the optimized model was significantly more accurate than conventional neural network approaches, with the improvement reaching the stringent threshold of P less than 0.01. In practical terms, this means an engineer could input a desired temperature and particle concentration and receive a trustworthy prediction of the fluid&#8217;s thermal conductivity and viscosity without running a single new experiment. Such a predictive framework compresses months of laboratory work into seconds of computation, and it provides a consistent, reusable tool for designing coolants tailored to specific applications.</p>
<p>The implications ripple outward across the energy landscape. Better coolants translate directly into lower fuel consumption in vehicles, denser and more efficient battery packs in electric vehicles, improved performance in electronics cooling, and higher output from solar thermal plants. The choice of cellulose nanocrystals also carries a sustainability signal: unlike many synthetic nanoparticles, cellulose is abundant, renewable, and biodegradable, which softens the environmental footprint of nanofluid production and disposal. And because the AI model was trained on a modest, well-characterized experimental dataset, the approach is accessible to research groups without access to massive computing infrastructure, lowering the barrier to entry for nanofluid innovation worldwide.</p>
<p>Challenges remain before GNP/CNC coolants flow through production engines. Long-term colloidal stability, cost at industrial scale, compatibility with seals and metals in real cooling loops, and behavior under freeze-thaw cycling all demand further study, and the authors note that their data are available upon request for groups wishing to extend the work. Yet the study marks a genuine convergence of two technological currents: the materials science of engineered nanoparticles and the computational power of evolutionary machine learning. As data-driven design tools grow more sophisticated, the slow craft of mixing and measuring fluids one batch at a time is giving way to a faster paradigm in which algorithms propose, experiments verify, and each result feeds back into smarter models. For a field as old as heat transfer, the future suddenly looks very young indeed.</p>
<p><strong>Subject of Research:</strong> Machine learning prediction of thermal conductivity and viscosity of graphene nanoplatelet–cellulose nanocrystal hybrid nanofluids</p>
<p><strong>Article Title:</strong> Engineering the future of heat transfer: artificial neural network and genetic algorithm synergy to model next-generation hybrid nanofluid performance</p>
<p><strong>Article References:</strong> Hasan, M. M., Rahman, M. M., Bakar, S. A., &amp; Ramasany, D. (2026). Engineering the future of heat transfer: artificial neural network and genetic algorithm synergy to model next-generation hybrid nanofluid performance. <em>Neural Computing and Applications, 38</em>(17), Article 716. <a href="https://doi.org/10.1007/s00521-026-12438-9" rel="noopener noreferrer">https://doi.org/10.1007/s00521-026-12438-9</a></p>
<p><strong>Image Credits:</strong> AI Generated</p>
<p><strong>DOI:</strong> <a href="https://doi.org/10.1007/s00521-026-12438-9" rel="noopener noreferrer">10.1007/s00521-026-12438-9</a></p>
<p><strong>Keywords:</strong> hybrid nanofluid, thermal conductivity, artificial neural network, genetic algorithm, graphene nanoplatelets, cellulose nanocrystals, viscosity, heat transfer, machine learning, ethylene glycol, nanotechnology, thermal management</p>
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		<title>Egg Yolk-Free Freezing Solution Preserves Rat Sperm for Successful IVF</title>
		<link>https://scienmag.com/egg-yolk-free-freezing-solution-preserves-rat-sperm-for-successful-ivf/</link>
		
		<dc:creator><![CDATA[Drew Townsend]]></dc:creator>
		<pubDate>Tue, 06 Oct 2026 02:09:41 +0000</pubDate>
				<category><![CDATA[Biology]]></category>
		<category><![CDATA[animal genetic conservation methods]]></category>
		<category><![CDATA[animal sperm cryopreservation]]></category>
		<category><![CDATA[chemically defined cryopreservation media]]></category>
		<category><![CDATA[cryopreservation]]></category>
		<category><![CDATA[cryopreservation media for assisted reproduction]]></category>
		<category><![CDATA[cryopreservation without egg yolk]]></category>
		<category><![CDATA[egg yolk-free]]></category>
		<category><![CDATA[egg yolk-free sperm freezing solution]]></category>
		<category><![CDATA[ethylene glycol]]></category>
		<category><![CDATA[fertility preservation research]]></category>
		<category><![CDATA[improved sperm freezing techniques]]></category>
		<category><![CDATA[In vitro fertilization]]></category>
		<category><![CDATA[Kyoto University]]></category>
		<category><![CDATA[laboratory animal sperm freezing]]></category>
		<category><![CDATA[laboratory animals]]></category>
		<category><![CDATA[livestock reproductive technology]]></category>
		<category><![CDATA[OptiPrep]]></category>
		<category><![CDATA[rat sperm]]></category>
		<category><![CDATA[rat sperm IVF preservation]]></category>
		<category><![CDATA[reproductive technology]]></category>
		<category><![CDATA[RIKEN]]></category>
		<category><![CDATA[sericin]]></category>
		<category><![CDATA[sperm motility]]></category>
		<category><![CDATA[standardized sperm cryopreservation protocols]]></category>
		<guid isPermaLink="false">https://scienmag.com/?p=239922</guid>

					<description><![CDATA[Researchers at Kyoto University and RIKEN have developed a chemically defined cryopreservation solution that freezes rat sperm without egg yolk or detergent, achieving about 70 percent fertilization and live births comparable to fresh sperm.]]></description>
										<content:encoded><![CDATA[<p>Cryopreservation has become one of the quiet workhorses of modern reproductive science, allowing researchers and clinicians to suspend eggs, embryos, and sperm in a state of suspended animation until they are needed. In livestock breeding, laboratory animal colonies, and human fertility clinics alike, the ability to freeze gametes reliably underpins everything from genetic conservation programs to assisted reproduction. Yet for all its importance, the solutions used to freeze animal sperm have long relied on ingredients that scientists would rather avoid. A research team at Kyoto University and RIKEN in Japan has now taken a significant step toward cleaner, more predictable sperm freezing, reporting a chemically defined cryopreservation solution for rat sperm that eliminates both chicken egg yolk and a problematic detergent, while still producing healthy offspring through in vitro fertilization.</p>
<p>The conventional approach to freezing animal sperm, including rat sperm, typically involves a lactose-based solution supplemented with chicken egg yolk. Egg yolk earned its place in cryopreservation media decades ago because its lipoproteins help shield sperm membranes from the stresses of freezing and thawing. But it comes with baggage. As a biological product of variable composition, egg yolk introduces batch-to-batch inconsistency that makes it difficult to standardize freezing protocols between laboratories. More concerning is the risk of microbial contamination, since egg products can harbor bacteria and viruses that threaten both the samples being preserved and the animals that may eventually be produced from them. For colonies of laboratory rats maintained under strict pathogen-free conditions, that risk is far from trivial.</p>
<p>The second problematic ingredient is OEP, a detergent containing sodium lauryl sulfate that is commonly added to sperm freezing solutions to improve their performance. While OEP helps during the freezing process, it has a darker side when the thawed sperm are used for in vitro fertilization: the detergent has the potential to damage oocytes, the egg cells that sperm must fertilize. In an IVF setting, where the goal is to produce viable embryos from carefully collected eggs, introducing a substance that can harm those very eggs is an unwelcome compromise. These twin problems, microbial risk from egg yolk and oocyte toxicity from OEP, motivated the Kyoto University and RIKEN team to ask a fundamental question: could rat sperm be frozen effectively using only chemically defined components whose identity, purity, and concentration are fully known?</p>
<p>&#8220;We were particularly interested in whether rat sperm could be cryopreserved without egg yolk, which has been used for many years in conventional sperm preservation solutions,&#8221; says first author Kohtaro Morita of Kyoto University. The question matters because rats occupy a special place in biomedical research, serving as models for physiology, pharmacology, toxicology, and human disease. Yet the reproductive engineering technologies that have transformed mouse genetics, allowing researchers to archive and ship mouse strains as frozen sperm, have lagged behind for rats. A reliable, defined freezing solution would be a practical tool for maintaining rat colonies, exchanging genetic lines between institutions, and safeguarding valuable strains against accidental loss.</p>
<p>The team&#8217;s strategy was systematic and iterative. They began by freezing rat sperm in a simple lactose solution, stripped of both egg yolk and OEP, and then measured sperm motility after thawing. Motility, the ability of sperm to swim actively, serves as a key indicator of post-thaw viability and fertilizing potential. By varying the concentration of lactose across trials, the researchers identified the optimal level for supporting sperm survival through the freeze-thaw cycle. With that baseline established, they turned to additives, testing each candidate&#8217;s contribution to membrane protection and motility recovery.</p>
<p>The first meaningful improvement came from OptiPrep, a commercially available iodixanol-based density gradient medium that has previously shown effectiveness in protecting sperm during cryopreservation. When added to the lactose solution, OptiPrep improved sperm motility after thawing, suggesting it helps buffer the cells against the physical and osmotic stresses of ice formation. The researchers then layered on additional cryoprotectants in various combinations and concentrations, systematically searching for the formulation that yielded the highest motility in thawed rat sperm. This combinatorial screening approach allowed them to identify synergies between protective agents rather than relying on any single ingredient.</p>
<p>Two components emerged as particularly important. The combination of ethylene glycol, a small penetrating cryoprotectant widely used in embryo freezing, and sericin, a silk-derived protein with documented cell-protective properties, reduced damage to both the plasma membrane and the acrosomal membrane of the sperm. The acrosome is the enzyme-filled cap that sperm use to penetrate an egg during fertilization, so preserving its integrity is essential for maintaining fertilizing capacity. In addition, the researchers found that two nucleotides, ATP and dbcAMP, improved sperm motility after thawing, presumably by supporting the energy metabolism and signaling pathways that drive sperm movement. The final optimized solution thus consisted of OptiPrep, ethylene glycol, sericin, ATP, and dbcAMP in a lactose base, every component chemically defined and free of animal-derived biological material.</p>
<p>With the formulation in hand, the team put it to the ultimate test: could sperm frozen in this solution actually produce live animals? They cryopreserved rat sperm, thawed it, and used it for in vitro fertilization with fresh oocytes collected from female rats. The resulting two-cell embryos were then transferred into the oviducts of pseudopregnant female rats, where they could develop to term. To benchmark performance, the researchers ran the same IVF and embryo transfer procedure in parallel using freshly prepared, never-frozen sperm, allowing a direct comparison of fertilization efficiency and birth rates between the two groups.</p>
<p>The results were encouraging, if not perfect. Sperm cryopreserved in the new solution achieved a fertilization rate of approximately 70 percent, lower than the roughly 90 percent achieved with fresh sperm, but high enough to efficiently generate fertilized oocytes for embryo production. More striking was the outcome at the other end of the developmental pipeline: approximately 36 percent of the embryos fertilized with cryopreserved sperm resulted in live rat pup births, a figure that showed no significant difference compared with the fresh sperm group. In other words, once an embryo was successfully produced from the frozen-thawed sperm, its ability to develop into a healthy pup was essentially equivalent to that of an embryo derived from fresh sperm. The freezing process, in the new defined solution, did not appear to compromise developmental potential.</p>
<p>&#8220;Although reproductive engineering technology for rats has lagged behind that for mice, we expect that this new cryopreservation solution will facilitate the international transport of rat sperm and reduce the risk of microbial contamination when producing offspring,&#8221; says Morita. The implications extend across the laboratory animal science community. Shipping frozen sperm rather than live animals is cheaper, safer, and more humane, and it allows institutions to reconstitute strains locally from a small vial rather than transporting breeding pairs across borders. A defined, yolk-free medium also removes a persistent source of variability that has complicated comparisons between laboratories, since each batch of egg yolk carries its own biological idiosyncrasies.</p>
<p>The authors are candid that further improvements are still necessary. The fertilization rate achieved with the new solution, at around 70 percent, remains below the 80 to 95 percent range reported for fresh sperm or for conventional cryopreservation methods that include egg yolk. Closing that gap will likely require refining the formulation further, perhaps by tuning cryoprotectant concentrations or identifying additional membrane-stabilizing agents. Even so, the study, published on 16 September 2026 in Biology of Reproduction under the title &#8220;Development of a chemically defined cryopreservation solution for rat sperm and production of offspring by in vitro fertilization,&#8221; demonstrates that the long-standing compromises of conventional sperm freezing media can be overcome. By showing that rat sperm can be frozen without egg yolk or detergent, thawed, and used to generate healthy offspring through IVF, the Kyoto University and RIKEN team has opened a path toward cleaner, more standardized gamete banking, not only for rats but potentially for other species where the same old recipe has persisted for decades.</p>
<p><strong>Subject of Research:</strong> Development of a chemically defined cryopreservation solution for rat sperm enabling in vitro fertilization and offspring production without egg yolk or detergent</p>
<p><strong>Article Title:</strong> Rat sperm freezing without the egg yolk</p>
<p><strong>Article References:</strong> Rat sperm freezing without the egg yolk. (n.d.). <a href="https://www.eurekalert.org/news-releases/1146454" rel="noopener noreferrer">Original publication</a></p>
<p><strong>Image Credits:</strong> AI Generated</p>
<p><strong>DOI:</strong> Not provided</p>
<p><strong>Keywords:</strong> cryopreservation, rat sperm, in vitro fertilization, egg yolk-free, sperm motility, ethylene glycol, sericin, OptiPrep, Kyoto University, RIKEN, reproductive technology, laboratory animals</p>
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