Evidence map›Paper›PMID 42225641›Full record

ArticleScientific reports2026

A sustainable bio-adsorbent from cork oak leaves for methylene blue removal: RSM-BBD optimization, regeneration, DFT/MD insights, and contributions to the SDGs.

Said Meftah, Ayoub Chahid, Khadija Meftah, Oumaima Zinaoui, Youssef Laababid, Yasmine Loubbi, Nada Jabri, Younes Laababid, Jihane Fathi, Mourad Addich and 9 more

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

19 authors.

Said MeftahFaculty of Sciences & Techniques, Applied Chemistry and Environment laboratory, Hassan First University, Settat, Morocco. said.meftah@uhp.ac.ma.
Ayoub ChahidFaculty of Sciences & Techniques, Applied Chemistry and Environment laboratory, Hassan First University, Settat, Morocco.
Khadija MeftahNational School of Applied Sciences, LaSTI Laboratory, Sultan Moulay Slimane University, Khouribga, Morocco.
Oumaima ZinaouiLaboratory of Research in Management Transformation and Innovation, Hassan First University, Settat, Morocco.
Youssef LaababidResearch Laboratory in Theoretical and Applied Economics, Hassan First University, Settat, Morocco.
Yasmine LoubbiResearch laboratory in Economics, management, business management, Hassan First University, Settat, Morocco.
Nada JabriResearch laboratory in Economics, management, business management, Hassan First University, Settat, Morocco.
Younes LaababidLaboratory of Computer Science and Interdisciplinary Physics, Sidi Mohamed Ben Abdellah University, Normal Superior School Fez, Fes, Morocco.
Jihane FathiNational School of Applied Sciences, LaSTI Laboratory, Sultan Moulay Slimane University, Khouribga, Morocco.
Mourad AddichLaboratory of Applied Chemistry and Environment, ENSA, University Ibn Zohr, P.O.Box 1136, Agadir, 80000, Morocco.
Souad AssafModeling and Economic Calculation Laboratory LM2CE, Faculty of Economics and Management, Hassan 1st University Settat, Settat, Morocco.
Ayoub AmahrousFaculty of Sciences & Techniques, Applied Chemistry and Environment laboratory, Hassan First University, Settat, Morocco.
Oumayma AdnoussFaculty of Sciences & Techniques, Applied Chemistry and Environment laboratory, Hassan First University, Settat, Morocco.
Mehdi TaibFaculty of Sciences & Techniques, Applied Chemistry and Environment laboratory, Hassan First University, Settat, Morocco.
Sanae HanineResearch laboratory in Economics, management, business management, Hassan First University, Settat, Morocco.
Yosra RajiGenie Laboratory of Materials for Environment and Valorization (GeMEV), Faculty of Sciences, Aïn Chock, Hassan II University, Casablanca, Morocco.
Issam MechnouLaboratory of drug sciences, Faculty of Medicine, Pharmacy and Dentistry, Sidi Mohamed Ben Abdellah University, Fez, Morocco.
Oukani ElhassanFaculty of Sciences & Techniques, Applied Chemistry and Environment laboratory, Hassan First University, Settat, Morocco.
Lahboub BouyazzaFaculty of Sciences & Techniques, Applied Chemistry and Environment laboratory, Hassan First University, Settat, Morocco.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This research presents the valorization of Quercus suber L. (cork oak) leaves into an economical and sustainable bio-adsorbent for the efficient removal of methylene blue (MB) from wastewater. Through simple chemical activation with sulfuric acid, this abundant agroforestry waste is transformed into a regenerable activated carbon with remarkable performance. The optimization of adsorption parameters (adsorbent dose, initial dye concentration, pH, and contact time) using Response Surface Methodology (RSM) based on a Box-Behnken Design (BBD) achieved a removal rate of 98.94% under optimal conditions: adsorbent dose of 0.0926 g/100 mL, MB concentration of 0.0039 g/L, pH 6, and contact time of 297 min. Experimental validation confirmed the robustness of the predictive model, with a deviation of only 1.06%. Physicochemical characterizations (FTIR, SEM, pHPZC) revealed an amorphous and microporous structure, rich in acidic surface functional groups (notably carboxyl, hydroxyl, sulfonate), giving the adsorbent a particular affinity for cationic pollutants under basic conditions (pH > pHPZC = 4.43). To elucidate the adsorption mechanisms at the molecular scale, a theoretical study combining Density Functional Theory (DFT) and Molecular Dynamics (MD) simulations was conducted. DFT calculations confirmed the high reactivity of MB, with a low HOMO-LUMO gap (1.863 eV) and high electrophilicity, favoring electron transfer. Fukui function and Mulliken charge analyses identified nitrogen and sulfur atoms of MB as key reactive sites, likely to interact with oxygenated groups on the activated carbon surface. MD simulations validated the stability of the MB-adsorbent complex in an aqueous environment, with a favorable adsorption energy of -427.19 kcal/mol, highlighting the role of electrostatic interactions, hydrogen bonding, and π-π effects. Finally, the adsorbent demonstrated excellent regeneration capacity, particularly with a 0.1 M HCl solution, retaining over 81% of its efficiency after six adsorption-desorption cycles. This work highlights the potential of cork oak leaves as a sustainable, high-performance adsorbent. Through integrated experimental, theoretical, and circular economy approaches, the study aligns with multiple UN Sustainable Development Goals: promoting health (SDG 3) by removing toxic pollutants, ensuring clean water (SDG 6), fostering innovation (SDG 9), encouraging responsible production (SDG 12), reducing energy use (SDG 13), and supporting ecosystem management (SDG 15). It demonstrates how scientific innovation can advance environmental preservation, local resource valorization, and global health.

Indexed as

Methylene BluePlant LeavesQuercusWater Pollutants, ChemicalAdsorptionDensity Functional TheoryHydrogen-Ion ConcentrationWastewaterWater PurificationMethylene BlueWastewaterWater Pollutants, ChemicalDFT/MD simulationsMethylene blue removalQuercus suber L.Response Surface MethodologySDGsWastewater treatment

Identifiers

PMID42225641
PMCPMC13226658

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.