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A Cuffless Blood Pressure Estimation Method Using Dimensionality Increasing and Two-Dimensional Convolution
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2025-07-01
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DOI：10.1109/JBHI.2025.3551613.png)
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Abstract
En 中文
Blood pressure (BP) monitoring is a basic way to evaluate hypertension and its related diseases. Since non-invasive measurement with cuff is not real-time and invasive measurement with vessel puncture is not practical in daily life, this paper proposes a cuffless BP estimation method using two-dimensional (2D) convolution. Dimensionality increasing algorithms including recurrence plot and Gramian angular field are firstly used to convert electrocardiography (ECG) and photoplethysmography (PPG) signals into 2D images. New fused Gramian angular field (FGAF) and combined Gramian angular field (CGAF) are proposed to reduce the input 2D images data and enhance the signals’ relevance. The converted images are used to train 2D convolutional models and estimate BP values. The 2D models effectively improved BP estimation accuracy, and the accuracy of the VGGNet 2D model using Gramian angular difference field (GADF) is improved by 38% compared with the corresponding 1D convolutional model. The proposed FGAF and CGAF can reduce input data by 50% while maintaining estimation accuracy, and the minimum mean absolute errors of the estimated BP values could reach 2.71 and 1.74 mmHg for systolic and diastolic blood pressures, respectively. To reduce model size, the VGGNet BP estimation model is pruned by reducing 60% of channel numbers while maintain the model performance. The pruned VGGNet model using the FGADF is then fine-tuned and validated by MIMIC-III dataset to show its generalization ability. Furthermore, a simple monitor system is built to show the feasibility of signal collection and BP estimation.
Keywords:
Blood pressure
electrocardiography (ECG)
photoplethysmography (PPG)
dimensionality increasing
two-dimensional convolution
model pruning
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Hangzhou Dianzi University
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yipeng street community healthcare centre
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westlake university
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Rinke; Ritti-Dias, Raphael M.; Robitaille, Cynthia; Rodriguez-Artalejo, Fernando; del Cristo Rodriguez-Perez, Maria; Rodriguez-Villamizar, Laura A.; Roggenbuck, Ulla; Rojas-Martinez, Rosalba; Romaguera, Dora; Romeo, Elisabetta L.; Rosengren, Annika; Roy, Joel G. R.; Rubinstein, Adolfo; Ruidavets, Jean-Bernard; Sandra Ruiz-Betancourt, Blanca; Ruiz-Castell, Maria; Rusakova, Iuliia A.; Russo, Paola; Rutkowski, Marcin; Sabanayagam, Charumathi; Sabbaghi, Hamideh; Sachdev, Harshpal S.; Sadjadi, Alireza; Safarpour, Ali Reza; Safi, Sare; Safiri, Saeid; Saidi, Olfa; Sakarya, Sibel; Saki, Nader; Salanave, Benoit; Salazar Martinez, Eduardo; Salmeron, Diego; Salomaa, Veikko; Salonen, Jukka T.; Salvetti, Massimo; Sanchez-Abanto, Jose; Sans, Susana; Santos, Diana A.; Santos, Ina S.; Santos, Lelita C.; Santos, Maria Paula; Santos, Rute; Saramies, Jouko L.; Sardinha, Luis B.; Sarganas, Giselle; Sarrafzadegan, Nizal; Sathish, Thirunavukkarasu; Saum, Kai-Uwe; Savva, Savvas; Sawada, Norie; Sbaraini, Mariana; Scazufca, Marcia; Schaan, Beatriz D.; Schargrodsky, Herman; Schipf, Sabine; Schmidt, Carsten O.; Schnohr, Peter; Schoettker, Ben; Schramm, Sara; Schultsz, Constance; Schutte, Aletta E.; Sebert, Sylvain; Sein, Aye Aye; Sen, Abhijit; Senbanjo, Idowu O.; Sepanlou, Sadaf G.; Servais, Jennifer; Shalnova, Svetlana A.; Shamah-Levy, Teresa; Shamshirgaran, Morteza; Shanthirani, Coimbatore Subramaniam; Sharafkhah, Maryam; Sharma, Sanjib K.; Shaw, Jonathan E.; Shayanrad, Amaneh; Shayesteh, Ali Akbar; Shi, Zumin; Shibuya, Kenji; Shimizu-Furusawa, Hana; Shin, Dong Wook; Shirani, Majid; Shiri, Rahman; Shrestha, Namuna; Si-Ramlee, Khairil; Siani, Alfonso; Siantar, Rosalynn; Sibai, Abla M.; de Moura Silva, Caroline Ramos; Santos Silva, Diego Augusto; Simon, Mary; Simons, Judith; Simons, Leon A.; Sjostrom, Michael; Slowikowska-Hilczer, Jolanta; Slusarczyk, Przemyslaw; Smeeth, Liam; So, Hung-Kwan; Soares, Fernanda Cunha; Sobngwi, Eugene; Soderberg, Stefan; Soemantri, Agustinus; Sofat, Reecha; Solfrizzi, Vincenzo; Somi, Mohammad Hossein; Sonestedt, Emily; Song, Yi; Sorensen, Thorkild I. A.; Sorgjerd, Elin P.; Soric, Maroje; Jerome, Charles Sossa; Soumare, Aicha; Sparboe-Nilsen, Bente; Sparrenberger, Karen; Staessen, Jan A.; Starc, Gregor; Stavreski, Bill; Steene-Johannessen, Jostein; Stehle, Peter; Stein, Aryeh D.; Stergiou, George S.; Stessman, Jochanan; Stieber, Jutta; Stoeckl, Doris; Stocks, Tanja; Stokwiszewski, Jakub; Stronks, Karien; Strufaldi, Maria Wany; Suka, Machi; Sun, Chien-An; Sundstrom, Johan; Sung, Yn-Tz; Suriyawongpaisal, Paibul; Sy, Rody G.; Syddall, Holly E.; Sylva, Rene Charles; Szklo, Moyses; Tai, E. Shyong; Tammesoo, Mari-Liis; Tamosiunas, Abdonas; Tan, Eng Joo; Tang, Xun; Tanser, Frank; Tao, Yong; Tarawneh, Mohammed Rasoul; Tarqui-Mamani, Carolina B.; Taylor, Anne; Taylor, Julie; Tebar, William R.; Tell, Grethe S.; Tello, Tania; Tham, Yih Chung; Thankappan, K. R.; Theobald, Holger; Theodoridis, Xenophon; Thijs, Lutgarde; Thinggaard, Mikael; Thomas, Nihal; Thorand, Barbara; Thuesen, Betina H.; Timmermans, Erik J.; Tjandrarini, Dwi H.; Tjonneland, Anne; Toft, Ulla; Tolonen, Hanna K.; Tolstrup, Janne S.; Topbas, Murat; Topor-Madry, Roman; Jose Tormo, Maria; Tornaritis, Michael J.; Torrent, Maties; Torres-Collado, Laura; Touloumi, Giota; Traissac, Pierre; Triantafyllou, Areti; Trichopoulos, Dimitrios; Trichopoulou, Antonia; Trinh, Oanh T. H.; Trivedi, Atul; Tshepo, Lechaba; Tsugane, Shoichiro; Tuliakova, Azaliia M.; Tulloch-Reid, Marshall K.; Tullu, Fikru; Tuomainen, Tomi-Pekka; Tuomilehto, Jaakko; Turley, Maria L.; Twig, Gilad; Tynelius, Per; Tzourio, Christophe; Ueda, Peter; Ugel, Eunice; Ulmer, Hanno; Uusitalo, Hannu M. T.; Valdivia, Gonzalo; Valvi, Damaskini; van Dam, Rob M.; van den Born, Bert-Jan; Van der Heyden, Johan; van der Schouw, Yvonne T.; Van Herck, Koen; Hoang Van Minh; Van Schoor, Natasja M.; van Valkengoed, Irene G. M.; van Zutphen, Elisabeth M.; Vanderschueren, Dirk; Vanuzzo, Diego; Varbo, Anette; Vasan, Senthil K.; Vega, Tomas; Veidebaum, Toomas; Velasquez-Melendez, Gustavo; Veronesi, Giovanni; Verschuren, W. M. Monique; Verstraeten, Roosmarijn; Victora, Cesar G.; Viet, Lucie; Villalpando, Salvador; Vineis, Paolo; Vioque, Jesus; Virtanen, Jyrki K.; Visvikis-Siest, Sophie; Viswanathan, Bharathi; Vlasoff, Tiina; Vollenweider, Peter; Voutilainen, Ari; Wade, Alisha N.; Walton, Janette; Wambiya, Elvis O. A.; Bebakar, Wan Mohamad Wan; Mohamud, Wan Nazaimoon Wan; Wanderley Junior, Rildo de Souza; Wang, Ming-Dong; Wang, Ningli; Wang, Qian; Wang, Xiangjun; Wang, Ya Xing; Wang, Ying-Wei; Wannamethee, S. Goya; Wareham, Nicholas; Wei, Wenbin; Weres, Aneta; Werner, Bo; Whincup, Peter H.; Widhalm, Kurt; Widyahening, Indah S.; Wiecek, Andrzej; Wilks, Rainford J.; Willeit, Johann; Willeit, Peter; Williams, Emmanuel A.; Wilsgaard, Tom; Wojtyniak, Bogdan; Wong-McClure, Roy A.; Wong, Andrew; Wong, Tien Yin; Woo, Jean; Woodward, Mark; Wu, Frederick C.; Wu, Shouling; Wyszynska, Justyna; Xu, Haiquan; Xu, Liang; Yaacob, Nor Azwany; Yan, Weili; Yang, Ling; Yang, Xiaoguang; Yang, Yang; Yasuharu, Tabara; Ye, Xingwang; Yiallouros, Panayiotis K.; Yoosefi, Moein; Yoshihara, Akihiro; You, San-Lin; Younger-Coleman, Novie O.; Yusoff, Ahmad Faudzi; Zainuddin, Ahmad A.; Zakavi, Seyed Rasoul; Zamani, Farhad; Zambon, Sabina; Zampelas, Antonis; Elisa Zapata, Maria; Zaw, Ko Ko; Zdrojewski, Tomasz; Zejglicova, Kristyna; Vrkic, Tajana Zeljkovic; Zeng, Yi; Zhang, Luxia; Zhang, Zhen-Yu; Zhao, Dong; Zhao, Ming-Hui; Zhen, Shiqi; Zheng, Yingfeng; Zholdin, Bekbolat; Zhu, Dan; Zins, Marie; Zitt, Emanuel; Zocalo, Yanina; Zoghlami, Nada; Zuniga Cisneros, Julio
LANCETIF88.5
2021-09-011.7KOAAIZhou, Bin; Carrillo-Larco, Rodrigo M.; Danaei, Goodarz; Riley, Leanne M.; Paciorek, Christopher J.; Stevens, Gretchen A.; Gregg, Edward W.; Bennett, James E.; Solomon, Bethlehem; Singleton, Rosie K.; Sophiea, Marisa K.; Iurilli, Maria L. C.; Lhoste, Victor P. F.; Cowan, Melanie J.; Savin, Stefan; Woodward, Mark; Balanova, Yulia; Cifkova, Renata; Damasceno, Albertino; Elliott, Paul; Farzadfar, Farshad; He, Jiang; Ikeda, Nayu; Kengne, Andre P.; Khang, Young-Ho; Kim, Hyeon Chang; Laxmaiah, Avula; Lin, Hsien-Ho; Margozzini Maira, Paula; Miranda, J. Jaime; Neuhauser, Hannelore; Sundstrom, Johan; Varghese, Cherian; Widyahening, Indah S.; Zdrojewski, Tomasz; Ezzati, Majid; Abarca-Gomez, Leandra; Abdeen, Ziad A.; Rahim, Hanan F. Abdul; Abu-Rmeileh, Niveen M.; Acosta-Cazares, Benjamin; Adams, Robert J.; Aekplakorn, Wichai; Afsana, Kaosar; Afzal, Shoaib; Agdeppa, Imelda A.; Aghazadeh-Attari, Javad; Aguilar-Salinas, Carlos A.; Agyemang, Charles; Ahmad, Noor Ani; Ahmadi, Ali; Ahmadi, Naser; Ahmadi, Nastaran; Ahmadizar, Fariba; Ahmed, Soheir H.; Ahrens, Wolfgang; Ajlouni, Kamel; Al-Raddadi, Rajaa; Alarouj, Monira; AlBuhairan, Fadia; AlDhukair, Shahla; Ali, Mohamed M.; Alkandari, Abdullah; Alkerwi, Ala'a; Allin, Kristine; Aly, Eman; Amarapurkar, Deepak N.; Amougou, Norbert; Amouyel, Philippe; Andersen, Lars Bo; Anderssen, Sigmund A.; Anjana, Ranjit Mohan; Ansari-Moghaddam, Alireza; Ansong, Daniel; Aounallah-Skhiri, Hajer; Araujo, Joana; Ariansen, Inger; Aris, Tahir; Arku, Raphael E.; Arlappa, Nimmathota; Aryal, Krishna K.; Aspelund, Thor; Assah, Felix K.; Assuncao, Maria Cecilia F.; Auvinen, Juha; Avdicova, Maria; Azevedo, Ana; Azimi-Nezhad, Mohsen; Azizi, Fereidoun; Azmin, Mehrdad; Babu, Bontha V.; Bahijri, Suhad; Balakrishna, Nagalla; Balanova, Yulia; Bamoshmoosh, Mohamed; Banach, Maciej; Banadinovic, Maja; Bandosz, Piotr; Banegas, Jose R.; Baran, Joanna; Barbagallo, Carlo M.; Barcelo, Alberto; Barkat, Amina; Barreto, Marta; Barros, Aluisio J. D.; Gomes Barros, Mauro Virgilio; Bartosiewicz, Anna; Basit, Abdul; Bastos, Joao Luiz D.; Bata, Iqbal; Batieha, Anwar M.; Batyrbek, Assembekov; Baur, Louise A.; Beaglehole, Robert; Belavendra, Antonisamy; Ben Romdhane, Habiba; Benet, Mikhail; Bennett, James E.; Benson, Lowell S.; Berkinbayev, Salim; Bernabe-Ortiz, Antonio; Bettiol, Heloisa; Bezerra, Jorge; Bhagyalaxmi, Aroor; Bhargava, Santosh K.; Bia, Daniel; Biasch, Katia; Lele, Elysee Claude Bika; Bikbov, Mukharram M.; Bista, Bihungum; Bjerregaard, Peter; Bjertness, Espen; Bjertness, Marius B.; Bjorkelund, Cecilia; Bloch, Katia V.; Blokstra, Anneke; Bo, Simona; Bobak, Martin; Boeing, Heiner; Boggia, Jose G.; Boissonnet, Carlos P.; Bojesen, Stig E.; Bongard, Vanina; Bonilla-Vargas, Alice; Bopp, Matthias; Borghs, Herman; Bovet, Pascal; Boyer, Christopher B.; Braeckman, Lutgart; Brajkovich, Imperia; Branca, Francesco; Breckenkamp, Juergen; Brenner, Hermann; Brewster, Lizzy M.; Briceno, Yajaira; Brito, Miguel; Bruno, Graziella; Bueno-de-Mesquita, H. Bas; Bueno, Gloria; Bugge, Anna; Burns, Con; Bursztyn, Michael; Cabrera de Leon, Antonio; Cacciottolo, Joseph; Cameron, Christine; Can, Gunay; Candido, Ana Paula C.; Capanzana, Mario V.; Capkova, Nadezda; Capuano, Eduardo; Capuano, Vincenzo; Cardoso, Viviane C.; Carlsson, Axel C.; Carvalho, Joana; Casanueva, Felipe F.; Censi, Laura; Cervantes-Loaiza, Marvin; Chadjigeorgiou, Charalambos A.; Chamukuttan, Snehalatha; Chan, Angelique W.; Chan, Queenie; Chaturvedi, Himanshu K.; Chaturvedi, Nish; Chee, Miao Li; Chen, Chien-Jen; Chen, Fangfang; Chen, Huashuai; Chen, Shuohua; Chen, Zhengming; Cheng, Ching-Yu; Cheraghian, Bahman; Dekkaki, Imane Cherkaoui; Chetrit, Angela; Chien, Kuo-Liong; Chiolero, Arnaud; Chiou, Shu-Ti; Chirita-Emandi, Adela; Chirlaque, Maria-Dolores; Cho, Belong; Christensen, Kaare; Christofaro, Diego G.; Chudek, Jerzy; Cifkova, Renata; Cinteza, Eliza; Claessens, Frank; Clarke, Janine; Clays, Els; Cohen, Emmanuel; Concin, Hans; Cooper, Cyrus; Coppinger, Tara C.; Costanzo, Simona; Cottel, Dominique; Cowell, Chris; Craig, Cora L.; Crampin, Amelia C.; Crujeiras, Ana B.; Cruz, Juan J.; Csilla, Semanova; Cui, Liufu; Cureau, Felipe V.; Cuschieri, Sarah; D'Arrigo, Graziella; d'Orsi, Eleonora; Dallongeville, Jean; Damasceno, Albertino; Danaei, Goodarz; Dankner, Rachel; Dantoft, Thomas M.; Dauchet, Luc; Davletov, Kairat; De Backer, Guy; De Bacquer, Dirk; De Curtis, Amalia; de Gaetano, Giovanni; De Henauw, Stefaan; de Oliveira, Paula Duarte; De Ridder, David; De Smedt, Delphine; Deepa, Mohan; Deev, Alexander D.; DeGennaro, Vincent Jr; Delisle, Helene; Demarest, Stefaan; Dennison, Elaine; Deschamps, Valerie; Dhimal, Meghnath; Di Castelnuovo, Augusto F.; Dias-da-Costa, Juvenal Soares; Diaz, Alejandro; Dickerson, Ty T.; Dika, Zivka; Djalalinia, Shirin; Do, Ha T. P.; Dobson, Annette J.; Donfrancesco, Chiara; Donoso, Silvana P.; Doering, Angela; Dorobantu, Maria; Doerr, Marcus; Doua, Kouamelan; Dragano, Nico; Drygas, Wojciech; Duante, Charmaine A.; Duboz, Priscilla; Duda, Rosemary B.; Dulskiene, Virginija; Dushpanova, Anar; Dzakula, Aleksandar; Dzerve, Vilnis; Dziankowska-Zaborszczyk, Elzbieta; Eddie, Ricky; Eftekhar, Ebrahim; Eggertsen, Robert; Eghtesad, Sareh; Eiben, Gabriele; Ekelund, Ulf; El-Khateeb, Mohammad; El Ati, Jalila; Eldemire-Shearer, Denise; Eliasen, Marie; Elliott, Paul; Elosua, Roberto; Erasmus, Rajiv T.; Erbel, Raimund; Erem, Cihangir; Eriksen, Louise; Eriksson, Johan G.; Escobedo-de la Pena, Jorge; Eslami, Saeid; Esmaeili, Ali; Evans, Alun; Faeh, David; Fakhretdinova, Albina A.; Fall, Caroline H.; Faramarzi, Elnaz; Farjam, Mojtaba; Farzadfar, Farshad; Fattahi, Mohammad Reza; Fawwad, Asher; Felix-Redondo, Francisco J.; Felix, Stephan B.; Ferguson, Trevor S.; Fernandes, Romulo A.; Fernandez-Berges, Daniel; Ferrante, Daniel; Ferrao, Thomas; Ferrari, Marika; Ferrario, Marco M.; Ferreccio, Catterina; Ferreira, Haroldo S.; Ferrer, Eldridge; Ferrieres, Jean; Figueiro, Thamara Hubler; Fink, Gunther; Fischer, Krista; Foo, Leng Huat; Forsner, Maria; Fouad, Heba M.; Francis, Damian K.; Franco, Maria do Carmo; Frikke-Schmidt, Ruth; Frontera, Guillermo; Fuchs, Flavio D.; Fuchs, Sandra C.; Fujita, Yuki; Fumihiko, Matsuda; Furdela, Viktoriya; Furer, Ariel; Furusawa, Takuro; Gaciong, Zbigniew; Galbarczyk, Andrzej; Galenkamp, Henrike; Galvano, Fabio; Gao, Jingli; Gao, Pei; Garcia-de-la-Hera, Manoli; Garcia, Pablo; Gareta, Dickman; Garnett, Sarah P.; Gaspoz, Jean-Michel; Gasull, Magda; Gazzinelli, Andrea; Gehring, Ulrike; Geleijnse, Johanna M.; George, Ronnie; Ghanbari, Ali; Ghasemi, Erfan; Gheorghe-Fronea, Oana-Florentina; Ghimire, Anup; Gialluisi, Alessandro; Giampaoli, Simona; Gieger, Christian; Gill, Tiffany K.; Giovannelli, Jonathan; Gironella, Glen; Giwercman, Aleksander; Gkiouras, Konstantinos; Goldberg, Marcel; Goldsmith, Rebecca A.; Gomez, Luis F.; Gomula, Aleksandra; Cordeiro da Silva, Bruna Goncalves; Goncalves, Helen; Goncalves, Mauer; Gonzalez-Chica, David A.; Gonzalez-Gross, Marcela; Gonzalez-Rivas, Juan P.; Gonzalez-Villalpando, Clicerio; Gonzalez-Villalpando, Maria-Elena; Gonzalez, Angel R.; Bonet Gorbea, Mariano; Gottrand, Frederic; Graff-Iversen, Sidsel; Grafnetter, Dusan; Grajda, Aneta; Grammatikopoulou, Maria G.; Gregor, Ronald D.; Grodzicki, Tomasz; Grosso, Giuseppe; Gruden, Gabriella; Gu, Dongfeng; Guan, Ong Peng; Gudmundsson, Elias F.; Gudnason, Vilmundur; Guerrero, Ramiro; Guessous, Idris; Guimaraes, Andre L.; Gulliford, Martin C.; Gunnlaugsdottir, Johanna; Gunter, Marc J.; Gupta, Prakash C.; Gupta, Rajeev; Gureje, Oye; Gurzkowska, Beata; Gutierrez, Laura; Gutzwiller, Felix; Ha, Seongjun; Hadaegh, Farzad; Haghshenas, Rosa; Hakimi, Hamid; Halkjaer, Jytte; Hambleton, Ian R.; Hamzeh, Behrooz; Hange, Dominique; Hanif, Abu A. M.; Hantunen, Sari; Hao, Jie; Hardman, Carla Meneses; Kumar, Rachakulla Hari; Hashemi-Shahri, Seyed Mohammad; Hata, Jun; Haugsgjerd, Teresa; Hayes, Alison J.; He, Jiang; He, Yuna; Heier, Margit; Hendriks, Marleen Elisabeth; Henrique, Rafael dos Santos; Henriques, Ana; Cadena, Leticia Hernandez; Herrala, Sauli; Heshmat, Ramin; Hill, Allan G.; Ho, Sai Yin; Ho, Suzanne C.; Hobbs, Michael; Holdsworth, Michelle; Homayounfar, Reza; Dinc, Gonul Horasan; Horimoto, Andrea R. V. R.; Hormiga, Claudia M.; Horta, Bernardo L.; Houti, Leila; Howitt, Christina; Htay, Thein Thein; Htet, Aung Soe; Htike, Maung Maung Than; Hu, Yonghua; Huerta, Jose Maria; Huhtaniemi, Ilpo Tapani; Huiart, Laetitia; Huisman, Martijn; Husseini, Abdullatif S.; Huybrechts, Inge; Hwalla, Nahla; Iacoviello, Licia; Iannone, Anna G.; Ibrahim, Mohsen M.; Wong, Norazizah Ibrahim; Ikeda, Nayu; Ikram, M. Arfan; Iotova, Violeta; Irazola, Vilma E.; Ishida, Takafumi; Isiguzo, Godsent C.; Islam, Muhammad; Islam, Sheikh Mohammed Shariful; Iwasaki, Masanori; Jackson, Rod T.; Jacobs, Jeremy M.; Jaddou, Hashem Y.; Jafar, Tazeen; James, Kenneth; Jamrozik, Konrad; Janszky, Imre; Janus, Edward; Jarvelin, Marjo-Riitta; Jasienska, Grazyna; Jelakovic, Ana; Jelakovic, Bojan; Jennings, Garry; Jha, Anjani Kumar; Jiang, Chao Qiang; Jimenez, Ramon O.; Joeckel, Karl-Heinz; Joffres, Michel; Johansson, Mattias; Jokelainen, Jari J.; Jonas, Jost B.; Jorgensen, Torben; Joshi, Pradeep; Joukar, Farahnaz; Jozwiak, Jacek; Juolevi, Anne; Jurak, Gregor; Juresa, Vesna; Kaaks, Rudolf; Kafatos, Anthony; Kajantie, Eero O.; Kalmatayeva, Zhanna; Kalpourtzi, Natasa; Kalter-Leibovici, Ofra; Kampmann, Freja B.; Kannan, Srinivasan; Karaglani, Eva; Karhus, Line L.; Karki, Khem B.; Katibeh, Marzieh; Katz, Joanne; Kauhanen, Jussi; Kaur, Prabhdeep; Kavousi, Maryam; Kazakbaeva, Gyulli M.; Keil, Ulrich; Boker, Lital Keinan; Keinanen-Kiukaanniemi, Sirkka; Kelishadi, Roya; Kemper, Han C. G.; Kengne, Andre P.; Keramati, Maryam; Kerimkulova, Alina; Kersting, Mathilde; Key, Timothy; Khader, Yousef Saleh; Khalili, Davood; Khang, Young-Ho; Khaw, Kay-Tee; Kheiri, Bahareh; Kheradmand, Motahareh; Khosravi, Alireza; Kiechl-Kohlendorfer, Ursula; Kiechl, Stefan; Killewo, Japhet; Kim, Dong Wook; Kim, Hyeon Chang; Kim, Jeongseon; Klakk, Heidi; Klimek, Magdalena; Klumbiene, Jurate; Knoflach, Michael; Kolle, Elin; Kolsteren, Patrick; Kontto, Jukka P.; Korpelainen, Raija; Korrovits, Paul; Kos, Jelena; Koskinen, Seppo; Kouda, Katsuyasu; Kowlessur, Sudhir; Koziel, Slawomir; Kratenova, Jana; Kriaucioniene, Vilma; Kristensen, Peter Lund; Krokstad, Steiner; Kromhout, Daan; Kruger, Herculina S.; Kubinova, Ruzena; Kuciene, Renata; Kujala, Urho M.; Kulaga, Zbigniew; Kumar, R. Krishna; Kurjata, Pawel; Kusuma, Yadlapalli S.; Kutsenko, Vladimir; Kuulasmaa, Kari; Kyobutungi, Catherine; Laatikainen, Tiina; Lachat, Carl; Laid, Youcef; Lam, Tai Hing; Landrove, Orlando; Lanska, Vera; Lappas, Georg; Larijani, Bagher; Latt, Tint Swe; Laxmaiah, Avula; Le Coroller, Gwenaelle; Khanh Le Nguyen Bao; Le, Tuyen D.; Lee, Jeannette; Lee, Jeonghee; Lehmann, Nils; Lehtimaki, Terho; Lemogoum, Daniel; Levitt, Naomi S.; Li, Yanping; Lilly, Christa L.; Lim, Wei-Yen; Lima-Costa, M. Fernanda; Lin, Hsien-Ho; Lin, Xu; Lin, Yi-Ting; Lind, Lars; Lingam, Vijaya; Linneberg, Allan; Lissner, Lauren; Litwin, Mieczyslaw; Lo, Wei-Cheng; Loit, Helle-Mai; Lopez-Garcia, Esther; Lopez, Tania; Lotufo, Paulo A.; Lozano, Jose Eugenio; Lovrencic, Iva Lukacevic; Lukrafka, Janice L.; Luksiene, Dalia; Lundqvist, Annamari; Lundqvist, Robert; Lunet, Nuno; Lustigova, Michala; Luszczki, Edyta; Ma, Guansheng; Ma, Jun; Machado-Coelho, George L. L.; Machado-Rodrigues, Aristides M.; Macia, Enguerran; Macieira, Luisa M.; Madar, Ahmed A.; Maggi, Stefania; Magliano, Dianna J.; Magriplis, Emmanuella; Mahasampath, Gowri; Maire, Bernard; Majer, Marjeta; Makdisse, Marcia; Malekzadeh, Fatemeh; Malekzadeh, Reza; Malhotra, Rahul; Mallikharjuna, Kodavanti; Malyutina, Sofia K.; Maniego, Lynell V.; Manios, Yannis; Mann, Jim I.; Mansour-Ghanaei, Fariborz; Manzato, Enzo; Marcil, Anie; Margozzini, Paula; Marild, Staffan B.; Glavic, Mihalea Marinovic; Marques-Vidal, Pedro; Marques, Larissa Pruner; Marrugat, Jaume; Martorell, Reynaldo; Mascarenhas, Luis P.; Matasin, Marija; Mathiesen, Ellisiv B.; Mathur, Prashant; Matijasevich, Alicia; Matlosz, Piotr; Matsha, Tandi E.; Mavrogianni, Christina; Mbanya, Jean Claude N.; Mc Donald Posso, Anselmo J.; McFarlane, Shelly R.; McGarvey, Stephen T.; McLachlan, Stela; McLean, Rachael M.; McLean, Scott B.; McNulty, Breige A.; Benchekor, Sounnia Mediene; Medzioniene, Jurate; Mehdipour, Parinaz; Mehlig, Kirsten; Mehrparvar, Amir Houshang; Meirhaeghe, Aline; Meisinger, Christa; Mendoza Montano, Carlos; Menezes, Ana Maria B.; Menon, Geetha R.; Mereke, Alibek; Meshram, Indrapal I.; Metspalu, Andres; Meyer, Haakon E.; Mi, Jie; Michels, Nathalie; Mikkel, Kairit; Milkowska, Karolina; Miller, Jody C.; Minderico, Claudia S.; Mini, G. K.; Miranda, J. 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