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Wang J, Wang H, Zheng J, Liu Y, Zhu S, Yin J, Peng X, Sun G, Cui Y. A novel crosslinked chitosan material modified by quaternary ammonium group for efficient adsorption of bromide ions from wastewater. Int J Biol Macromol 2025; 307:141926. [PMID: 40068759 DOI: 10.1016/j.ijbiomac.2025.141926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2025] [Revised: 02/24/2025] [Accepted: 03/08/2025] [Indexed: 03/18/2025]
Abstract
Recovering bromide ions from wastewater can not only alleviate the shortage of bromine resources but also solve the problem of bromine pollution. However, there is no efficient method for selective extraction of bromide ions from bromine-containing wastewater up to now. In this paper, chitosan was acidified into a gel to extend its molecular chain, modified by quaternary ammonium salt functional groups, and then crosslinked to obtain a new adsorption material. The prepared adsorbents were characterized by FT-IR, SEM, XPS and TGA. The effects of adsorption time, pH value, adsorbent dosage, coexisting anions, reusability on the adsorption behavior of bromide ions were studied. Under the optimum adsorption conditions, the saturated adsorption capacity of the adsorbent was 38.21 mg·g-1 at the temperature of 298 K and pH of 7. In addition, batch adsorption experiments showed that the adsorption of bromide ions was better consistent with pseudo-second-order kinetic model and Langmuir model, which could also further clarify the adsorption process mechanism. The mechanism of adsorption behavior of bromide ions on quaternary ammonium-modified chitosan was based on ion exchange. This work provides a new possibility for the recovery of bromide ions from wastewater.
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Affiliation(s)
- Junxiang Wang
- School of Chemistry and Chemical Engineering, University of Jinan, 250022 Jinan, PR China
| | - Haoran Wang
- Institute for Smart Materials & Engineering, University of Jinan, 250022 Jinan, PR China
| | - Jixi Zheng
- School of Chemistry and Chemical Engineering, University of Jinan, 250022 Jinan, PR China
| | - Yifan Liu
- School of Chemistry and Chemical Engineering, University of Jinan, 250022 Jinan, PR China
| | - Shujin Zhu
- Institute for Smart Materials & Engineering, University of Jinan, 250022 Jinan, PR China
| | - Jingjing Yin
- School of Chemistry and Chemical Engineering, University of Jinan, 250022 Jinan, PR China
| | - Xiujing Peng
- Institute for Smart Materials & Engineering, University of Jinan, 250022 Jinan, PR China
| | - Guoxin Sun
- Institute for Smart Materials & Engineering, University of Jinan, 250022 Jinan, PR China
| | - Yu Cui
- School of Chemistry and Chemical Engineering, University of Jinan, 250022 Jinan, PR China.
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Petrović J, Pan XH, Talip Z, Zu JH, Cvjetinović Đ. Rhodium recovery from acidic wastewater using radiografted chelating adsorbents. CHEMOSPHERE 2025; 374:144240. [PMID: 39985999 DOI: 10.1016/j.chemosphere.2025.144240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2024] [Revised: 01/19/2025] [Accepted: 02/16/2025] [Indexed: 02/24/2025]
Abstract
This study explores the effectiveness of radiografted chelating adsorbents for the recovery of rhodium (Rh) from acidic wastewater, focusing on functionalized materials with and without loaded silver (Ag). Platinum group metals (PGMs), particularly Rh, are essential yet rare, necessitating efficient recovery methods from industrial waste. Rh exhibits complex chemistry in acidic environments, often complicating its extraction and recovery. Traditional methods such as solvent extraction and ion exchange adsorption have limitations, prompting the development of alternative recovery methods. The adsorption efficiency of these materials was evaluated in a wide range of hydrochloric acid (HCl) concentrations, both in static and dynamic conditions. Radiotracer 101Rh was used to track and quantify Rh adsorption. Results show that the radiografted chelating adsorbents exhibit high distribution coefficients (Kd, LogKd ≈ 3) and high adsorption capacities (Qc > 74 mg/g), comparable or superior to commercial resins, particularly under varying pH conditions. Selective recovery of Rh was achieved even in the conditions of extreme competition (with additional 21 metal ions). Therefore, amine and amide-based adsorbents presented in this study could offer a sustainable and inexpensive alternative to standard methods of Rh recovery from industrial waste.
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Affiliation(s)
- Jelena Petrović
- Laboratory of Radiochemistry, Paul Scherrer Institut (PSI), Forschungsstrasse 111, Villigen, 5232, Switzerland; Vinča Institute of Nuclear Sciences - National Institute of the Republic of Serbia, University of Belgrade, Mike Petrovića Alasa 12-14, Belgrade, 11351, Serbia
| | - Xiao-Han Pan
- School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Zeynep Talip
- Laboratory of Radiochemistry, Paul Scherrer Institut (PSI), Forschungsstrasse 111, Villigen, 5232, Switzerland
| | - Jian-Hua Zu
- School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Đorđe Cvjetinović
- Laboratory of Radiochemistry, Paul Scherrer Institut (PSI), Forschungsstrasse 111, Villigen, 5232, Switzerland.
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Chowdhury S, Koyappathody TMF, Karanfil T. Removal of halides from drinking water: technological achievements in the past ten years and research needs. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:55514-55527. [PMID: 35689777 DOI: 10.1007/s11356-022-21346-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 06/03/2022] [Indexed: 06/15/2023]
Abstract
Disinfection is an essential process for drinking water supplies resulting in the formation of unintended disinfection by-products (DBPs), many of which are potentially toxic and are known as the possible or probable human carcinogens. As of now, 100+ DBPs were characterized while about 600+ others can be formed in the supply water. To protect the human health, many regulatory agencies have set the guideline values for several DBPs. Removal of halide ions and natural organic matter prior to disinfection is an important step to reduce DBPs, and the associated exposure and risks. To date, many publications have reported various methods for halide removal from drinking water. The most review about halide removal technologies, associated challenges, and future research needs was published in 2012. Since then, a number of studies have been published on different methods of halide removal techniques. This paper aims to review the state of research on halide removal techniques focusing on the development during the past 10 years (2012-2021). The techniques were clustered into six major groups: adsorption, ion exchange, coagulation, advanced oxidation, membrane separation, and combined techniques. The progress on these groups of technologies, their advantages, and limitations were examined, and the future research directions to produce the safe drinking water were identified.
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Affiliation(s)
- Shakhawat Chowdhury
- Department of Civil and Environmental Engineering, King Fahd University of Petroleum & Minerals, Dhahran, 31261, Saudi Arabia.
- Interdisciplinary Research Center for Construction and Building Materials, King Fahd University of Petroleum & Minerals, Dhahran, 31261, Saudi Arabia.
| | - Tariq M F Koyappathody
- Department of Civil and Environmental Engineering, King Fahd University of Petroleum & Minerals, Dhahran, 31261, Saudi Arabia
| | - Tanju Karanfil
- Department of Environmental Engineering and Earth Sciences, Clemson University, Clemson, SC, USA
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Wang T, Zhao H, Zhao X, Liu D. One-step preparation of Ag0-MOF composites for effective removal of iodide from water. J SOLID STATE CHEM 2022. [DOI: 10.1016/j.jssc.2021.122680] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Inglezakis VJ, Satayeva A, Yagofarova A, Tauanov Z, Meiramkulova K, Farrando-Pérez J, Bear JC. Surface Interactions and Mechanisms Study on the Removal of Iodide from Water by Use of Natural Zeolite-Based Silver Nanocomposites. NANOMATERIALS (BASEL, SWITZERLAND) 2020; 10:E1156. [PMID: 32545557 PMCID: PMC7353426 DOI: 10.3390/nano10061156] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 04/27/2020] [Accepted: 04/27/2020] [Indexed: 12/01/2022]
Abstract
In this work a natural zeolite was modified with silver following two different methods to derive Ag2O and Ag0 nanocomposites. The materials were fully characterized and the results showed that both materials were decorated with nanoparticles of size of 5-25 nm. The natural and modified zeolites were used for the removal of iodide from aqueous solutions of initial concentration of 30-1400 ppm. Natural zeolite showed no affinity for iodide while silver forms were very efficient reaching a capacity of up to 132 mg/g. Post-adsorption characterizations showed that AgI was formed on the surface of the modified zeolites and the amount of iodide removed was higher than expected based on the silver content. A combination of experimental data and characterizations indicate that the excess iodide is most probably related to negatively charged AgI colloids and Ag-I complexes forming in the solution as well as on the surface of the modified zeolites.
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Affiliation(s)
- Vassilis J. Inglezakis
- Department of Chemical & Materials Engineering, School of Engineering and Digital Sciences, Nazarbayev University, Nur Sultan 010000, Kazakhstan; (A.S.); (A.Y.)
- Environment & Resource Efficiency Cluster (EREC), Nazarbayev University, Nur Sultan 010000, Kazakhstan
| | - Aliya Satayeva
- Department of Chemical & Materials Engineering, School of Engineering and Digital Sciences, Nazarbayev University, Nur Sultan 010000, Kazakhstan; (A.S.); (A.Y.)
- Environment & Resource Efficiency Cluster (EREC), Nazarbayev University, Nur Sultan 010000, Kazakhstan
| | - Almira Yagofarova
- Department of Chemical & Materials Engineering, School of Engineering and Digital Sciences, Nazarbayev University, Nur Sultan 010000, Kazakhstan; (A.S.); (A.Y.)
- Environment & Resource Efficiency Cluster (EREC), Nazarbayev University, Nur Sultan 010000, Kazakhstan
| | - Zhandos Tauanov
- Faculty of Chemistry and Chemical Technology, al-Farabi Kazakh National University, Almaty 050040, Kazakhstan;
| | - Kulyash Meiramkulova
- Department of Environmental Engineering & Management, L.N.Gumilyov Eurasian National University, Nur Sultan 010000, Kazakhstan;
| | - Judit Farrando-Pérez
- Laboratorio de Materiales Avanzados, Departamento de Química Inorgánica-Instituto Universitario de Materiales, Universidad de Alicante, 03690 Alicante, Spain;
| | - Joseph C. Bear
- School of Life Science, Pharmacy & Chemistry, Kingston University, Penrhyn Road, Kingston upon Thames KT1 2EE, UK;
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Polo AMS, Lopez-Peñalver JJ, Sánchez-Polo M, Rivera-Utrilla J, López-Ramón MV, Rozalén M. Halide removal from water using silver doped magnetic-microparticles. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2020; 253:109731. [PMID: 31665690 DOI: 10.1016/j.jenvman.2019.109731] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Revised: 10/02/2019] [Accepted: 10/16/2019] [Indexed: 06/10/2023]
Abstract
This study proposes the use of new materials based on core-shell structure magnetic microparticles with Ag0 (Ag(0)-MPs) on their surface to remove bromides and chlorides from waters intended for human consumption. Hydrogen peroxide was used as oxidizing agent, Ag(0)-MPs is thereby oxidized to Ag (I)-MPs, which, when in contact with Cl- and Br- ions, form the corresponding silver halide (AgCl and AgBr) on the surface of Ag-MPs. The concentration of Cl- and Br- ions was followed by using ion selective electrodes (ISEs). Silver microparticles were characterized by high-resolution scanning electron microscopy and X-ray photoelectron spectroscopy, while the presence of AgCl and AgBr on Ag-MPs was determined by microanalysis. We analyzed the influence of operational variables, including: hydrogen peroxide concentration in Ag-MP system, medium pH, influence of Cl- ions on Br- ion removal, and influence of tannic acid as surrogate of organic matter in the medium. Regarding the influence of pH, Br-and Cl- removal was constant within the pH range studied (3.5-7), being more effective for Br- than for Cl- ions. Accordingly, this research states that the system Ag-MPs/H2O2 can remove up to 67.01% of Br- ions and 56.92% of Cl- ions from water (pH = 7, [Ag-MPs]0 = 100 mg L-1, [H2O2]0 = 0.2 mM); it is reusable, regenerated by radiation and can be easily removed by applying a magnetically assisted chemical separation process.
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Affiliation(s)
- A M S Polo
- Department of Inorganic Chemistry, Faculty of Science, University of Granada, Campus Fuentenueva s/n, ES18071, Granada, Spain
| | - J J Lopez-Peñalver
- Department of Inorganic Chemistry, Faculty of Science, University of Granada, Campus Fuentenueva s/n, ES18071, Granada, Spain
| | - M Sánchez-Polo
- Department of Inorganic Chemistry, Faculty of Science, University of Granada, Campus Fuentenueva s/n, ES18071, Granada, Spain.
| | - J Rivera-Utrilla
- Department of Inorganic Chemistry, Faculty of Science, University of Granada, Campus Fuentenueva s/n, ES18071, Granada, Spain
| | - M V López-Ramón
- Department of Inorganic and Organic Chemistry, Faculty of Science, University of Jaén, Campus Las Lagunillas s/n, ES23071, Jaén, Spain
| | - M Rozalén
- Department of Inorganic Chemistry, Faculty of Science, University of Granada, Campus Fuentenueva s/n, ES18071, Granada, Spain
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Tauanov Z, Inglezakis VJ. Removal of iodide from water using silver nanoparticles-impregnated synthetic zeolites. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 682:259-270. [PMID: 31125740 DOI: 10.1016/j.scitotenv.2019.05.106] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 04/30/2019] [Accepted: 05/08/2019] [Indexed: 06/09/2023]
Abstract
Synthetic zeolite-based Ag-nanocomposites were synthesized, characterized and used to remove iodide from aqueous solutions. The results showed high removal efficiency (up to 94.85%) and the formation silver iodide which is stable into the material. The maximum achieved adsorption capacity of the nanocomposites was between 19.54 and 20.44mg/g. The removal mechanism was meticulously studied by taking into account both water chemistry and surface interactions backed by multiple characterization techniques, such as XRD, XRF, SEM/EDX, TEM and BET. The qualitative and quantitative examination of pre- and post-adsorption of nanocomposite samples proved that the anchored silver iodide was formed via oxidation of initial silver nanoparticles followed by reaction with iodide to form a stable crystalline precipitate on the surface of the materials. A diffusion-based adsorption model indicated that the controlling mechanism is a slow intraparticle surface diffusion with diffusion coefficients in the range of 0.37-1.72×10-13cm2/s. The investigation of competing and co-existing anions (Cl-, Br-, CO32-, and CrO42-) on the removal efficiency of iodide demonstrated a negligible effect showing a kinetically favorable precipitation reaction of iodide over other anions.
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Affiliation(s)
- Z Tauanov
- The Environment & Resource Efficiency Cluster (EREC), Nazarbayev University, Astana 010000, Kazakhstan; Environmental Science & Technology Group (ESTg), Chemical & Materials Engineering Department, School of Engineering, Nazarbayev University, Astana 010000, Kazakhstan
| | - V J Inglezakis
- The Environment & Resource Efficiency Cluster (EREC), Nazarbayev University, Astana 010000, Kazakhstan; Environmental Science & Technology Group (ESTg), Chemical & Materials Engineering Department, School of Engineering, Nazarbayev University, Astana 010000, Kazakhstan.
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Ateia M, Erdem CU, Ersan MS, Ceccato M, Karanfil T. Selective removal of bromide and iodide from natural waters using a novel AgCl-SPAC composite at environmentally relevant conditions. WATER RESEARCH 2019; 156:168-178. [PMID: 30913420 DOI: 10.1016/j.watres.2019.03.028] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2018] [Revised: 03/06/2019] [Accepted: 03/15/2019] [Indexed: 06/09/2023]
Abstract
The removal of bromide (Br-) and iodide (I-) from source waters mitigates the formation of brominated and iodinated disinfection by-products (DBPs), which are more toxic than their chlorinated analogues. In this study, we report on our recently developed environmental-friendly method for the preparation of novel silver chloride/superfine activated carbon composite (AgCl-SPAC) to rapidly and selectively remove Br- and I- from surface waters. The material characteristics were tracked, before and after treatment, using scanning electron microscopy (SEM), energy-dispersive X-ray (EDX), X-ray diffraction (XRD), and X-ray photoelectron spectra (XPS) spectroscopies. The results showed very fast removal kinetics of Br- and I- by AgCl-SPAC with equilibrium times at 150 s and <10 s, respectively (i.e., 2-3 orders of magnitudes faster than previously tested Ag-based composites). In addition, AgCl-SPAC was evaluated under eight different Cl- concentrations up to 400 mg/L and exhibited high removal efficiencies for I- (i.e., >90% at all tested conditions) and Br- (i.e, >80% at Cl- = 0.5-200 mg/L, and 60-75% at extreme Cl- conditions = 300-400 mg/L). Unlike previous Ag-based composites, AgCl-SPAC performance was not affected by elevated concentrations of two types of natural organic matter (2-16 mg-NOM/L). The superior performance was further confirmed in four different surface waters and one groundwater. After the removal of Br- and I- from all waters by AgCl-SPAC, the subsequent DBPs formation (trihalomethanes, haloacetic acids, and haloacetonitriles), total organic halogens (TOX), bromine substitution factor (BSF), and calculated cytotoxicity under the uniform formation conditions (UFC) decreased significantly. Overall, this novel composite represents a promising alternative approach, to be integrated continuously or seasonally, for controlling the formation of brominated and/or iodinated DBPs at water treatment plants.
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Affiliation(s)
- Mohamed Ateia
- Department of Environmental Engineering and Earth Science, Clemson University, SC, 29634, USA
| | - Cagri Utku Erdem
- Department of Environmental Engineering and Earth Science, Clemson University, SC, 29634, USA
| | - Mahmut Selim Ersan
- Department of Environmental Engineering and Earth Science, Clemson University, SC, 29634, USA; Water Quality Research and Development Division, Southern Nevada Water Authority, P.O. Box 99954, Las Vegas, NV, 89193-9954, USA
| | - Marcel Ceccato
- Carbon Dioxide Activation Center (CADIAC) - Interdisciplinary Nanoscience Center (iNANO), Aarhus University, Gustav Wieds Vej 14, 8000, Aarhus C, Denmark; Department of Chemistry, Aarhus University, Langelandsgade 140, 8000, Aarhus C, Denmark
| | - Tanju Karanfil
- Department of Environmental Engineering and Earth Science, Clemson University, SC, 29634, USA.
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Zhang W, Li Q, Mao Q, He G. Cross-linked chitosan microspheres: An efficient and eco-friendly adsorbent for iodide removal from waste water. Carbohydr Polym 2019; 209:215-222. [DOI: 10.1016/j.carbpol.2019.01.032] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Revised: 01/04/2019] [Accepted: 01/10/2019] [Indexed: 12/19/2022]
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Chen J, Gao Q, Zhang X, Liu Y, Wang P, Jiao Y, Yang Y. Nanometer mixed-valence silver oxide enhancing adsorption of ZIF-8 for removal of iodide in solution. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 646:634-644. [PMID: 30059924 DOI: 10.1016/j.scitotenv.2018.07.298] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2018] [Revised: 07/19/2018] [Accepted: 07/20/2018] [Indexed: 06/08/2023]
Abstract
Nano mixed-valence silver oxide (Ag2O-Ag2O3) modified the zeolitic imidazolate framework-8 (ZIF-8) composite (Ag2O-Ag2O3@ZIF-8) was firstly prepared via a simple and efficient method, characterized and applied for iodide ion (I-) uptake from simulated radioactive wastewater. The results showed that Ag2O-Ag2O3 nanoparticles doped and uniformly dispersed on the surface of ZIF-8 matrix. The adsorption capacity of the as-synthesized adsorbents increased with the increasing Ag doped amount, and the maximum adsorption capacity for 20%-Ag2O-Ag2O3@ZIF-8 was 232.12 mg/g. The calculated thermodynamic parameters indicating that the adsorption was a spontaneous and exothermic. It was worth mentioning that each Ag-based adsorbent exhibited high uptake rate of I-, and all the adsorption tests were equilibrated for a few minutes. This could be ascribed to its large specific surface area and the absolutely dominant position of chemical adsorption for as-prepared samples. Furthermore, the adsorption was barely affected by pH and competitive anions (e.g. Cl-, SO42-, CO32-), even in simulated salt lake water. Additionally, a mechanism explaining the excellent properties for adsorbents could be epitomized into three aspects, namely, the uptake performance of Ag2O for I-, the strong oxidization of Ag2O3 for I-, and the adsorption of AgI for I2.
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Affiliation(s)
- Jiuyu Chen
- Jiangsu Key Laboratory of Chemical Pollution Control and Resources Reuse, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing 210094, China
| | - Qianhong Gao
- Jiangsu Key Laboratory of Chemical Pollution Control and Resources Reuse, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing 210094, China
| | - Xiaomei Zhang
- Jiangsu Key Laboratory of Chemical Pollution Control and Resources Reuse, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing 210094, China
| | - Ying Liu
- Jiangsu Key Laboratory of Chemical Pollution Control and Resources Reuse, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing 210094, China
| | - Peng Wang
- Jiangsu Key Laboratory of Chemical Pollution Control and Resources Reuse, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing 210094, China
| | - Yan Jiao
- Collaborative Innovation Center of Atmospheric Environment and Equipment Technology, Jiangsu Key Laboratory of Atmospheric Environment Monitoring and Pollution Control (AEMPC), Nanjing University of Information Science & Technology, Nanjing 210044, China
| | - Yi Yang
- Jiangsu Key Laboratory of Chemical Pollution Control and Resources Reuse, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing 210094, China; Collaborative Innovation Center of Atmospheric Environment and Equipment Technology, Jiangsu Key Laboratory of Atmospheric Environment Monitoring and Pollution Control (AEMPC), Nanjing University of Information Science & Technology, Nanjing 210044, China.
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Li J, Wang M, Liu G, Zhang L, He Y, Xing X, Qian Z, Zheng J, Xu C. Enhanced Iodide Removal from Water by Nano-Silver Modified Anion Exchanger. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.8b04635] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Affiliation(s)
- Jiao Li
- College of Resources and Environment, University of Chinese Academy of Sciences, 19 A Yuquan Road, Beijing, 100049, China
| | - Manxiang Wang
- Center for Energy Storage Research, Green City Research Institute, Korea Institute of Science and Technology (KIST), Seoul 02792, Republic of Korea
| | - Guicheng Liu
- Department of Physics, Dongguk University, Seoul 04620, Republic of Korea
| | - Liang Zhang
- College of Resources and Environment, University of Chinese Academy of Sciences, 19 A Yuquan Road, Beijing, 100049, China
| | - Yali He
- College of Resources and Environment, University of Chinese Academy of Sciences, 19 A Yuquan Road, Beijing, 100049, China
| | - Xing Xing
- College of Resources and Environment, University of Chinese Academy of Sciences, 19 A Yuquan Road, Beijing, 100049, China
| | - Zhi Qian
- College of Resources and Environment, University of Chinese Academy of Sciences, 19 A Yuquan Road, Beijing, 100049, China
| | - Jianzhong Zheng
- College of Resources and Environment, University of Chinese Academy of Sciences, 19 A Yuquan Road, Beijing, 100049, China
| | - Congbin Xu
- College of Resources and Environment, University of Chinese Academy of Sciences, 19 A Yuquan Road, Beijing, 100049, China
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Lamash Y, Kurugol S, Freiman M, Perez-Rossello JM, Callahan MJ, Bousvaros A, Warfield SK. Curved planar reformatting and convolutional neural network-based segmentation of the small bowel for visualization and quantitative assessment of pediatric Crohn's disease from MRI. J Magn Reson Imaging 2018; 49:1565-1576. [PMID: 30353957 DOI: 10.1002/jmri.26330] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Revised: 08/19/2018] [Accepted: 08/20/2018] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Contrast-enhanced MRI of the small bowel is an effective imaging sequence for the detection and characterization of disease burden in pediatric Crohn's disease (CD). However, visualization and quantification of disease burden requires scrolling back and forth through 3D images to follow the anatomy of the bowel, and it can be difficult to fully appreciate the extent of disease. PURPOSE To develop and evaluate a method that offers better visualization and quantitative assessment of CD from MRI. STUDY TYPE Retrospective. POPULATION Twenty-three pediatric patients with CD. FIELD STRENGTH/SEQUENCE 1.5T MRI system and T1 -weighted postcontrast VIBE sequence. ASSESSMENT The convolutional neural network (CNN) segmentation of the bowel's lumen, wall, and background was compared with manual boundary delineation. We assessed the reproducibility and the capability of the extracted markers to differentiate between different levels of disease defined after a consensus review by two experienced radiologists. STATISTICAL TESTS The segmentation algorithm was assessed using the Dice similarity coefficient (DSC) and boundary distances between the CNN and manual boundary delineations. The capability of the extracted markers to differentiate between different disease levels was determined using a t-test. The reproducibility of the extracted markers was assessed using the mean relative difference (MRD), Pearson correlation, and Bland-Altman analysis. RESULTS Our CNN exhibited DSCs of 75 ± 18%, 81 ± 8%, and 97 ± 2% for the lumen, wall, and background, respectively. The extracted markers of wall thickness at the location of min radius (P = 0.0013) and the median value of relative contrast enhancement (P = 0.0033) could differentiate active and nonactive disease segments. Other extracted markers could differentiate between segments with strictures and segments without strictures (P < 0.05). The observers' agreement in measuring stricture length was >3 times superior when computed on curved planar reformatting images compared with the conventional scheme. DATA CONCLUSION The results of this study show that the newly developed method is efficient for visualization and assessment of CD. LEVEL OF EVIDENCE 4 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019;49:1565-1576.
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Affiliation(s)
- Yechiel Lamash
- Computational Radiology Laboratory, Department of Radiology, Children's Hospital Boston, Harvard Medical School, Boston, Massachusetts, USA
| | - Sila Kurugol
- Computational Radiology Laboratory, Department of Radiology, Children's Hospital Boston, Harvard Medical School, Boston, Massachusetts, USA
| | - Moti Freiman
- Computational Radiology Laboratory, Department of Radiology, Children's Hospital Boston, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Michael J Callahan
- Department of Radiology, Children's Hospital Boston, Harvard Medical School, Boston, Massachusetts, USA
| | - Athos Bousvaros
- Center for Inflammatory Bowel Disease Treatment and Research, Children's Hospital Boston, Harvard Medical School, Boston, Massachusetts, USA
| | - Simon K Warfield
- Computational Radiology Laboratory, Department of Radiology, Children's Hospital Boston, Harvard Medical School, Boston, Massachusetts, USA
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