Skip to main content
Erschienen in: Journal of Medical Systems 9/2016

01.09.2016 | Patient Facing Systems

Context-Awareness Based Personalized Recommendation of Anti-Hypertension Drugs

verfasst von: Dexin Chen, Dawei Jin, Tiong-Thye Goh, Na Li, Leiru Wei

Erschienen in: Journal of Medical Systems | Ausgabe 9/2016

Einloggen, um Zugang zu erhalten

Abstract

The World Health Organization estimates that almost one-third of the world’s adult population are suffering from hypertension which has gradually become a “silent killer”. Due to the varieties of anti-hypertensive drugs, patients are interested in how these drugs can be selected to match their respective conditions. This study provides a personalized recommendation service system of anti-hypertensive drugs based on context-awareness and designs a context ontology framework of the service. In addition, this paper introduces a Semantic Web Rule Language (SWRL)-based rule to provide high-level context reasoning and information recommendation and to overcome the limitation of ontology reasoning. To make the information recommendation of the drugs more personalized, this study also devises three categories of information recommendation rules that match different priority levels and uses a ranking algorithm to optimize the recommendation. The experiment conducted shows that combining the anti-hypertensive drugs personalized recommendation service context ontology (HyRCO) with the optimized rule reasoning can achieve a higher-quality personalized drug recommendation service. Accordingly this exploratory study of the personalized recommendation service for hypertensive drugs and its method can be easily adopted for other diseases.
Literatur
1.
Zurück zum Zitat Dey, A.K., Understanding and using context. Pers. Ubiquit. Comput. 5(1):4–7, 2001.CrossRef Dey, A.K., Understanding and using context. Pers. Ubiquit. Comput. 5(1):4–7, 2001.CrossRef
2.
Zurück zum Zitat Logan, A.G., Transforming hypertension management using mobile health technology for telemonitoring and self-care support. Can. J. Cardiol. 29(5):579–585, 2013.CrossRefPubMed Logan, A.G., Transforming hypertension management using mobile health technology for telemonitoring and self-care support. Can. J. Cardiol. 29(5):579–585, 2013.CrossRefPubMed
3.
Zurück zum Zitat Tartarisco, G., Baldus, G., Corda, D., Raso, R., Arnao, A., et al., Personal health system architecture for stress monitoring and support to clinical decisions. Comput. Commun. 35(11):1296–1305, 2012.CrossRef Tartarisco, G., Baldus, G., Corda, D., Raso, R., Arnao, A., et al., Personal health system architecture for stress monitoring and support to clinical decisions. Comput. Commun. 35(11):1296–1305, 2012.CrossRef
4.
Zurück zum Zitat Lam, K.Y., Tsang, W.H., Han, S., Zhang, W., Ng, K.Y., and Nath, A., Activity tracking and monitoring of patients with Alzheimer’s disease. Multimed. Tools Appl. 1–33, 2015. Lam, K.Y., Tsang, W.H., Han, S., Zhang, W., Ng, K.Y., and Nath, A., Activity tracking and monitoring of patients with Alzheimer’s disease. Multimed. Tools Appl. 1–33, 2015.
5.
Zurück zum Zitat Huang, Y.C., Lu, C.H., Yang, T.H., Fu, L.C., and Wang, C.Y., Context-aware personal diet suggestion system. Lect. Notes Comput. Sci. 6159:76–84, 2010.CrossRef Huang, Y.C., Lu, C.H., Yang, T.H., Fu, L.C., and Wang, C.Y., Context-aware personal diet suggestion system. Lect. Notes Comput. Sci. 6159:76–84, 2010.CrossRef
6.
Zurück zum Zitat Kim, J., and Chung, K.Y., Ontology-based healthcare context information model to implement ubiquitous environment. Multimed. Tools Appl. 71(2):873–888, 2014.CrossRef Kim, J., and Chung, K.Y., Ontology-based healthcare context information model to implement ubiquitous environment. Multimed. Tools Appl. 71(2):873–888, 2014.CrossRef
7.
Zurück zum Zitat Zhang, Y., Zhang, D., Hassan, M.M., Alamri, A., and Peng, L., Cadre: Cloud-assisted drug recommendation service for online pharmacies. Mobile Netw. Appl. 20(3):348–355, 2015.CrossRef Zhang, Y., Zhang, D., Hassan, M.M., Alamri, A., and Peng, L., Cadre: Cloud-assisted drug recommendation service for online pharmacies. Mobile Netw. Appl. 20(3):348–355, 2015.CrossRef
8.
Zurück zum Zitat Zhang, Y., Chen, M., Huang, D., Wu, D., and Li, Y., Idoctor: Personalized and professionalized medical recommendations based on hybrid matrix factorization. Futur. Gener.Comput. Syst., 2016. doi:10.1016/j.future.2015.12.001. Zhang, Y., Chen, M., Huang, D., Wu, D., and Li, Y., Idoctor: Personalized and professionalized medical recommendations based on hybrid matrix factorization. Futur. Gener.Comput. Syst., 2016. doi:10.​1016/​j.​future.​2015.​12.​001.
9.
Zurück zum Zitat Solanas, A., Patsakis, C., Conti, M., Vlachos, I.S., Ramos, V., Falcone, F., et al., Smart health: A context-aware health paradigm within smart cities. IEEE Commun. Mag. 52(8):74–81, 2014.CrossRef Solanas, A., Patsakis, C., Conti, M., Vlachos, I.S., Ramos, V., Falcone, F., et al., Smart health: A context-aware health paradigm within smart cities. IEEE Commun. Mag. 52(8):74–81, 2014.CrossRef
10.
Zurück zum Zitat Noy, N.F., Semantic integration: A survey of ontology-based approaches. Sigmod Rec. 33(4):65–70, 2004.CrossRef Noy, N.F., Semantic integration: A survey of ontology-based approaches. Sigmod Rec. 33(4):65–70, 2004.CrossRef
11.
Zurück zum Zitat Lasierra, N., Alesanco, A., O'Sullivan, D., and García, J., An autonomic ontology-based approach to manage information in home-based scenarios: From theory to practice. Data Knowl. Eng. 87:185–205, 2013.CrossRef Lasierra, N., Alesanco, A., O'Sullivan, D., and García, J., An autonomic ontology-based approach to manage information in home-based scenarios: From theory to practice. Data Knowl. Eng. 87:185–205, 2013.CrossRef
12.
Zurück zum Zitat Kim, J., Kim, J., Lee, D., and Chung, K.Y., Ontology driven interactive healthcare with wearable sensors. Multimed. Tools Appl. 71(2):827–841, 2014.CrossRef Kim, J., Kim, J., Lee, D., and Chung, K.Y., Ontology driven interactive healthcare with wearable sensors. Multimed. Tools Appl. 71(2):827–841, 2014.CrossRef
13.
Zurück zum Zitat Writing Group of 2010 Chinese guidelines for the management of hypertension. In: Chinese guidelines for the management of hypertension. People’s Medical Publishing House, Peking, 2012. Writing Group of 2010 Chinese guidelines for the management of hypertension. In: Chinese guidelines for the management of hypertension. People’s Medical Publishing House, Peking, 2012.
14.
Zurück zum Zitat Perera, C., Zaslavsky, A., Christen, P., and Georgakopoulos, D., Context aware computing for the internet of things: A survey. IEEE Commun. Surv. Tut. 16(1):414–454, 2014.CrossRef Perera, C., Zaslavsky, A., Christen, P., and Georgakopoulos, D., Context aware computing for the internet of things: A survey. IEEE Commun. Surv. Tut. 16(1):414–454, 2014.CrossRef
16.
Zurück zum Zitat Golbreich, C., Combining rule and ontology reasoners for the semantic web. Lect. Notes Comput. Sci. 3323:6–22, 2004.CrossRef Golbreich, C., Combining rule and ontology reasoners for the semantic web. Lect. Notes Comput. Sci. 3323:6–22, 2004.CrossRef
17.
Zurück zum Zitat Chen, R.C., Huang, Y.H., Bau, C.T., and Chen, S.M., A recommendation system based on domain ontology and SWRL for anti-diabetic drugs selection. Expert Syst. Appl. 39(4):3995–4006, 2012.CrossRef Chen, R.C., Huang, Y.H., Bau, C.T., and Chen, S.M., A recommendation system based on domain ontology and SWRL for anti-diabetic drugs selection. Expert Syst. Appl. 39(4):3995–4006, 2012.CrossRef
18.
Zurück zum Zitat Hempo, B., Arch-int, N., Arch-int, S., and Pattarapongsin, C., Personalized care recommendation approach for diabetes patients using ontology and SWRL. In: Information Science and Applications. Springer Berlin Heidelberg, Berlin, pp. 959–966, 2015.CrossRef Hempo, B., Arch-int, N., Arch-int, S., and Pattarapongsin, C., Personalized care recommendation approach for diabetes patients using ontology and SWRL. In: Information Science and Applications. Springer Berlin Heidelberg, Berlin, pp. 959–966, 2015.CrossRef
19.
Zurück zum Zitat Jin, D.W., and Lu, J., An improved determination approach to the structure and parameters of dynamic structure-based neural networks. Appl. Math. Comput. 215(7):2787–2797, 2009. Jin, D.W., and Lu, J., An improved determination approach to the structure and parameters of dynamic structure-based neural networks. Appl. Math. Comput. 215(7):2787–2797, 2009.
20.
Zurück zum Zitat Schilit, B.N., and Theimer, M.M., Disseminating active map information to mobile hosts. IEEE Netw. 8(5):22–32, 1994.CrossRef Schilit, B.N., and Theimer, M.M., Disseminating active map information to mobile hosts. IEEE Netw. 8(5):22–32, 1994.CrossRef
21.
Zurück zum Zitat Wang, X.H., Zhang, D.Q., Gu, T., and Pung, H.K., Ontology based context modeling and reasoning using OWL. In: Second IEEE Annual Conference on Pervasive Computing and Communications Workshops. IEEE, New York, pp. 18–22, 2004. Wang, X.H., Zhang, D.Q., Gu, T., and Pung, H.K., Ontology based context modeling and reasoning using OWL. In: Second IEEE Annual Conference on Pervasive Computing and Communications Workshops. IEEE, New York, pp. 18–22, 2004.
22.
Zurück zum Zitat Chaari, T., Ejigu, D., Laforest, F., and Scuturici, V.M., A comprehensive approach to model and use context for adapting applications in pervasive environments. J. Syst. Softw. 80(12):1973–1992, 2007.CrossRef Chaari, T., Ejigu, D., Laforest, F., and Scuturici, V.M., A comprehensive approach to model and use context for adapting applications in pervasive environments. J. Syst. Softw. 80(12):1973–1992, 2007.CrossRef
23.
Zurück zum Zitat Chen, L., and Nugent, C., Ontology-based activity recognition in intelligent pervasive environments. International Journal of Web Information Systems. 5(4):410–430, 2009.CrossRef Chen, L., and Nugent, C., Ontology-based activity recognition in intelligent pervasive environments. International Journal of Web Information Systems. 5(4):410–430, 2009.CrossRef
24.
Zurück zum Zitat Worboys, M., Modeling indoor space. In: 3rd ACM SIGSPATIAL International Workshop on Indoor Spatial Awareness. ACM, New York, pp. 1–6, 2011.CrossRef Worboys, M., Modeling indoor space. In: 3rd ACM SIGSPATIAL International Workshop on Indoor Spatial Awareness. ACM, New York, pp. 1–6, 2011.CrossRef
25.
Zurück zum Zitat Staroch, P., A weather ontology for predictive control in smart homes. Dissertation, Vienna University of Technology. 2013. Staroch, P., A weather ontology for predictive control in smart homes. Dissertation, Vienna University of Technology. 2013.
26.
Zurück zum Zitat Nelson, S.J., Zeng, K., Kilbourne, J., Powell, T., and Moore, R., Normalized names for clinical drugs: RxNorm at 6 years. J. Am. Med. Assoc. 18(4):441–448, 2011.CrossRef Nelson, S.J., Zeng, K., Kilbourne, J., Powell, T., and Moore, R., Normalized names for clinical drugs: RxNorm at 6 years. J. Am. Med. Assoc. 18(4):441–448, 2011.CrossRef
Metadaten
Titel
Context-Awareness Based Personalized Recommendation of Anti-Hypertension Drugs
verfasst von
Dexin Chen
Dawei Jin
Tiong-Thye Goh
Na Li
Leiru Wei
Publikationsdatum
01.09.2016
Verlag
Springer US
Erschienen in
Journal of Medical Systems / Ausgabe 9/2016
Print ISSN: 0148-5598
Elektronische ISSN: 1573-689X
DOI
https://doi.org/10.1007/s10916-016-0560-z

Weitere Artikel der Ausgabe 9/2016

Journal of Medical Systems 9/2016 Zur Ausgabe

Systems-Level Quality Improvement

How to Develop the Medical Neighborhood