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:
Medical science monitor : international medical journal of experimental and clinical research
影响因子:
--
通讯作者:
Yuan H
Yuan H
中科院分区:
其他
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

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相似文献

医学文献的爆炸性增长改变了治疗策略,但对医生来说,保持最新的医学文献是一个挑战。科学文献数据的大规模挖掘可以用来更新医生的知识,更好地提高疾病的治疗质量。本文报告了一种名为MedRank的数据挖掘方法的重新制定版本,MedRank是一种基于网络的算法,基于MEDLINE文献数据库对靶疾病的治疗进行排名。本研究的MedRank算法输入是疾病模型的明确定义;算法输出是降压药物的准确推荐。选择高血压合并糖尿病作为输入疾病模型。降压药物的排名输出基于联合国家委员会(JNC)指南(一到八)和出版日期(≤1977、≤1980、≤1984、≤1988、≤1993、≤1997、≤2003和≤2013)。McNemar检验用于基于特定JNC指南评估MedRank的有效性。降压药物的排序随发表文献的日期而变化,MedRank算法的药物推荐与2013年JNC指南具有极好的一致性(McNemar检验P=1.00,Kappa=0.78,P=1.00)。此外,Kappa指数随着时间的推移而增加。MedRank的敏感性优于特异性;此外,敏感性保持在较高水平,特异性从1997年到2013年增加。在我们的研究中,使用MedRank对高血压合并糖尿病的医学文献进行排名,表明可能在临床实践中应用;它是一种支持降压药物处方决策的潜在方法。
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.
DOI: 10.1016/s0140-6736(14)61682-2
发表时间: 2015-01-10
期刊: LANCET
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. 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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. 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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.
DOI: 10.1097/01.hjh.0000084751-37215.d2
发表时间: 2003-11-01
影响因子: 4.9
作者:
Afridi, I;Canny, J;Whitworth, J
通讯作者: Whitworth, J
DOI: 10.3109/10641963.2013.776564
发表时间: 2013-01-01
影响因子: 12.3
作者:
Nishimura, Haruo;Shintani, Mitsuyo;Baba, Yasuto
通讯作者: Baba, Yasuto
DOI: 10.1016/j.ijmedinf.2011.02.008
发表时间: 2011-06
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.
DOI: 10.1038/clpt.2013.181
发表时间: 2013-12
影响因子: 6.7
作者:
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