Sathish Kumar Boopathi , Nagaraj Subramani , Luke Elizabeth Hanna , Lucia Precilla Karunakaran , Sagaya John Paul Joseph , Kotteswari Murugesan
{"title":"Piperazine derivatives and bioactive compounds from red seaweed Haloplegma duperreyi: A novel source for inhibition of HIV-I","authors":"Sathish Kumar Boopathi , Nagaraj Subramani , Luke Elizabeth Hanna , Lucia Precilla Karunakaran , Sagaya John Paul Joseph , Kotteswari Murugesan","doi":"10.1016/j.algal.2025.103893","DOIUrl":"10.1016/j.algal.2025.103893","url":null,"abstract":"<div><div>The bioprospecting of marine organisms for biotechnological applications has gained considerable interest in recent years. Given the increasing demand for sustainable bioactive compounds, this study aims to fill the gap by providing a comprehensive analysis of compounds present in red seaweed <em>Haloplegma duperreyi</em> Montague 1842, making it the first to utilize this particular seaweed species for its bioactive potential against Type 1 - Human Immunodeficiency Virus. This study exhibited promising results, where the methanolic extract showed the highest HIV-1 inhibition of 89.13 % at a concentration of 100 μg/mL with an IC<sub>50</sub> value of 8.405 μg/mL. Further fractionation yielded 12 distinct fractions, with PF3 demonstrating highest anti-HIV-1 activity, achieving 90.67 % inhibition and an IC<sub>50</sub> value of 5.557 μg/mL, which is close to the efficacy of positive control, zidovudine (AZT). Characterization of PF3 using FTIR, NMR, and GC–MS identified key functional groups such as N<img>H, C<img>O, C<img>N, and C<img>Br, indicative of piperazine derivatives, known for their diverse antiviral properties. The study calculated the therapeutic index (TI) for both the methanolic extract and PF3 fraction, with values of approximately 23 and 31, respectively, indicating a favourable safety profile for further studies. These findings highlights the potential of PF3 as a novel anti-HIV-1 agent, necessitating further isolation and structural elucidation of active compounds. This is the first report of anti-HIV-1 activity from <em>Haloplegma duperreyi</em>, highlighting marine-derived natural products as promising candidates for new anti-HIV therapies. This study contributes significantly to the field of marine natural product-based antiviral research, emphasizing the importance of marine biodiversity and its contributions to the blue economy.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"86 ","pages":"Article 103893"},"PeriodicalIF":4.6,"publicationDate":"2025-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143144502","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hui Tian , Yongqiu Deng , Kangtai Liao , Siqi Xu , Jihong Chen , Linwen He
{"title":"Physiological, transcriptomic, and metabolomic analyses reveal the adaptation mechanism of Betaphycus gelatinus under different salinity conditions","authors":"Hui Tian , Yongqiu Deng , Kangtai Liao , Siqi Xu , Jihong Chen , Linwen He","doi":"10.1016/j.algal.2025.103894","DOIUrl":"10.1016/j.algal.2025.103894","url":null,"abstract":"<div><div><em>Betaphycus gelatinus</em> is an essential raw material for the industrial extraction of carrageenan, and its growth and reproduction are significantly influenced by changes in salinity. To investigate the adaptation mechanisms of <em>B. gelatinus</em> under different salinity conditions, <em>B. gelatinus</em> was cultured for 7 d under 15, 20, 25, 30, 35, 40, and 45 psu and subjected to physiological, transcriptomic, and metabolomic analyses. The growth rate, photosynthetic performance and pigment content of <em>B. gelatinus</em> decreased significantly, while the activities of superoxide dismutase (SOD) and ascorbate peroxidase (APX) and contents of malondialdehyde, soluble sugar, and glutathione (GSH) increased significantly under salt stress. Transcriptomic and metabolomic analyses indicated that photosynthesis, antioxidant systems, nitrogen metabolism, carbohydrate metabolism, lipid synthesis, and ABC transporters may be involved in the salt stress response of <em>B. gelatinus</em>. Under low-salinity stress, differentially expressed genes (DEGs) associated with photosynthesis, Calvin cycle, ascorbate (AsA) − GSH cycle, glycolysis/gluconeogenesis, and the pentose phosphate pathway were downregulated, while those associated with nitrogen metabolism were upregulated. In contrast, under high-salinity stress, DEGs associated with photosynthesis, chlorophyll degradation, Calvin cycle, AsA − GSH cycle, lipid synthesis, and ABC transporters were upregulated, while those associated with chlorophyll synthesis and nitrogen metabolism were downregulated. The amino acid content was increased under low-salinity stress but decreased under high-salinity stress, while the contents of saturated fatty acids and unsaturated fatty acids were increased under both low and high salinity conditions. These findings help elucidate the adaptation mechanisms of <em>B. gelatinus</em> under varying salinity conditions and provide theoretical guidance for efficient industrial breeding of <em>B. gelatinus</em>.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"86 ","pages":"Article 103894"},"PeriodicalIF":4.6,"publicationDate":"2025-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143144495","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xi Xie , Ziwei Guo , Qinghua Mo , Junkai Luo , Li Lin , Huifan Liu , Gengsheng Xiao , Qin Wang
{"title":"Distribution of long-chain polyunsaturated fatty acids and the effects of molasses on DHA production in Thraustochytrium sp. 26185","authors":"Xi Xie , Ziwei Guo , Qinghua Mo , Junkai Luo , Li Lin , Huifan Liu , Gengsheng Xiao , Qin Wang","doi":"10.1016/j.algal.2024.103891","DOIUrl":"10.1016/j.algal.2024.103891","url":null,"abstract":"<div><div><em>Thraustochytrium</em> sp. 26185 is a microorganism that produces docosahexaenoic acid (DHA) and other long-chain polyunsaturated fatty acids (LCPUFA). However, expression patterns of the key genes involved in LCPUFA synthesis during cell growth remain unclear. Therefore, this study investigated the distribution of LCPUFAs in glycerol backbones that form phospholipids and triacylglycerols (TAG) during cell growth. Integrated transcriptomic and lipidomic analyses were performed at different growth time points. LCPUFAs were associated with glycerol backbones after 12 h of phospholipid biosynthesis and synthesized TAGs at 72 h. In addition, the effects of different carbon sources (glucose, sugarcane molasses, and mixtures of each with glycerol) on growth and LCPUFA production were evaluated. The highest biomass (7.02 ± 0.05 g/L), cell growth rate (1.03 ± 0.12 g/L/d), lipid content (4.72 ± 0.02 g/L), and DHA production (1.55 ± 0.02 g/L) obtained at 72 h when sugarcane molasses was added as the carbon source. Gene expression analysis revealed upregulated expression of the fatty acid and phospholipid biosynthetic genes encoding acetyl-CoA carboxylase (ACC), fatty acid synthase (FAS), and lysophosphatidylcholine acyltransferase 2 (LPCAT2) at 6–12 h. In contrast, the expression of diacylglycerol acyltransferase (DGAT) for TAG biosynthesis was upregulated after 12 h in the sugarcane molasses medium. These findings revealed the sequential distribution of DHA with growth, and indicated glucose could be substituted with sugarcane molasses for DHA production in <em>Thraustochytrium</em> sp. 26185.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"86 ","pages":"Article 103891"},"PeriodicalIF":4.6,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143145031","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Lianghui Hou , Jing Zhu , Kejun Liao , Chaoqi Chen , Yan Li , Sijia She , Dongping Bao , Wenyan Ye , Lanzhou Chen
{"title":"The synergistic effect of applying Bacillus and biochar on restoration of lead-zinc tailings by Leptolyngbya","authors":"Lianghui Hou , Jing Zhu , Kejun Liao , Chaoqi Chen , Yan Li , Sijia She , Dongping Bao , Wenyan Ye , Lanzhou Chen","doi":"10.1016/j.algal.2024.103890","DOIUrl":"10.1016/j.algal.2024.103890","url":null,"abstract":"<div><div>Heavy metal (HM) toxicity and nutrient deficiency pose major challenges to the ecological restoration of tailings area. As the primary stage of soil microbial community succession, biological soil crusts (BSCs) play an important role in stabilizing the soil surface and accelerating nutrient cycling in tailings area. Nevertheless, little information is available. In this study, microalgae and bacteria isolated from tailings area were inoculated onto the lead‑zinc tailing sand combined with exogenous biochar to induce the formation of BSCs. After 60 d of inoculation, chlorophyll <em>a</em>, total DNA, soil humic substances, soluble proteins and species abundance of induced BSCs increased significant in comparison with the control check (CK). Soil C, N and P nutrients, soil saturated moisture, cation exchange capacity and enzyme activities of induced BSCs soils also increased significantly, however, the available forms of lead and zinc, soluble salt, and microbial-derived fulvic acid significantly decreased. The expression of nitrification genes, denitrification genes, and P cycling genes significantly increased. Principal component analysis ranked the differences of each treatment group, and revealing that the combined microalgae-bacteria-biochar treatment group resulted in improving soil properties and higher expression of N/P cycling genes compared to the sole microalgae inoculation. These results indicated that utilizing indigenous microorganism inoculation could effectively improve the ecological function of tailings sand by increasing N/P cycling and provides a potential method for accelerating the ecological restoration of tailings sand.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"86 ","pages":"Article 103890"},"PeriodicalIF":4.6,"publicationDate":"2025-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143143904","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Huriye Gözde Ceylan , Zahide Polat , Ahmet Ferit Atasoy
{"title":"Bio-composite films based on soy protein and seaweed (Chondrus crispus) mucilage enriched with Pistacia terebinthus essential oil: Effects of the coating on the properties of fresh cheese","authors":"Huriye Gözde Ceylan , Zahide Polat , Ahmet Ferit Atasoy","doi":"10.1016/j.algal.2024.103864","DOIUrl":"10.1016/j.algal.2024.103864","url":null,"abstract":"<div><div>This study aimed to develop bio-composite films based on soy protein and <em>Chondrus crispus</em> mucilage enriched with terebinth essential oil (TEO). Films designated as TEO-0, TEO-0.25, TEO-0.5, TEO-0.75, and TEO-1 were prepared, containing 0 %, 0.25 %, 0.5 %, 0.75 %, and 1 % (<em>w</em>/<em>v</em>) TEO, respectively. The physicochemical, barrier, optical, color, mechanical, structural, and crystallinity properties of films were examined. Furthermore, film-forming solutions were used to coat fresh cheese, and their weight loss, pH, and color characteristics were evaluated during 15 days of refrigerated storage. The effect of TEO on thickness, elongation at break (EAB), oxygen permeability, and opacity was found to be significant (<em>p</em> < 0.05). The TEO-0.25 and TEO-0.5 films exhibited the highest elasticity, while TEO-0.25 and TEO-1 films were more effective in reducing oxygen transmission than others. The films displayed relatively high opacity and the TEO-1 film exhibited significantly lower opacity (<em>p</em> < 0.05) compared to the control. TEO addition also significantly decreased the visible region transmittance of the films. Surface SEM images revealed no pores or cracks, though TEO-0.5 and TEO-0.75 films were rougher and more aggregated. FTIR and XRD patterns were similar across all samples. The coating treatments effectively limited changes in weight and pH during cheese storage and were particularly effective in preserving cheese color in the later storage stages.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"85 ","pages":"Article 103864"},"PeriodicalIF":4.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143181938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Élisabeth Chassé , Mihai Victor Curtasu , Marco Battelli , Knud Erik Bach Knudsen , Annette Bruhn , Mette Olaf Nielsen
{"title":"Non-starch polysaccharides composition of 23 macroalgae and their potential as future feeds for ruminants","authors":"Élisabeth Chassé , Mihai Victor Curtasu , Marco Battelli , Knud Erik Bach Knudsen , Annette Bruhn , Mette Olaf Nielsen","doi":"10.1016/j.algal.2024.103878","DOIUrl":"10.1016/j.algal.2024.103878","url":null,"abstract":"<div><div>This study aimed to characterize the non-starch polysaccharides (NSP) content of 23 macroalgae and to evaluate how algal polysaccharides are degraded in the rumen to be able to evaluate their potential as feed for dairy cattle. Selected macroalgae species were incubated for 48 h in an in vitro system simulating rumen fermentation. The raw macroalgae and undegraded macroalgae residue (UDMR) were analyzed for NSP content. Chemometric analysis was performed on the data sets using principal component analysis. The UDMR clustered according to either their degradability or content in undegraded sugars rather than their phylogenetic group. The highest degradability was observed in <em>Palmaria palmata</em> with 78.1 % dry matter degradability which can be attributed to its high content in xylans. Macroalgae with lower degradability had higher contents of insoluble galactose, rhamnose and glucose, all present in less degradable algal polysaccharides such as κ-carrageenans and ulvans. In conclusion, algal polysaccharides determined with the NSP method were in accordance with the phylogenetic group and the literature which validates the use of the NSP method for macroalgae. <em>P. palmata</em> would be of interest as an ingredient for ruminant nutrition as well as other macroalgae with the help of exogenous enzymes to increase their degradability.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"85 ","pages":"Article 103878"},"PeriodicalIF":4.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143180802","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Chlorella vulgaris on ceramic tiles as porous substrate bioreactors: Growth kinetics assessment using image processing and scanning electron microscopy","authors":"Kunal Gupta , Mohamad T. Araji","doi":"10.1016/j.algal.2024.103822","DOIUrl":"10.1016/j.algal.2024.103822","url":null,"abstract":"<div><div>Ceramic-based Porous Substrate Bioreactors (PSBRs) pose a cheaper, less power, and water-intensive alternative to conventional photobioreactors for cultivating microalgae. Current studies do not fully assess the effects of nutrient availability, surface textures, and environmental exposure on microalgae growth in ceramic-based PSBRs. In this investigation, <em>Chlorella vulgaris</em> (<em>C. vulgaris</em>) was cultivated on ceramic tiles characterized by varying surface textures, and exposure to ambient environment, both with and without nutrient medium, and the growth was observed using visible-range imagery. Greenness was monitored using four vegetation indices (VIs). Color parameters (VIs, along with CIELAB color space coordinates (<em>L*</em>, <em>a*</em>, <em>b*</em>)) were used to evaluate the predictive performance of color kinetic models, based on the Root Mean Square Error (RMSE) and Akaike Information Criterion (AIC). Field-Emission Scanning Electron Microscopy (FE-SEM) was used to analyze cellular density, contamination, and surface texture effects on microalgae spatial growth. It was observed that tiles with surface textures yielded better growth than plain tiles. While ceramic could not retain moisture beyond 24 h in an open environment, continuous moisture and nutrient supply supported <em>C. vulgaris</em> growth. Despite contamination by other microorganisms, <em>C. vulgaris</em> proliferated over the tiles provided with nutrient medium. Among the color kinetic models tested, the Exponential model showed better predictive capabilities exhibiting low AIC and RMSE values for 57.14 % of color parameter-surface texture combinations. These findings highlight the potential of ceramic-based PSBRs for outdoor microalgae cultivation with enhanced cellular density due to surface texture and continuous nutrient availability.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"85 ","pages":"Article 103822"},"PeriodicalIF":4.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143180796","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
G. Harini , Madhuri S. Pathak , Sukham Munilkumar , Kapil S. Sukhdhane , Thongam Ibemcha Chanu , Amjad K. Balange , K. Jeena
{"title":"Unlocking synergies: Enhancing bioremediation, growth, and physiological responses of Penaeus vannamei co-cultured with seaweed","authors":"G. Harini , Madhuri S. Pathak , Sukham Munilkumar , Kapil S. Sukhdhane , Thongam Ibemcha Chanu , Amjad K. Balange , K. Jeena","doi":"10.1016/j.algal.2024.103816","DOIUrl":"10.1016/j.algal.2024.103816","url":null,"abstract":"<div><div>Seaweeds, an inorganic extractive species in the Integrated multi-trophic aquaculture (IMTA) system, offer the potential for mitigating coastal pollution and a source of nutrition aligning with Sustainable Development Goals. A co-culture strategy was hypothesized to address rising concerns over intensive shrimp farming, limited suitable seaweed cultivation areas, and production optimization. Initially, locally available seaweeds along the Maharashtra coast were screened, followed by co-culture with <em>P. vannamei</em> with selected seaweed to evaluate production performance and physiological responses in zero-water exchange system. The first four-week study was conducted in shrimp wastewater with six different seaweeds, where <em>Gracilaria foliifera</em> performed best with significant (<em>p</em> < 0.05) improvement in nutrient uptake efficiency (Total ammoniacal nitrogen- 64 %, Phosphate- 99.87 %, Nitrite-32 %, Nitrate-13 %) and yield (4.56 kg m<sup>−3</sup>), enhanced elemental profile, biochemical composition, and pigments. A further optimization study of <em>G. foliifera</em> in shrimp wastewater for 96 h identified the optimal stocking density of 1–3.5 gL<sup>−1</sup>, based on nutrient uptake efficiency (TAN- 61 %, PO<sub>4</sub>–72 %, NO<sub>2</sub>–48 %, NO<sub>3</sub>–27 %). In the second experiment, considering the highest uptake, <em>G. foliifera</em> stocking density was maintained at 3.5 gL<sup>−1</sup>, and different stocking densities of <em>P. vannamei</em> (20, 40, 60, 80, 100 nos. m<sup>−2</sup>) were assessed with two controls, shrimp monoculture and <em>Gracilaria</em> monoculture. Results showed that co-culturing <em>P. vannamei</em> at 20 nos.m<sup>−2</sup> followed by 60 nos.m<sup>−2</sup> with <em>G. foliifera</em> at 3.5 gL<sup>−1</sup> yielded the highest mean weight gain, specific growth rate, and production with low feed conversion ratio, while also improving water quality. The co-culture system also led to lower stress enzyme levels, reduced serum glucose and cholesterol, and normal histological observations in the hepatopancreas compared to monoculture. This study suggests that the co-culture of <em>P. vannamei</em> at 60 nos.m<sup>−2</sup> with <em>G. foliifera</em> at 1–3.5 gL<sup>−1</sup> proved superior without compromising productivity and physiological responses over monoculture in a sustainable manner.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"85 ","pages":"Article 103816"},"PeriodicalIF":4.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143181370","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rati Gelashvili , Alexander Chemodanov , Uri Obolski , Zohar Yakhini , Alexander Golberg
{"title":"Predictive modeling of Ulva sp. growth and chemical composition in an outdoor air-mixed bioreactor under natural environmental conditions: A machine learning approach","authors":"Rati Gelashvili , Alexander Chemodanov , Uri Obolski , Zohar Yakhini , Alexander Golberg","doi":"10.1016/j.algal.2024.103832","DOIUrl":"10.1016/j.algal.2024.103832","url":null,"abstract":"<div><div>Approximately 35 million tons of wet macroalgae were harvested from aquaculture in 2020, and its cultivation is rapidly increasing. However, annual variability in yield and chemical composition due to natural environmental conditions makes cost-benefit analysis difficult, hindering profitable macroalgae cultivation.</div><div>This study aims to develop models for predicting the growth and chemical composition of the green seaweed <em>Ulva</em> sp. based on measurable environmental variables. We used Forward Selection Search (FSS), the Ordinary Least Squares (OLS) best subset approach, and LASSO to develop a prediction model from two years of experimental measurements of <em>Ulva</em> sp. biomass growth and chemical composition in Mikhmoret, Israel. The best predictive model for fresh mass achieved an R<sup>2</sup> of 0.77 with a Mean Absolute Percentage Error (MAPE) of 32 %. For dry mass, the R<sup>2</sup> was 0.75 with a significantly higher MAPE of 62 %. The prediction for ash-free dry mass yielded an R<sup>2</sup> of 0.6 and a Root Mean Square Error (RMSE) of 0.62. Carbon content prediction attained an R<sup>2</sup> of 0.70 with an RMSE of 0.49, while nitrogen content prediction resulted in an R<sup>2</sup> of 0.69 with an RMSE of 0.56.</div><div>Our study demonstrates the potential of using machine learning to analyze seagricultural data and understand the yield and chemical composition in <em>Ulva</em> sp. These results could lead to the development of optimized cultivation techniques for large-scale seaweed farming.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"85 ","pages":"Article 103832"},"PeriodicalIF":4.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143181376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gurpreet Kaur Nagi , Yanyan Zhang , F. Omar Holguin , Alina A. Corcoran
{"title":"Growth of Picochlorum celeri in produced water from the Permian Basin (US)","authors":"Gurpreet Kaur Nagi , Yanyan Zhang , F. Omar Holguin , Alina A. Corcoran","doi":"10.1016/j.algal.2024.103827","DOIUrl":"10.1016/j.algal.2024.103827","url":null,"abstract":"<div><div>Produced water generated from hydraulic fracking is a waste stream that, on one hand, demands remediation, and, on the other hand, can be used as a water source to support a circular economy. In this study, we aimed to assess the ability of <em>Picochlorum celeri</em> to grow in two different sources of raw, untreated produced water collected in New Mexico, USA. The produced water had initial salinities of 110 and 140 PPT. <em>Picochlorum</em> was screened, with additional algae, on two different sources of produced water supplemented with nitrogen and phosphorus. The strain was able to grow on 25 % and 50 % produced water and achieve biomass densities between ∼40 and 100 % of those demonstrated by control cultures. To separate the effects of high salinity stress from toxicity of the produced water samples, we conducted a bioassay with produced water under isotonic conditions of 60 PPT. When controlling for salinity, the contaminants associated with the two sources of produced water did not affect growth of the algae. This study provides justification to consider <em>P. celeri</em> as a candidate for remediation of and biomass production on produced water. Foundational studies are necessary to assess remediation potential and characterize the growth, biomass accumulation, and biomass composition of <em>P. celeri</em> grown on a variety of produced water streams.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"85 ","pages":"Article 103827"},"PeriodicalIF":4.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143182212","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}