Applying a "Big Data" Literature System to Recommend Antihypertensive Drugs for Hypertension Patients with Diabetes Mellitus.
Applying a "Big Data" Literature System to Recommend Antihypertensive Drugs for Hypertension Patients with Diabetes Mellitus.
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应用“大数据”文献系统为高血压合并糖尿病患者推荐降压药物
DOI:
10.12659/msm.907015
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发表时间:
2018-01-07
期刊:
影响因子:
--
通讯作者:
Yuan H
中科院分区:
文献类型:
--
作者:
Shu JX;Li Y;He T;Chen L;Li X;Zou LL;Yin L;Li XH;Wang AL;Liu X;Yuan H
The explosive increase in medical literature has changed therapeutic strategies, but it is challenging for physicians to keep up-to-date on the medical literature. Scientific literature data mining on a large-scale of can be used to refresh physician knowledge and better improve the quality of disease treatment. This paper reports on a reformulated version of a data mining method called MedRank, which is a network-based algorithm that ranks therapy for a target disease based on the MEDLINE literature database. MedRank algorithm input for this study was a clear definition of the disease model; the algorithm output was the accurate recommendation of antihypertensive drugs. Hypertension with diabetes mellitus was chosen as the input disease model. The ranking output of antihypertensive drugs are based on the Joint National Committee (JNC) guidelines, one through eight, and the publication dates, ≤1977, ≤1980, ≤1984, ≤1988, ≤1993, ≤1997, ≤2003, and ≤2013. The McNemar’s test was used to evaluate the efficacy of MedRank based on specific JNC guidelines. The ranking order of antihypertensive drugs changed with the date of the published literature, and the MedRank algorithm drug recommendations had excellent consistency with the JNC guidelines in 2013 (P=1.00 from McNemar’s test, Kappa=0.78, P=1.00). Moreover, the Kappa index increased over time. Sensitivity was better than specificity for MedRank; in addition, sensitivity was maintained at a high level, and specificity increased from 1997 to 2013. The use of MedRank in ranking medical literature on hypertension with diabetes mellitus in our study suggests possible application in clinical practice; it is a potential method for supporting antihypertensive drug-prescription decisions.
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影响因子:
168.9
作者:
Naghavi, Mohsen;Wang, Haidong;Lozano, Rafael;Davis, Adrian;Liang, Xiaofeng;Zhou, Maigeng;Vollset, Stein Emil;Ozgoren, Ayse Abbasoglu;Abdalla, Safa;Abd-Allah, Foad;Aziz, Muna I. Abdel;Abera, Semaw Ferede;Aboyans, Victor;Abraham, Biju;Abraham, Jerry P.;Abuabara, Katrina E.;Abubakar, Ibrahim;Abu-Raddad, Laith J.;Abu-Rmeileh, Niveen M. E.;Achoki, Tom;Adelekan, Ademola;Ademi, Zanfi Na;Adofo, Koranteng;Adou, Arsene Kouablan;Adsuar, Jose C.;Arnlov, Johan;Agardh, Emilie Elisabet;Akena, Dickens;Al Khabouri, Mazin J.;Alasfoor, Deena;Albittar, Mohammed;Alegretti, Miguel Angel;Aleman, Alicia V.;Alemu, Zewdie Aderaw;Alfonso-Cristancho, Rafael;Alhabib, Samia;Ali, Mohammed K.;Ali, Raghib;Alla, Francois;Al Lami, Faris;Allebeck, Peter;AlMazroa, Mohammad A.;Salman, Rustam Al-Shahi;Alsharif, Ubai;Alvarez, Elena;Alviz-Guzman, Nelson;Amankwaa, Adansi A.;Amare, Azmeraw T.;Ameli, Omid;Amini, Hassan;Ammar, Walid;Anderson, H. Ross;Anderson, Benjamin O.;Antonio, Carl Abelardo T.;Anwari, Palwasha;Apfel, Henry;Cunningham, Solveig Argeseanu;Arsenijevic, Valentina S. Arsic;Al Artaman;Asad, Majed Masoud;Asghar, Rana J.;Assadi, Reza;Atkins, Lydia S.;Atkinson, Charles;Badawi, Alaa;Bahit, Maria C.;Bakfalouni, Talal;Balakrishnan, Kalpana;Balalla, Shivanthi;Banerjee, Amitava;Barber, Ryan M.;Barker-Collo, Suzanne L.;Barquera, Simon;Barregard, Lars;Barrero, Lope H.;Barrientos-Gutierrez, Tonatiuh;Basu, Arindam;Basu, Sanjay;Basulaiman, Mohammed Omar;Beardsley, Justin;Bedi, Neeraj;Beghi, Ettore;Bekele, Tolesa;Bell, Michelle L.;Benjet, Corina;Bennett, Derrick A.;Bensenor, Isabela M.;Benzian, Habib;Bertozzi-Villa, Amelia;Beyene, Tariku Jibat;Bhala, Neeraj;Bhalla, Ashish;Bhutta, Zulfiqar A.;Bikbov, Boris;Bin Abdulhak, Aref;Biryukov, Stan;Blore, Jed D.;Blyth, Fiona M.;Bohensky, Megan A.;Borges, Guilherme;Bose, Dipan;Boufous, Soufiane;Bourne, Rupert R.;Boyers, Lindsay N.;Brainin, Michael;Brauer, Michael;Brayne, Carol E. G.;Brazinova, Alexandra;Breitborde, Nicholas;Brenner, Hermann;Briggs, Adam D. M.;Brown, Jonathan C.;Brugha, Traolach S.;Buckle, Geoffrey C.;Bui, Linh Ngoc;Bukhman, Gene;Burch, Michael;Nonato, Ismael Ricardo Campos;Carabin, Helesne;Cardenas, Rosario;Carapetis, Jonathan;Carpenter, David O.;Caso, Valeria;Castaneda-Orjuela, Carlos A.;Castro, Ruben Estanislao;Catala-Lopez, Ferrn;Cavalleri, Fiorella;Chang, Jung-Chen;Charlson, Fiona C.;Che, Xuan;Chen, Honglei;Chen, Yingyao;Chen, Jian Sheng;Chen, Zhengming;Chiang, Peggy Pei-Chia;Chimed-Ochir, Odgerel;Chowdhury, Rajiv;Christensen, Hanne;Christophi, Costas A.;Chuang, Ting-Wu;Chugh, Sumeet S.;Cirillo, Massimo;Coates, Matthew M.;Coffeng, Luc Edgar;Coggeshall, Megan S.;Cohen, Aaron;Colistro, Valentina;Colquhoun, Samantha M.;Colomar, Mercedes;Cooper, Leslie Trumbull;Cooper, Cyrus;Coppola, Luis M.;Cortinovis, Monica;Courville, Karen;Cowie, Benjamin C.;Criqui, Michael H.;Crump, John A.;Cuevas-Nasu, Lucia;Leite, Iuri da Costa;Dabhadkar, Kaustubh C.;Dandona, Lalit;Dandona, Rakhi;Dansereau, Emily;Dargan, Paul I.;Dayama, Anand;De la Cruz-Gongora, Vanessa;de la Vega, Shelley F.;De Leo, Diego;Degenhardt, Louisa;del Pozo-Cruz, Borja;Dellavalle, Robert P.;Deribe, Kebede;Jarlais, Don C. Des;Dessalegn, Muluken;deVeber, Gabrielle A.;Dharmaratne, Samath D.;Dherani, Mukesh;Diaz-Ortega, Jose-Luis;Diaz-Torne, Cesar;Dicker, Daniel;Ding, Eric L.;Dokova, Klara;Dorsey, E. Ray;Driscoll, Tim R.;Duan, Leilei;Duber, Herbert C.;Durrani, Adnan M.;Ebel, Beth E.;Edmond, Karen M.;Ellenbogen, Richard G.;Elshrek, Yousef;Ermakov, Sergey Petrovich;Erskine, Holly E.;Eshrati, Babak;Esteghamati, Alireza;Estep, Kara;Fuerst, Thomas;Fahimi, Saman;Fahrion, Anna S.;Faraon, Emerito Jose A.;Farzadfar, Farshad;Fay, Derek F. J.;Feigl, Andrea B.;Feigin, Valery L.;Felicio, Manuela Mendonca;Fereshtehnejad, Seyed-Mohammad;Fernandes, Jefferson G.;Ferrari, Alize J.;Fleming, Thomas D.;Foigt, Nataliya;Foreman, Kyle;Forouzanfar, Mohammad H.;Fowkes, F. Gerry R.;Fra Paleo, Urbano;Franklin, Richard C.;Futran, Neal D.;Gaffikin, Lynne;Gambashidze, Ketevan;Gankpe, Fortune Gbetoho;Garcia-Guerra, Francisco Armando;Garcia, Ana Cristina;Geleijnse, Johanna M.;Gessner, Bradford D.;Gibney, Katherine B.;Gillum, Richard F.;Gilmour, Stuart;Abdelmageem, Ibrahim;Ginawi, Mohamed;Giroud, Maurice;Glaser, Elizabeth L.;Goenka, Shifalika;Dantes, Hector Gomez;Gona, Philimon;Gonzalez-Medina, Diego;Guinovart, Caterina;Gupta, Rahul;Gupta, Rajeev;Gosselin, Richard A.;Gotay, Carolyn C.;Goto, Atsushi;Gowda, Hube N.;Graetz, Nicholas;Greenwell, K. Fern;Gugnani, Harish Chander;Gunnell, David;Gutierrez, Reyna A.;Haagsma, Juanita;Hafezi-Nejad, Nima;Hagan, Holly;Hagstromer, Maria;Halasa, Yara A.;Hamadeh, Randah Ribhi;Hamavid, Hannah;Hammami, Mouhanad;Hancock, Jamie;Hankey, Graeme J.;Hansen, Gillian M.;Harb, Hilda L.;Harewood, Heather;Haro, Josep Maria;Havmoeller, Rasmus;Hay, Roderick J.;Hay, Simon I.;Hedayati, Mohammad T.;Pi, Ileana B. Heredia;Heuton, Kyle R.;Heydarpour, Pouria;Higashi, Hideki;Hijar, Martha;Hoek, Hans W.;Hoffman, Howard J.;Hornberger, John C.;Hosgood, H. Dean;Hossain, Mazeda;Hotez, Peter J.;Hoy, Damian G.;Hsairi, Mohamed;Hu, Guoqing;Huang, John J.;Huffman, Mark D.;Hughes, Andrew J.;Husseini, Abdullatif;Huynh, Chantal;Iannarone, Marissa;Iburg, Kim M.;Idrisov, Bulat T.;Ikeda, Nayu;Innos, Kaire;Inoue, Manami;Islami, Farhad;Ismayilova, Samaya;Jacobsen, Kathryn H.;Jassal, Simerjot;Jayaraman, Sudha P.;Jensen, Paul N.;Jha, Vivekanand;Jiang, Guohong;Jiang, Ying;Jonas, Jost B.;Joseph, Jonathan;Juel, Knud;Kabagambe, Edmond Kato;Kan, Haidong;Karch, Andre;Karimkhani, Chante;Karthikeyan, Ganesan;Kassebaum, Nicholas;Kaul, Anil;Kawakami, Norito;Kazanjan, Konstantin;Kazi, Dhruv S.;Kemp, Andrew H.;Kengne, Andre Pascal;Keren, Andre;Kereselidze, Maia;Khader, Yousef Saleh;Khalifa, Shams Eldin Ali Hassan;Khan, Ejaz Ahmed;Khan, Gulfaraz;Khang, Young-Ho;Kieling, Christian;Kinfu, Yohannes;Kinge, Jonas M.;Kim, Daniel;Kim, Sungroul;Kivipelto, Miia;Knibbs, Luke;Knudsen, Ann Kristin;Kokubo, Yoshihiro;Kosen, Sowarta;Kotagal, Meera;Kravchenko, Michael A.;Krishnaswami, Sanjay;Krueger, Hans;Defo, Barthelemy Kuate;Kuipers, Ernst J.;Bicer, Burcu Kucuk;Kulkarni, Chanda;Kulkarni, Veena S.;Kumar, Kaushalendra;Kumar, Ravi B.;Kwan, Gene F.;Kyu, Hmwe;Lai, Taavi;Balaji, Arjun Lakshmana;Lalloo, Ratilal;Lallukka, Tea;Lam, Hilton;Lan, Qing;Lansingh, Van C.;Larson, Heidi J.;Larsson, Anders;Lavados, Pablo M.;Lawrynowicz, Alicia E. B.;Leasher, Janet L.;Lee, Jong-Tae;Leigh, James;Leinsalu, Mall;Leung, Ricky;Levitz, Carly;Li, Bin;Li, Yichong;Li, Yongmei;Liddell, Chelsea;Lim, Stephen S.;de Lima, Graca Maria Ferreira;Lind, Maggie L.;Lipshultz, Steven E.;Liu, Shiwei;Liu, Yang;Lloyd, Belinda K.;Lofgren, Katherine T.;Logroscino, Giancarlo;London, Stephanie J.;Lortet-Tieulent, Joannie;Lotufo, Paulo A.;Lucas, Robyn M.;Lunevicius, Raimundas;Lyons, Ronan Anthony;Ma, Stefan;Machado, Vasco Manuel Pedro;MacIntyre, Michael F.;Mackay, Mark T.;MacLachlan, Jennifer H.;Magis-Rodriguez, Carlos;Mahdi, Abbas A.;Majdan, Marek;Malekzadeh, Reza;Mangalam, Srikanth;Mapoma, Christopher Chabila;Marape, Marape;Marcenes, Wagner;Margono, Christopher;Marks, Guy B.;Marzan, Melvin Barrientos;Masci, Joseph R.;Mashal, Mohammad Taufi Q.;Masiye, Felix;Mason-Jones, Amanda J.;Matzopolous, Richard;Mayosi, Bongani M.;Mazorodze, Tasara T.;McGrath, John J.;Mckay, Abigail C.;Mckee, Martin;McLain, Abigail;Meaney, Peter A.;Mehndiratta, Man Mohan;Mejia-Rodriguez, Fabiola;Melaku, Yohannes Adama;Meltzer, Michele;Memish, Ziad A.;Mendoza, Walter;Mensah, George A.;Meretoja, Atte;Mhimbira, Francis A.;Miller, Ted R.;Mills, Edward J.;Misganaw, Awoke;Mishra, Santosh K.;Mock, Charles N.;Moffitt, Terrie E.;Ibrahim, Norlinah Mohamed;Mohammad, Karzan Abdulmuhsin;Mokdad, Ali H.;Mola, Glen Liddell;Monasta, Lorenzo;Monis, Jonathan de la Cruz;Hernandez, Julio C. Montaez;Montico, Marcella;Montine, Thomas J.;Mooney, Meghan D.;Moore, Ami R.;Moradi-Lakeh, Maziar;Moran, Andrew E.;Mori, Rintaro;Moschandreas, Joanna;Moturi, Wilkister Nyaora;Moyer, Madeline L.;Mozaffarian, Dariush;Mueller, Ulrich O.;Mukaigawara, Mitsuru;Mullany, Erin C.;Murray, Joseph;Mustapha, Adetoun;Naghavi, Paria;Naheed, Aliya;Naidoo, Kovin S.;Naldi, Luigi;Nand, Devina;Nangia, Vinay;Narayan, K. M. 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Alex;Rabito, Felicia;Rafay, Anwar;Rahimi, Kazem;Rahimi-Movaghar, Vafa;Rahman, Sajjad U. R.;Raju, Murugesan;Rakovac, Ivo;Rana, Saleem M.;Refaat, Amany;Remuzzi, Giuseppe;Ribeiro, Antonio L.;Ricci, Stefano;Riccio, Patricia M.;Richardson, Lee;Richardus, Jan Hendrik;Roberts, Bayard;Roberts, D. Allen;Robinson, Margaret;Roca, Anna;Rodriguez, Alina;Rojas-Rueda, David;Ronfani, Luca;Room, Robin;Roth, Gregory A.;Rothenbacher, Dietrich;Rothstein, David H.;Rowley, Jane Tf;Roy, Nobhojit;Ruhago, George M.;Rushton, Lesley;Sambandam, Sankar;Soreide, Kjetil;Saeedi, Mohammad Yahya;Saha, Sukanta;Sahathevan, Ramesh;Sahraian, Mohammad Ali;Sahle, Berhe Weldearegawi;Salomon, Joshua A.;Salvo, Deborah;Samonte, Genesis May J.;Sampson, Uchechukwu;Sanabria, Juan Ramon;Sandar, Logan;Santos, Itamar S.;Satpathy, Maheswar;Sawhney, Monika;Saylan, Mete;Scarborough, Peter;Schoettker, Ben;Schmidt, Juergen C.;Schneider, Ione J. C.;Schumacher, Austin E.;Schwebel, David C.;Scott, James G.;Sepanlou, Sadaf G.;Servan-Mori, Edson E.;Shackelford, Katya;Shaheen, Amira;Shahraz, Saeid;Shakh-Nazarova, Marina;Shangguan, Siyi;She, Jun;Sheikhbahaei, Sara;Shepard, Donald S.;Shibuya, Kenji;Shinohara, Yukito;Shishani, Kawkab;Shiue, Ivy;Shivakoti, Rupak;Shrime, Mark G.;Sigfusdottir, Inga Dora;Silberberg, Donald H.;Silva, Andrea P.;Simard, Edgar P.;Sindi, Shireen;Singh, Jasvinder A.;Singh, Lavanya;Sioson, Edgar;Skirbekk, Vegard;Sliwa, Karen;So, Samuel;Soljak, Michael;Soneji, Samir;Soshnikov, Sergey S.;Sposato, Luciano A.;Sreeramareddy, Chandrashekhar T.;Stanaway, Jeff Rey D.;Stathopoulou, Vasiliki Kalliopi;Steenland, Kyle;Stein, Claudia;Steiner, Caitlyn;Stevens, Antony;Stoeckl, Heidi;Straif, Kurt;Stroumpoulis, Konstantinos;Sturua, Lela;Sunguya, Bruno F.;Swaminathan, Soumya;Swaroop, Mamta;Sykes, Bryan L.;Tabb, Karen M.;Takahashi, Ken;Talongwa, Roberto Tchio;Tan, Feng;Tanne, David;Tanner, Marcel;Tavakkoli, Mohammad;Ao, Braden Te;Teixeira, Carolina Maria;Templin, Tara;Tenkorang, Eric Yeboah;Terkawi, Abdullah Sulieman;Thomas, Bernadette A.;Thorne-Lyman, Andrew L.;Thrift, Amanda G.;Thurston, George D.;Tillmann, Taavi;Tirschwell, David L.;Tleyjeh, Imad M.;Tonelli, Marcello;Topouzis, Fotis;Towbin, Jeffrey A.;Toyoshima, Hideaki;Traebert, Jefferson;Tran, Bach X.;Truelsen, Thomas;Trujillo, Ulises;Trillini, Matias;Dimbuene, Zacharie Tsala;Tsilimbaris, Miltiadis;Tuzcu, E. Murat;Ubeda, Clotilde;Uchendu, Uche S.;Ukwaja, Kingsley N.;Undurraga, Eduardo A.;Vallely, Andrew J.;van de Vijver, Steven;van Gool, Coen H.;Varakin, Yuri Y.;Vasankari, Tommi J.;Vasconcelos, Ana Maria Nogales;Vavilala, Monica S.;Venketasubramanian, N.;Vijayakumar, Lakshmi;Villalpando, Salvador;Violante, Francesco S.;Vlassov, Vasiliy Victorovich;Wagner, Gregory R.;Waller, Stephen G.;Wang, JianLi;Wang, Linhong;Wang, XiaoRong;Wang, Yanping;Warouw, Tati Suryati;Weichenthal, Scott;Weiderpass, Elisabete;Weintraub, Robert G.;Wenzhi, Wang;Werdecker, Andrea;Wessells, K. Ryan R.;Westerman, Ronny;Whiteford, Harvey A.;Wilkinson, James D.;Williams, Thomas Neil;Woldeyohannes, Solomon Meseret;Wolfe, Charles D. A.;Wolock, Timothy M.;Woolf, Anthony D.;Wong, John Q.;Wright, Jonathan L.;Wulf, Sarah;Wurtz, Brittany;Xu, Gelin;Yang, Yang C.;Yano, Yuichiro;Yatsuya, Hiroshi;Yip, Paul;Yonemoto, Naohiro;Yoon, Seok-Jun;Younis, Mustafa;Yu, Chuanhua;Jin, Kim Yun;Zaki, Maysaa El Sayed;Zamakhshary, Mohammed Fouad;Zeeb, Hajo;Zhang, Yong;Zhao, Yong;Zheng, Yingfeng;Zhu, Jun;Zhu, Shankuan;Zonies, David;Zou, Xiao Nong;Zunt, Joseph R.;Vos, Theo;Lopez, Alan D.;Murray, Christopher J. L.
通讯作者:
Murray, Christopher J. L.
影响因子:
4.9
作者:
Afridi, I;Canny, J;Whitworth, J
通讯作者:
Whitworth, J
影响因子:
12.3
作者:
Nishimura, Haruo;Shintani, Mitsuyo;Baba, Yasuto
通讯作者:
Baba, Yasuto
影响因子:
4.9
作者:
Herskovic, Jorge R.;Cohen, Trevor;Subramanian, Devika;Iyengar, M. Sriram;Smith, Jack W.;Bernstam, Elmer V.
通讯作者:
Bernstam, Elmer V.
影响因子:
6.7
作者:
Chen B;Butte AJ
通讯作者:
Butte AJ