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24 pages, 1026 KB  
Review
Rare Earth Elements in Testicular Function: Current Knowledge and Future Directions
by Alessandra Santillo, Sara Falvo, Massimo Venditti, Maria Maddalena Di Fiore, Giulia Grillo and Gabriella Chieffi Baccari
Int. J. Mol. Sci. 2026, 27(16), 7298; https://doi.org/10.3390/ijms27167298 (registering DOI) - 15 Aug 2026
Abstract
Rare earth elements (REEs) are increasingly recognized as modulators of male reproductive health. This review presents the first comprehensive and critical analysis of the detrimental and potentially beneficial effects of REEs on male vertebrate reproductive function. In vivo and in vitro studies show [...] Read more.
Rare earth elements (REEs) are increasingly recognized as modulators of male reproductive health. This review presents the first comprehensive and critical analysis of the detrimental and potentially beneficial effects of REEs on male vertebrate reproductive function. In vivo and in vitro studies show that elements, particularly Gadolinium, Lanthanum, and Yttrium, share a toxicological profile characterized by oxidative stress, inflammation, mitochondrial dysfunction, endocrine disruption, and impairment of the blood–testis barrier. These mechanisms converge on both somatic and germ cell populations, ultimately compromising spermatogenesis and hormonal balance. Limited epidemiological data in humans are consistent with experimental findings, indicating inverse associations between seminal REE levels and sperm quality. CeO2 nanoparticles represent an exception, showing dose-dependent duality: although some murine studies describe toxic effects, a broader and more consistent body of evidence indicates their protective action by restoring testicular homeostasis in diabetic models, in rats exposed to pesticides, pharmacological agents or irradiation, and in in vitro-treated spermatozoa. Preliminary data on Yttrium (YO) and Gadolinium (GdVO4) nanoparticles similarly point to protective effects under pathological conditions, whereas Neodymium and Samarium show reproductive toxicity, including hormonal disruption and impaired sperm quality. Overall, REEs cannot be considered a homogeneous class: some pose reproductive hazards, others show potential biomedical utility. A systematic, mechanistic research framework is needed to resolve these dualities. It should contextualise reproductive risks in relation to the growing environmental and occupational exposure to REEs, while simultaneously exploring the biomedical potential of those elements that exhibit protective profiles. Full article
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19 pages, 20521 KB  
Article
Ore-Forming Fluid Characteristics and Genesis of the Xiaoyinuogaigou Gold Deposit in the Central Erguna Metallogenic Belt: Constraints from Fluid Inclusions, H-O-S Isotopes, U-Pb Geochronology, and Rare-Earth Elements
by Lichun Fu, Guihu Chen, He Yuan, Tiankun Xie, Haiyang Liu, Qingyuan Song, Bo Li, Xuefeng Li, Obed Oppong, Tao Geng, Fangyue Wang and Wencheng Zhang
Appl. Sci. 2026, 16(16), 8117; https://doi.org/10.3390/app16168117 - 14 Aug 2026
Abstract
The Xiaoyinuogaigou (XYN) gold deposit is located in the central Erguna Metallogenic Belt, northeastern China, and represents a characteristic example of Mesozoic gold mineralization in the Mongol–Okhotsk orogenic province. Despite its economic significance, the timing of mineralization and the nature of the ore-forming [...] Read more.
The Xiaoyinuogaigou (XYN) gold deposit is located in the central Erguna Metallogenic Belt, northeastern China, and represents a characteristic example of Mesozoic gold mineralization in the Mongol–Okhotsk orogenic province. Despite its economic significance, the timing of mineralization and the nature of the ore-forming fluid system have not been well constrained. To address these questions, a systematic investigation of fluid inclusions, isotopes, geochemistry, and geochronology was conducted. The study reveals that: (i) four types of fluid inclusions are identified in auriferous quartz veins, with co-existing aqueous liquid-vapor and NaCl daughter-mineral three-phase inclusions, indicating the involvement of at least two chemically distinct fluids; (ii) the ore-forming fluids are characterized by moderate temperatures (163.2–357.6 °C), low to moderate salinities (3.06–11.34 wt% NaCleqv.), and H–O isotope compositions (δD = −133.3 to −112.3‰; δ18O fluid (SMOW) = +1.74 to +4.06‰) consistent with a hydrothermal system incorporating a substantial non-magmatic water component; and (iii) REE geochemistry and sulfur isotopes (δ34S = +4.47 to +11.75‰, mean +8.29‰, n = 4) indicate that ore-forming materials were derived at least in part from the ore-hosting granite porphyry. Zircon U–Pb geochronology constrains the granite porphyry crystallization to 180 ± 3 Ma, and hydrothermal monazite U–Pb dating yields an age of 162.3 ± 3.6 Ma (MSWD = 0.95), for a Middle Jurassic hydrothermal event. We therefore conclude that XYN is an epizonal orogenic gold deposit formed during the late compressional to post-collisional transition of the Mongol–Okhotsk orogeny. Full article
(This article belongs to the Section Earth Sciences)
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19 pages, 4762 KB  
Article
Coloration and Genesis of Calcite-Dominated Jade from Xinjiang, China: Evidence from Spectroscopy, U-Pb Dating, and C-O Isotope
by Yunxi Zhu, Yi Zhao, Siying Li, Zheyi Zhao and Gexue Zhao
Crystals 2026, 16(8), 533; https://doi.org/10.3390/cryst16080533 - 14 Aug 2026
Abstract
Carbonate jade has emerged as a recently recognized commercial variety in the Chinese gemstone market. Systematic gemological and mineralogical investigations on carbonate jade, however, remain very scarce. Three Xinjiang calcite-dominated jade samples were investigated by using Fourier-transform infrared (FTIR) spectroscopy, Raman spectroscopy, ultraviolet-visible [...] Read more.
Carbonate jade has emerged as a recently recognized commercial variety in the Chinese gemstone market. Systematic gemological and mineralogical investigations on carbonate jade, however, remain very scarce. Three Xinjiang calcite-dominated jade samples were investigated by using Fourier-transform infrared (FTIR) spectroscopy, Raman spectroscopy, ultraviolet-visible (UV-Vis) absorption spectroscopy, microbeam X-ray fluorescence (Micro-XRF) spectrometry, trace element analysis, in situ U-Pb dating, and C-O isotope analysis. The orange-red color originates from staining by hematite and magnetite inclusions, while the green color is produced by d-d electronic transitions of lattice-bound Fe3+ and Mn2+. The provenance comparison reveals systematic differences in trace element compositions between the Xinjiang carbonate jade and Pakistani Lvwen stone: the Xinjiang samples are characterized by extremely low Cu and Sr contents, whereas the Pakistani Lvwen stone has high Cu, Mn and Sr contents, and low Fe content. The U-Pb age obtained for the Xinjiang carbonate jade sample coincides with a Late Cretaceous rapid cooling event. Enriched light rare earth element (LREE) and C-O isotope (δ13CV-PDB = −1.19–2.21‰, δ18OV-SMOW = 15.00–20.01‰) signatures indicate that the carbonate-precipitating fluids were derived from marine carbonate wall rocks. These findings provide new mineralogical and geochemical constraints on the coloration mechanism, provenance, and fluid evolution of carbonate jade from Xinjiang. Full article
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14 pages, 7295 KB  
Article
Geochemical Variations and Chemical Weathering History of Holocene Coastal Sediments in the Western Bohai Bay
by Zhen-Ping Cao, Lizhu Tian, Yunzhuang Hu, Changfu Fan, Yongsheng Chen and Fu Wang
Water 2026, 18(16), 1990; https://doi.org/10.3390/w18161990 - 14 Aug 2026
Viewed by 46
Abstract
Geochemical proxies in coastal sediments are widely applied to reconstruct past climatic and environmental changes, yet their sensitivity to climate versus localized depositional processes remains debated in dynamic land–sea interfaces. Here, we present major, trace, and rare earth element (REE) data from two [...] Read more.
Geochemical proxies in coastal sediments are widely applied to reconstruct past climatic and environmental changes, yet their sensitivity to climate versus localized depositional processes remains debated in dynamic land–sea interfaces. Here, we present major, trace, and rare earth element (REE) data from two Holocene sediment cores (QX01 and QX02) from the western coast of Bohai Bay to decouple provenance, weathering, and hydrodynamic controls. Provenance-sensitive trace element ratios (La/Sc and Th/Sc) and REE fractionation patterns indicate exceptional source stability dominated by the Yellow River and adjacent cratonic catchments throughout the Holocene, eliminating provenance shifts as a confounding variable. Since ~8 ka, an overarching upward increase in raw chemical index of alteration (CIA), accompanied by increasing Al/Si ratios and grain sizes, broadly aligned with the warm and humid Holocene Climate Optimum. Crucially, a highly significant linear relationship between grain size, Al/Si and CIA (R2 > 0.78) demonstrates that raw CIA variations were decisively modulated by sea-level-driven hydrodynamic sorting during the Holocene transgression, which shifted the depositional setting from high-energy fluvial regimes to low-energy marine settings, preferentially trapping fine-grained, clay-hosted aluminosilicates with inherently high CIA values. During the late Holocene (~5 ka to present), stabilizing sea-level conditions shifted the raw records into an elevated plateau punctuated by high-frequency fluctuations and localized geochemical anomalies, reflecting a dynamic interface sensitive to episodic fluvial floods or tidal/storm reworking that periodically introduced coarser, quartz-rich detritus. The resulting sorting-corrected CIAC removes the transgressive clay-trapping artifact and reveals a broad, subdued weathering plateau between ~8 ka and 4 ka BP, consisting with previous Chinese Loess Plateau weathering intensity. These findings highlight that in dynamic marginal-marine sinks, raw silicate weathering indices reflect physical sorting overprints, and hydrodynamic detrending is essential to extract genuine continental paleoclimate signals. Full article
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30 pages, 13978 KB  
Review
Selective Separation of Rare Earth Elements by Nanofiltration Membranes: Mechanisms, Performance, and Perspectives
by Zhenhua Feng, Wenjie Jiang, Binbin Tang, Xiaojun Yang, Ke Liu and Guangyong Zeng
Membranes 2026, 16(8), 268; https://doi.org/10.3390/membranes16080268 - 13 Aug 2026
Viewed by 224
Abstract
Rare earth elements (REEs) are critical for advanced manufacturing and clean energy, yet their separation remains extremely challenging due to the nearly identical ionic radii of adjacent lanthanides. Conventional solvent extraction, ion exchange, and precipitation methods are limited by their high reagent consumption, [...] Read more.
Rare earth elements (REEs) are critical for advanced manufacturing and clean energy, yet their separation remains extremely challenging due to the nearly identical ionic radii of adjacent lanthanides. Conventional solvent extraction, ion exchange, and precipitation methods are limited by their high reagent consumption, slow kinetics, poor selectivity, and environmental burdens. Nanofiltration (NF) offers a green and efficient alternative—operating in the aqueous phase with low energy demand and continuous high throughput. This review systematically summarizes NF-based REE separation. We first elucidate the fundamental mechanisms (size exclusion, Donnan exclusion, dielectric exclusion, and complexation enhancement), and discuss how lanthanide hydration chemistry underpins these synergistic effects. Membrane materials, from commercial to biomimetic, are critically surveyed, with an emphasis on strategies to overcome the trade-off between permeability and selectivity. The impacts of operating conditions and solution chemistry are analyzed, and NF applications ranging from single REE systems to real leachates are assessed. A comparative evaluation positions NF against conventional technologies. Key challenges remain: poor adjacent REE selectivity, membrane fouling, performance loss at high salinity, chemical instability, and a gap between model and real feeds. Future directions include designing high-selectivity membranes, integrating machine learning optimization, establishing standardized protocols, and realizing closed-loop process integration. Full article
(This article belongs to the Special Issue Novel Membrane Materials and Membrane Modification)
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18 pages, 39523 KB  
Article
Depositional and Diagenetic Controls on Eyelid–Eyeball Limestones in the Middle Permian Maokou Formation, Sichuan Basin
by Zhipeng Chen, Penghui Xie, Lei Chen, Sheng Fu, Gaocheng Wang, Liwei Jiang and Chen Zou
J. Mar. Sci. Eng. 2026, 14(16), 1498; https://doi.org/10.3390/jmse14161498 - 13 Aug 2026
Viewed by 131
Abstract
The Mao-1 Member of the Middle Permian Maokou Formation in the Yongchuan area contains distinctive eyelid–eyeball limestones developed in an outer-ramp to intraplatform-basin transitional setting. The two components alternate as mud-rich laminae and carbonate-rich nodules or layers. Eyelid limestone contains 10–45% micritic carbonate [...] Read more.
The Mao-1 Member of the Middle Permian Maokou Formation in the Yongchuan area contains distinctive eyelid–eyeball limestones developed in an outer-ramp to intraplatform-basin transitional setting. The two components alternate as mud-rich laminae and carbonate-rich nodules or layers. Eyelid limestone contains 10–45% micritic carbonate mud and a mean total-grain content of 69.11%, whereas eyeball limestone contains <10% carbonate mud and 30.89% total grains. In the exploratory geochemical subset (five samples per facies), eyelid limestone has higher mean V, Mn, Fe, and Ba contents, but only Ba differs significantly between facies (Welch p = 0.036; exact Mann–Whitney p = 0.032). Bulk-rock rare-earth-element data are PAAS-normalized and used descriptively because concentrations are low and neither weak-acid leaching nor detrital correction was performed. The observations support a preferred interpretation involving primary depositional differentiation followed by localized early diagenesis, differential compaction, and pressure solution. Relative sea-level change may have modulated the alternation, but the available data do not resolve a unique cyclic driver. Core-scale pore data demonstrate facies-dependent heterogeneity rather than field-scale deliverability. Full article
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16 pages, 21873 KB  
Article
Study on Mechanochemical Activation-Enhanced Hydrochloric Acid Leaching of Rare Earth Elements from Roasted NdFeB Waste
by Chenghong Liu, Tuo Zhao, Chunlei Guo, Erdou Li, Yufang Qin and Bo Zhang
Metals 2026, 16(8), 895; https://doi.org/10.3390/met16080895 - 11 Aug 2026
Viewed by 178
Abstract
NdFeB waste is an important rare earth secondary resource, and the current industrial practice primarily employs a hydrochloric acid preferential dissolution method to recover rare earth elements (REEs). However, approximately 1% of REEs (e.g., cerium oxide, neodymium oxide, praseodymium oxide, and dysprosium oxide) [...] Read more.
NdFeB waste is an important rare earth secondary resource, and the current industrial practice primarily employs a hydrochloric acid preferential dissolution method to recover rare earth elements (REEs). However, approximately 1% of REEs (e.g., cerium oxide, neodymium oxide, praseodymium oxide, and dysprosium oxide) remain in the leaching residue, resulting in low recovery efficiency. This work puts forward mechanochemical leaching (integrating mechanical activation and acid leaching) to replace traditional agitated leaching, which realizes synchronous mechanical activation and acid leaching within a stirred ball mill. A systematic comparison is conducted between these two leaching technologies, and the influences of operational variables on rare earth leaching efficiency are explored. The experimental results reveal that sustained mechanical grinding can pulverize particles down to the submicron level, induce substantial lattice distortion and amorphous transformation, destroy the physical coating of rare earth-bearing phases by iron oxides, and thereby drastically improve the extraction efficiency of REEs. The optimal conditions were determined as follows: stirring speed of 700 r/min, leaching temperature of 85 °C, HCl concentration of 1 mol/L, leaching time of 180 min and solid–liquid ratio of 100 g/L. Furthermore, this study reveals the synchronous evolution mechanism of particle refinement and phase transformation during mechanochemical leaching, providing an alternative and more economical recycling route for NdFeB waste. Full article
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39 pages, 14929 KB  
Article
The Geochemistry of Granites Associated with W-Sn Deposits of North and Central Portugal and Castilla-León in Spain
by Alexandra Mota, Helena Sant’Ovaia, Oscar Fádon and Fernando Noronha
Minerals 2026, 16(8), 823; https://doi.org/10.3390/min16080823 - 8 Aug 2026
Viewed by 348
Abstract
Tungsten and tin are critical raw materials for the European Union, yet robust exploration guides for these metals remain poorly defined. The Variscan granites of the Iberian Peninsula host numerous W-Sn deposits, but the geochemical criteria that distinguish productive from barren intrusions are [...] Read more.
Tungsten and tin are critical raw materials for the European Union, yet robust exploration guides for these metals remain poorly defined. The Variscan granites of the Iberian Peninsula host numerous W-Sn deposits, but the geochemical criteria that distinguish productive from barren intrusions are still debated. This study presents a comprehensive whole-rock geochemical dataset from North and Central Portugal and Castilla-León in Spain. We demonstrate that while all studied granites are peraluminous, chondrite-normalised REE patterns allow discrimination of 15 distinct geochemical groups that correlate with emplacement age and mineralisation type. Tin-specialised leucogranites (e.g., Golpejas and Enaras) are characterised by extremely low ΣREE (<40 ppm), flat patterns (La/YbN < 10), and absent to positive Eu anomalies, together with enrichments in Rb (>800 ppm) and Sn (>500 ppm), and very low K/Rb ratios (<70). In contrast, tungsten-bearing granites (e.g., Borralha, Valderrodrigo) exhibit moderate to high ΣREE (40–272 ppm), strongly fractionated patterns (La/YbN > 15), and pronounced negative Eu anomalies (Eu/Eu* < 0.4). These differences confirm that W and Sn mineralisation in NW Iberia arise from distinct magma sources and differentiation paths. This work verifies how, through their mode of occurrence and the geochemistry of rare earth elements and trace elements, potentially mineralised granites can be distinguished and how they can be used in exploration programs. Full article
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19 pages, 34477 KB  
Article
Composition and Genesis of Serpentinite-Type Nephrite, Mount Bikilyar, South Urals, Russia
by Evgeniy V. Kislov and Valeriy V. Murzin
Minerals 2026, 16(8), 818; https://doi.org/10.3390/min16080818 - 7 Aug 2026
Viewed by 264
Abstract
The object of this study is nephrite found on Mount Bikilyar, South Urals, Russia. The purpose of the study is to determine the mineral and chemical composition of the nephrite and host rocks and to develop a model of the nephrite’s formation. The [...] Read more.
The object of this study is nephrite found on Mount Bikilyar, South Urals, Russia. The purpose of the study is to determine the mineral and chemical composition of the nephrite and host rocks and to develop a model of the nephrite’s formation. The mineral composition was studied using a scanning electron microscope with an energy-dispersive quantitative microanalysis system. We studied the chemical, trace element, and oxygen isotopic composition. The nephrite’s composition is dominated by tangled fibrous and downy aggregates, with large lamellar grains of actinolite. Magnesian hornblende and resorbed diopside grains, as well as chromite, titanite, apatite, chlorite, sulfides, and secondary minerals, are less common. The host rocks are metagabbro of diverse mineral compositions. The nephrite is characterized by a subchondritic trough-like distribution spectrum of REE with a negative Eu anomaly. The chondrite-normalized spectrum of the metagabbro is characterized by significantly higher REE content values. The δ18O isotopic composition of the nephrite is +5.53 to +5.80‰, indicating the deep origins of oxygen inherited from ultramafic rocks. The extremely heterogeneous and heavier composition of the metagabbro is +4.42 to +11.27‰, reflecting different contributions of the mantle and crustal sources to its formation. The nephrite was formed as a result of ultramafic xenoblock transformation under the influence of gabbro. Initially, serpentine was replaced by diopside, after which actinolite developed to form the nephrite. The Bikilyar nephrite differs in its mineral composition from the nephrite of other deposits. Despite the unique mineral composition, Bikilyar nephrite is a typical serpentinite in terms of paragenesis and chemical composition. The nephrite-specific mineral and chemical composition is explained by the small size of the ultramafic block that is in a significant volume of gabbro. Full article
(This article belongs to the Special Issue Formation Study of Gem Deposits)
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18 pages, 6563 KB  
Article
Petrogenesis and Tectonic Setting of the Guantian and Shangbao Granodiorite, Southern Zhuguangshan Complex, China: Evidence from Zircon U-Pb-Hf Isotopes, and Whole-Rock Geochemistry and Sr-Nd Isotopes
by Gang Huang, Wen-Lin Yu, Hua Liao, Yu-Fei Wang, Shui-Feng You, Yuan Li and Jian-Ji Tian
Minerals 2026, 16(8), 813; https://doi.org/10.3390/min16080813 - 5 Aug 2026
Viewed by 242
Abstract
The southern Zhuguangshan complex is one of the most important sources of granite-hosted uranium deposits in the Nanling region and consists predominantly of Caledonian (Cambrian–Silurian), Indosinian (Late Permian–Triassic), and Yanshanian (Jurassic–Cretaceous) granitoids. However, the Caledonian plutonic rocks have not yet been systematically investigated. [...] Read more.
The southern Zhuguangshan complex is one of the most important sources of granite-hosted uranium deposits in the Nanling region and consists predominantly of Caledonian (Cambrian–Silurian), Indosinian (Late Permian–Triassic), and Yanshanian (Jurassic–Cretaceous) granitoids. However, the Caledonian plutonic rocks have not yet been systematically investigated. In this study, we present new LA-ICP-MS zircon U–Pb ages and Hf isotopes, together with whole-rock elemental and Sr–Nd isotope data, for the Guantian and Shangbao granodiorites from the southern Zhuguangshan complex, in order to constrain their petrogenesis and tectonic setting. Zircon U–Pb dating yields emplacement ages of ca. 431.5 and 442.3 Ma for the Guantian and Shangbao plutons, respectively. Both plutons are characterized by high Al2O3 (14.35–14.77 wt.% and 13.55–14.38 wt.%) and total alkali (Na2O + K2O = 6.22–6.82 wt.% and 6.46–6.85 wt.%) contents, with A/CNK ratios <1.0, and are classified as metaluminous I-type granites. They show enrichment in light rare earth elements (LREE), K, Th, and U, coupled with marked depletion in Ba, Sr, Nb, Ta, P, and Ti, and exhibit pronounced negative Eu anomalies. These geochemical signatures indicate fractional crystallization of Ti-bearing minerals (e.g., rutile and ilmenite) and plagioclase. The granodiorites have initial 87Sr/86Sr ratios of 0.70595–0.71227, negative εNd(t) values (−7.8 to −4.1), and negative εHf(t) values (−8.7 to −0.4), pointing to a dominantly continental crustal source. Their average Nb/Ta (11.42) and Th/U (5.07) ratios are also consistent with typical continental crust. Based on the lithological assemblage and geochemical characteristics, we propose that the Guantian and Shangbao granodiorites were formed in a post-collisional extensional setting. Full article
(This article belongs to the Section Mineral Geochemistry and Geochronology)
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62 pages, 5855 KB  
Review
From Fundamentals to Industrial Prospects: Ion-Imprinted Polymers for Metal Ion Separation
by Heru Agung Saputra, Muhammad Hanif Amrulloh, Nadiya Ayu Astarini, Fathan Bahfie, David Candra Birawidha, Kyeong-Deok Seo, Yuanhui Huang, Widi Astuti and Yeni Wahyuni Hartati
Encyclopedia 2026, 6(8), 167; https://doi.org/10.3390/encyclopedia6080167 - 4 Aug 2026
Viewed by 558
Abstract
Ion-imprinted polymers (IIPs) are advanced adsorbents featuring selective recognition cavities for targeted metal ion capture, offering a promising route to high-efficiency separation in extractive metallurgy. In the present work, the evolution, design principles, synthesis strategies, separation mechanisms, and practical applicability of IIPs for [...] Read more.
Ion-imprinted polymers (IIPs) are advanced adsorbents featuring selective recognition cavities for targeted metal ion capture, offering a promising route to high-efficiency separation in extractive metallurgy. In the present work, the evolution, design principles, synthesis strategies, separation mechanisms, and practical applicability of IIPs for metal recovery from complex aqueous matrices are overviewed. Key material components, including functional monomers, crosslinkers, template ions, initiators, solvents, and support materials, are discussed in relation to adsorption capacity, selectivity, kinetics, stability, and recyclability. Major preparation routes, such as surface imprinting, bulk polymerization, in situ polymerization, and sol–gel methods, are critically compared to clarify their advantages and limitations. Recent applications for base metals, precious metals, and rare-earth elements demonstrate that IIPs can achieve high specificity and rapid equilibrium under optimized conditions. However, their translation from simulated solutions to real leachates remains constrained by interfering ions, organic contaminants, mass transfer resistance, incomplete template removal, and matrix complexity. Mitigation strategies, including sample pretreatment, improved polymer architecture, and hybrid supports, are therefore emphasized. Additionally, chemometric modelling, machine learning, or artificial intelligence-assisted design may be implemented to advance the prospects of IIPs in industry. Conclusively, IIPs represent a strong separation platform, yet industrial deployment requires robust validation with real feed streams and scalable regeneration protocols during column operation, as well as under chemically aggressive conditions at scale. Full article
(This article belongs to the Section Chemistry)
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26 pages, 8932 KB  
Article
Integrating Sediment Geochemistry with Explainable Machine Learning for Provenance Discrimination in Wular Lake, Kashmir Himalaya, India
by Mukhtar Hasan Ahmad, Shaik A. Rashid, Mohammad Khalid, Javid A. Ganai, Shamshad Ahmad, Amir Khan and Abuzar
Minerals 2026, 16(8), 805; https://doi.org/10.3390/min16080805 - 3 Aug 2026
Viewed by 305
Abstract
This study integrates conventional sediment geochemistry with explainable machine learning to investigate the provenance of surface sediments from Wular Lake, Kashmir Valley, NW Himalaya. Twenty-two samples were analysed for 49 geochemical variables (10 major oxides, 25 trace elements and 14 rare earth elements), [...] Read more.
This study integrates conventional sediment geochemistry with explainable machine learning to investigate the provenance of surface sediments from Wular Lake, Kashmir Valley, NW Himalaya. Twenty-two samples were analysed for 49 geochemical variables (10 major oxides, 25 trace elements and 14 rare earth elements), complemented by XRD mineralogy, which reveals an assemblage dominated by quartz, muscovite/illite, chlorite and feldspar. The Chemical Index of Alteration (CIA = 68.5–75.1, mean 72.1), corroborated by CIW, PIA and the A–CN–K trend, indicates moderate weathering under a cold temperate climate, and the Index of Compositional Variability (ICV > 1), together with uniformly low Zr/Sc ratios (3.4–6.0), which preclude significant zircon addition through recycling, records compositionally immature, first-cycle detrital input. Conventional discrimination ratios and the Herron system classify the sediments as geochemically equivalent to shale, and elevated Fe2O3/K2O (2.6–4.0), Al2O3/TiO2 (12.6–16.0), Cr/Th and Co/Th ratios record a substantial mafic imprint. Chondrite-normalised REE patterns show pronounced LREE enrichment ((La/Yb)N = 8.0–19.4), moderate negative Eu anomalies (Eu/Eu* = 0.56–0.73) and negligible Ce anomalies (Ce/Ce* = 0.98–1.03), with Eu/Eu* discriminating felsic crystalline from mafic volcanic contributions. A three-stage pipeline (principal component analysis (PCA) → random forest → SHapley Additive exPlanations (SHAP)) achieved a median leave-one-out cross-validation (LOO-CV) accuracy of 95.5% (n = 22; Wilson 95% CI 78%–99%), and unsupervised k-means clustering reproduced the same three geochemically distinct provenance end-members: siliceous-mature, detrital-mafic and carbonate-bearing, without reference to the assigned labels (Adjusted Rand Index = 1.0). Because the training labels derive from the same geochemical dataset, the classification quantifies the internal consistency of the provenance model, but does not provide independent validation. SHAP analysis reveals that trace elements (Cr, Co, Sc, Ni, Zn) carry greater discriminating power than do conventional major-oxide ratios, demonstrating that explainable machine learning robustly supplements and extends traditional provenance approaches. Full article
(This article belongs to the Special Issue Mineralogy and Geochemistry of Sediments)
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25 pages, 2655 KB  
Review
Silver Nanoparticle-Based Hybrid Nanomaterials for Monitoring and Treatment of Hospital Wastewater: Focus on Rare Earth Elements and Radiopharmaceutical Residues from Nuclear Medicine Department
by Alessandro Ovis, Ilaria Maria De Giorgio, Sofia Lemaire, Giovanna Iucci, Chiara Battocchio and Iole Venditti
Appl. Sci. 2026, 16(15), 7720; https://doi.org/10.3390/app16157720 - 3 Aug 2026
Viewed by 205
Abstract
Hospital wastewater has begun to act as an important source of emerging contaminants, including rare earth elements (REEs), mostly lanthanides, and radiopharmaceutical residues originating from diagnostic and therapeutic nuclear medicine procedures. The increasing use of gadolinium-based contrast agents, lutetium-containing therapeutics, technetium-99m tracers, iodine-131, [...] Read more.
Hospital wastewater has begun to act as an important source of emerging contaminants, including rare earth elements (REEs), mostly lanthanides, and radiopharmaceutical residues originating from diagnostic and therapeutic nuclear medicine procedures. The increasing use of gadolinium-based contrast agents, lutetium-containing therapeutics, technetium-99m tracers, iodine-131, yttrium-90, and gallium-68 radiopharmaceuticals has raised growing concerns regarding the release of radioactive and metal-containing compounds into aquatic environments. Conventional wastewater treatment plants are often inefficient in removing these contaminants because of their high chemical stability, low environmental concentrations, and complex aqueous speciation. In this context, hybrid nanomaterials containing silver nanoparticles (AgNPs) have attracted increasing interest for both monitoring and remediation applications. AgNP-based systems exhibit unique plasmonic, catalytic, antimicrobial, and sensing properties that can be exploited in adsorption, photocatalysis, membrane filtration, electrochemical detection, and surface-enhanced Raman spectroscopy (SERS). This review critically analyzes recent advances in hospital wastewater treatment and how hybrid nanomaterials containing silver nanoparticles (AgNPs) are emerging. The review places a particular focus on contamination by REEs and radiopharmaceuticals residues, which to date, as far as we know, remains a challenging and understudied aspect, as reflected by limited publications. Full article
(This article belongs to the Special Issue Environmental Pollution Monitoring and Control)
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27 pages, 16700 KB  
Article
Machine Learning and Data-Driven Classification and Prediction of Pyrite Genesis
by Xiangyu Wu, Miao Shi, Shiyu Ma, Qinyuan Cao, Haoyu Lu, Xutong Zhao and Runfa Duan
Appl. Sci. 2026, 16(15), 7710; https://doi.org/10.3390/app16157710 - 3 Aug 2026
Viewed by 279
Abstract
Pyrite occurs in a wide range of ore-forming environments, and its trace element and rare earth element (REE) compositions are important geochemical indicators for determining its genetic origin, thereby providing valuable constraints for ore deposit research and mineral exploration. Machine learning, as a [...] Read more.
Pyrite occurs in a wide range of ore-forming environments, and its trace element and rare earth element (REE) compositions are important geochemical indicators for determining its genetic origin, thereby providing valuable constraints for ore deposit research and mineral exploration. Machine learning, as a data-driven technique, offers new insights into the genesis types of pyrite by comprehensively analyzing data and uncovering underlying patterns. In this study, representative pyrite samples with diverse morphologies, including both sedimentary and hydrothermal types, were collected. Based on electron probe microanalysis (EPMA) and laser ablation inductively coupled plasma mass spectrometry (LA-ICP-MS), a comprehensive analysis of pyrite genesis was conducted. Furthermore, an artificial neural network (ANN) machine learning algorithm was employed to establish a classification model, and the predictive performance of this trained model was compared against that of traditional discrimination methods. The results show that when only trace elements were used as input features, the training set yielded a classification accuracy of 64.3% for sedimentary pyrite and 93.9% for hydrothermal pyrite. In the testing set, sedimentary pyrite was classified with an accuracy of 100%; however, this result may reflect the limited sample size rather than the model’s true generalization ability and therefore should be interpreted with caution. Feature importance analysis identified Cu, Zn, Te, Bi, and Pb as the key variables of this model. When both trace and rare earth elements (REEs) were used, the detection accuracy for sedimentary pyrite and hydrothermal pyrite in the training set was 87.5% and 100%. However, the combined trace + rare earth elements model exhibited a clear overfitting tendency: its overall training accuracy reached 95.2%, but its validation accuracy (88.9%) was lower than that of the trace-only model (93.8%). Feature importance analysis indicated that Pb, Ho, Zn, Ag, and Ce contribute substantially to the model. The machine learning model proposed in this study is convenient and efficient, providing a novel basis for determining the genetic types of complex pyrite. Full article
(This article belongs to the Section Earth Sciences)
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30 pages, 1090 KB  
Review
From Metal-Related Public Health Risks to Bioremediation: The Potential of the Polyextremophilic Galdieria spp.—A Systematic Review
by Elio Pozzuoli, Concetta Auciello, Salvatore Avilia, Manuela Iovinella, Mario De Stefano, Sabrina Esposito, Stefania Papa and Claudia Ciniglia
Int. J. Mol. Sci. 2026, 27(15), 6855; https://doi.org/10.3390/ijms27156855 - 30 Jul 2026
Viewed by 249
Abstract
The growing demand for rare earth elements (REEs), heavy metals (HMs) and precious metals (PMs) has intensified interest in sustainable recovery strategies from secondary resources, including mining residues, industrial effluents and waste electrical and electronic equipment (WEEE). These streams represent exposure interfaces, because [...] Read more.
The growing demand for rare earth elements (REEs), heavy metals (HMs) and precious metals (PMs) has intensified interest in sustainable recovery strategies from secondary resources, including mining residues, industrial effluents and waste electrical and electronic equipment (WEEE). These streams represent exposure interfaces, because soluble and bioavailable metal species may persist, bioaccumulate and contribute to oxidative stress, genotoxicity, carcinogenic outcomes and chronic systemic effects. This systematic review, conducted following PRISMA guidelines, evaluates the thermoacidophilic red microalga Galdieria spp. as an extremophilic platform for metal bioremediation, recovery and upstream risk reduction. Galdieria spp. combines tolerance to low pH, elevated temperature and high metal loads with rapid surface biosorption and, in living biomass, slower intracellular sequestration and detoxification. Its interaction with REEs, PMs and toxic HMs is mediated by cell-wall functional groups, extracellular polymeric substances, redox-active processes and metabolic flexibility shaped partly by horizontal gene transfer (HGT). The review discusses matrix complexity and adsorption–desorption cycles, highlighting their implications for real industrial streams. Overall, Galdieria spp. emerges as a robust extremophilic bio-interface for selective metal recovery, hazardous waste mitigation, circular-economy biorefinery models and prevention of metal-associated risks to environmental and human health, while current scale-up limitations and process-oriented research priorities are identified. Full article
(This article belongs to the Section Molecular Biology)
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