Pharmaceutical supply chain models: A synthesis from a systems view of operations research

WHO [World Health Organisation], 2010 2015 Nicholls, 2014, Health outcomes and cost 2014 Barnes, 2015 Stegemann, 2015, The future of pharmaceutical manufacturing in the context of the scientific, social, technological and economic evolution, Eur J Pharm Sci, 90, 8, 10.1016/j.ejps.2015.11.003 Srai, 2015, Evaluating the potential for the continuous processing of pharmaceutical products—a supply network perspective, Chem Eng Process, 97, 248, 10.1016/j.cep.2015.07.018 Harrington, 2017, Reconfiguring global pharmaceutical value networks through targeted technology interventions, Int J Prod Res, 55, 1471, 10.1080/00207543.2016.1221541 Narayana, 2014, Managerial research on the pharmaceutical supply chain—a critical review and some insights for future directions, J Purchasing Supply Manage, 20, 18, 10.1016/j.pursup.2013.09.001 Privett, 2014, The top ten global health supply chain issues: perspectives from the field, Oper Res Health Care, 3, 226, 10.1016/j.orhc.2014.09.002 Mehralian, 2015, Developing a model for an agile supply chain in pharmaceutical industry, Intl J Pharm Health Mrkt, 9, 74, 10.1108/IJPHM-09-2013-0050 Carter, 2015, Toward the theory of the supply chain, J Supply Chain Manage, 51, 89, 10.1111/jscm.12073 Webster, 2002, Analyzing the past to prepare for the future: writing a literature review, MIS Q, 26, xiii-xxiii Tranfield, 2003, Towards a methodology for developing evidence-informed management knowledge by means of systematic review, Br J Manage, 14, 207, 10.1111/1467-8551.00375 Sagasti, 1973, Operations research from the viewpoint of general systems theory, Omega, 1, 695, 10.1016/0305-0483(73)90087-X Forrester, 1961 Gold, 2014, Supply chain management as Lakatosian research program, Supply Chain Manage, 19, 1, 10.1108/SCM-05-2013-0168 Waller, 2003 Bertrand, 2002, Operations management research methodologies using quantitative modeling, Int J Oper Prod Manage, 22, 241, 10.1108/01443570210414338 Shapiro, 2007 Dolgui, 2010 Watson, 2013 Compton, 2005 Economou, 2012, Process systems engineering, 9. Domain engineering Wilson, 2001 Srai, 2008, A supply network configuration perspective on international supply chain development, Int J Oper Prod Manage, 28, 386, 10.1108/01443570810867178 Aguilar-Savén, 2004, Business process modelling: review and framework, Int J Prod Econ, 90, 129, 10.1016/S0925-5273(03)00102-6 Seuring, 2012, Conducting content‐analysis based literature reviews in supply chain management, Supply Chain Manage, 17, 544, 10.1108/13598541211258609 Brandenburg, 2014, Quantitative models for sustainable supply chain management: developments and directions, Eur J Oper Res, 233, 299, 10.1016/j.ejor.2013.09.032 Matopoulos, 2015, Resource-efficient supply chains, a research framework, literature review and research agenda, Supply Chain Manage, 20, 218, 10.1108/SCM-03-2014-0090 Garcia, 2015, Supply chain design and optimization: challenges and opportunities, Comput Chem Eng, 81, 153, 10.1016/j.compchemeng.2015.03.015 Fahimnia, 2013, A review and critique on integrated production—distribution planning models and techniques, J Manuf Syst, 32, 1, 10.1016/j.jmsy.2012.07.005 Hannes, 2012 Beamon, 1998, Supply chain design and analysis: models and methods, Int J Prod Econ, 55, 281, 10.1016/S0925-5273(98)00079-6 Laínez, 2012, Challenges and opportunities in enterprise-wide optimization in the pharmaceutical industry, Comput Chem Eng, 47, 19, 10.1016/j.compchemeng.2012.07.002 Paterson, 2001 Rossetti, 2011, Forces, trends, and decisions in pharmaceutical supply chain management, Int J Phys Distrib Logistics Manage, 41, 601, 10.1108/09600031111147835 Bellamy, 2013, Network analysis of supply chain systems: a systematic review and future research, Syst Eng, 16, 235, 10.1002/sys.21238 Uthayakumar, 2013, Pharmaceutical supply chain and inventory management strategies, optimization for a pharmaceutical company and a hospital, Oper Res Health Care, 2, 52, 10.1016/j.orhc.2013.08.001 2015 Chan, 2005, The future trend on system-wide modelling in supply chain studies, Int J Adv Manuf Technol, 25, 820, 10.1007/s00170-003-1851-3 Fleischhacker, 2015, Positioning inventory in clinical trial supply chains, Prod Oper Manage, 24, 991, 10.1111/poms.12302 Dasaklis, 2012, Epidemics control and logistics operations, a review, Int J Prod Econ, 139, 393, 10.1016/j.ijpe.2012.05.023 Flood, 1988 Danas, 2006, The applicability of a multi-attribute classification framework in the healthcare industry, J Manuf Technol Manage, 17, 772, 10.1108/17410380610678792 Danese, 2006, The extended VMI for coordinating the whole supply network, J Manuf Technol Manage, 17, 888, 10.1108/17410380610688223 Schapranow, 2012, Costs of authentic pharmaceuticals, research on qualitative and quantitative aspects of enabling anti-counterfeiting in RFID-aided supply chains, Pers Ubiquit Comput, 16, 271, 10.1007/s00779-011-0390-4 Yang, 2014, A health-IoT platform based on the integration of intelligent packaging, unobtrusive bio-sensor, and intelligent medicine box, IEEE Trans. Ind. Inf., 10, 2180, 10.1109/TII.2014.2307795 Gebauer, 2008, Robust management policies for positioning pharmacies as healthcare service providers, Eur Manage J, 26, 175, 10.1016/j.emj.2008.01.003 Narayana, 2014, Reverse logistics in the pharmaceuticals industry: a systemic analysis, Int J Logistics Manage, 25, 379, 10.1108/IJLM-08-2012-0073 Hansen, 2015, Planning operations before market launch for balancing time-to-market and risks in pharmaceutical supply chains, Int J Prod Econ, 161, 129, 10.1016/j.ijpe.2014.10.010 Lemmens, 2016, A review of integrated supply chain network design models: key issues for vaccine supply chains, Chem Eng Res Des, 109, 366, 10.1016/j.cherd.2016.02.015 Nagurney, 2015, A supply chain network game theory model with product differentiation, outsourcing of production and distribution, and quality and price competition, Ann Oper Res, 226, 479, 10.1007/s10479-014-1692-5 Agrell, 2013, Frontier-based performance analysis models for supply chain management: state of the art and research directions, Comput Ind Eng, 66, 567, 10.1016/j.cie.2013.02.014 Dutta, 2007, An optimization-based decision support system for strategic planning in a process industry: The case of a pharmaceutical company in India, Int J Prod Econ, 106, 92, 10.1016/j.ijpe.2006.04.011 Bohn, 1994, Measuring and managing technological knowledge, Sloan Manage Rev, 36, 61 Ponder, 2010, Cradle-to-gate life cycle inventory of vancomycin hydrochloride, Sci Total Environ, 408, 1331, 10.1016/j.scitotenv.2009.10.057 Meiler, 2015, Pattern-based supply network planning in the pharmaceutical industry, Comput Chem Eng, 77, 43, 10.1016/j.compchemeng.2015.03.006 Lapierre, 2007, Scheduling logistic activities to improve hospital supply systems, Comput Oper Res, 34, 624, 10.1016/j.cor.2005.03.017 Madadi, 2014, Supply network design, risk-averse or risk-neutral?, Comput Ind Eng, 78, 55, 10.1016/j.cie.2014.09.030 Sundaramoorthy, 2012, Capacity planning under clinical trials uncertainty in continuous pharmaceutical manufacturing, 1, mathematical framework, Ind Eng Chem Res, 51, 13692, 10.1021/ie300324h Chen, 2012, Simulation-optimization approach to clinical trial supply chain management with demand scenario forecast, Comput Chem Eng, 40, 82, 10.1016/j.compchemeng.2012.01.007 Archer, 2008, Supply management for home healthcare services, INFOR, 46, 137 Kumar, 2015, Dynamic performance assessment of a supply chain process, Bus Process Mgmt J, 21, 743, 10.1108/BPMJ-09-2014-0086 Soete, 2014, Environmental sustainability assessments of pharmaceuticals: an emerging need for simplification in life cycle assessments, Environ Sci Technol, 48, 12247, 10.1021/es502562d Eberle, 2014, Improving lead time of pharmaceutical production processes using Monte Carlo simulation, Comput Chem Eng, 68, 255, 10.1016/j.compchemeng.2014.05.017 Kumar, 2009, Reverse logistic process control measures for the pharmaceutical industry supply chain, Int J Productivity Perform Manage, 58, 188, 10.1108/17410400910928761 Choudhury, 2004, Application of an analytical network process to strategic planning problems of a supply chain cell, case study of a pharmaceutical firm, Prod Planning Control, 15, 13, 10.1080/09537280310001639634 Colvin, 2008, A stochastic programming approach for clinical trial planning in new drug development, Comput Chem Eng, 32, 2626, 10.1016/j.compchemeng.2007.11.010 Chahed, 2009, Exploring new operational research opportunities within the home care context: the chemotherapy at home, Health Care Manage Sci, 12, 179, 10.1007/s10729-009-9099-6 Gatica, 2003, Capacity planning under uncertainty for the pharmaceutical industry, Chem Eng Res Des, 81, 665, 10.1205/026387603322150516 Maravelias, 2001, Simultaneous planning for new product development and batch manufacturing facilities, Ind Eng Chem Res, 40, 6147, 10.1021/ie010301x Schmidt, 1996, Optimization models for the scheduling of testing tasks in new product development, Ind Eng Chem Res, 35, 3498, 10.1021/ie9601099 Jetly, 2012, A multi-agent simulation of the pharmaceutical supply chain, J Simul, 6, 215, 10.1057/jos.2011.26 Longo, 2012, Sustainable supply chain design, an application example in local business retail, Simulation, 88, 1484, 10.1177/0037549712458983 Pedroso, 2009, Knowledge and information flows in supply chains: a study on pharmaceutical companies, Int J Prod Econ, 122, 376, 10.1016/j.ijpe.2009.06.012 2005 Naraharisetti, 2010, Supply chain redesign and new process introduction in multipurpose plants, Chem Eng Sci, 65, 2596, 10.1016/j.ces.2009.12.036 Dekker, 2010, Supply chain management and management accounting, a case study of activity-based costing, Int J Logistics Res Appl, 3, 41, 10.1080/13675560050006664 Srivastava, 2008, Towards estimating cost of quality in supply chains, Total Qual Manage Bus Excellence, 19, 193, 10.1080/14783360701600605 Cook, 2015 Amaro, 2009, The effect of uncertainty on the optimal closed-loop supply chain planning under different partnerships structure, Comput Chem Eng, 33, 2144, 10.1016/j.compchemeng.2009.06.003 Mills, 2004, A strategic review of supply networks, Int J Oper Prod Manage, 24, 1012, 10.1108/01443570410558058 Wacker, 2004, A theory of formal conceptual definitions: developing theory-building measurement instruments, J Oper Manage, 22, 629, 10.1016/j.jom.2004.08.002 Sousa, 2011, Global supply chain planning for pharmaceuticals, Chem Eng Res Des, 89, 2396, 10.1016/j.cherd.2011.04.005 Yadav, 2014, Integration of vaccine supply chains with other health commodity supply chains: a framework for decision making, Vaccine, 32, 6725, 10.1016/j.vaccine.2014.10.001 Hämäläinen, 2016, Path dependence in operational research—how the modeling process can influence the results, Oper Res Perspect, 3, 14, 10.1016/j.orp.2016.03.001 Melnyk, 2012, Would you mind completing this survey: assessing the state of survey research in supply chain management, J Purchasing Supply Manage, 18, 35, 10.1016/j.pursup.2011.12.002 Rantanen, 2015, The future of pharmaceutical manufacturing sciences, J Pharm Sci, 104, 3612, 10.1002/jps.24594 Shah, 2004, Pharmaceutical supply chains: key issues and strategies for optimisation, Comput Chem Eng, 28, 929, 10.1016/j.compchemeng.2003.09.022 Soete, 2014, Environmental resource footprinting of drug manufacturing, effects of scale-up and tablet dosage, Resour Conserv Recycl, 91, 82, 10.1016/j.resconrec.2014.08.002 Ellram, 1993, Total cost of ownership: elements and implementation, Int J Purchasing Mater Manage, 29, 2 Seuring, 2002 Jack, 2009, A review and synthesis of demand management, capacity management and performance in health-care services, Int J Manage Rev, 11, 149, 10.1111/j.1468-2370.2008.00235.x Sim, 2011, Occurrence and distribution of pharmaceuticals in wastewater from households, livestock farms, hospitals and pharmaceutical manufactures, Chemosphere, 82, 179, 10.1016/j.chemosphere.2010.10.026 Chiţescu, 2014, Quantitative modelling to estimate the transfer of pharmaceuticals through the food production system, J Environ Sci Health B, 49, 457, 10.1080/03601234.2014.896659 Xie, 2012, Greening community pharmaceutical supply chain in UK, a cross boundary approach, Supply Chain Manage, 17, 40, 10.1108/13598541211212195 Beliën, 2012, Supply chain management of blood products, a literature review, Eur J Oper Res, 217, 1, 10.1016/j.ejor.2011.05.026 Papageorgiou, 2009, Supply chain optimisation for the process industries: advances and opportunities, Comput Chem Eng, 33, 1931, 10.1016/j.compchemeng.2009.06.014 Varma, 2007, Enterprise-wide modeling & optimization—an overview of emerging research challenges and opportunities, Comput Chem Eng, 31, 692, 10.1016/j.compchemeng.2006.11.007 Barbosa-Póvoa, 2014, Process supply chains management—where are we? Where to go next?, Front. Energy Res., 2, 1 Amaro, 2008, Planning and scheduling of industrial supply chains with reverse flows: a real pharmaceutical case study, Comput Chem Eng, 32, 2606, 10.1016/j.compchemeng.2008.03.006 Baboli, 2011, A replenishment policy based on joint optimization in a downstream pharmaceutical supply chain, centralized vs. decentralized replenishment, Int J Adv Manuf Technol, 57, 367, 10.1007/s00170-011-3290-x Blau, 2004, Managing a portfolio of interdependent new product candidates in the pharmaceutical industry, J Product Innov Manage, 21, 227, 10.1111/j.0737-6782.2004.00075.x Chen, 2012, Integrated planning and optimization of clinical trial supply chain system with risk pooling, Ind Eng Chem Res, 52, 152 Fleischhacker, 2011, Planning for demand failure, a dynamic lot size model for clinical trial supply chains, Eur J Oper Res, 211, 496, 10.1016/j.ejor.2011.01.004 Grunow, 2003, Plant co-ordination in pharmaceutics supply networks, OR Spectrum, 25, 109, 10.1007/s00291-002-0117-z Gupta, 2002, Implementing a distribution-network decision-support system at Pfizer/Warner–Lambert, Interfaces, 32, 28, 10.1287/inte.32.4.28.54 Kelle, 2012, Pharmaceutical supply chain specifics and inventory solutions for a hospital case, Oper Res Health Care, 1, 54, 10.1016/j.orhc.2012.07.001 Levis, 2004, A hierarchical solution approach for multi-site capacity planning under uncertainty in the pharmaceutical industry, Comput Chem Eng, 28, 707, 10.1016/j.compchemeng.2004.02.012 Liao, 2011, The optimal approach for parameter settings based on adjustable contracting capacity for the hospital supply chain logistics system, Expert Syst Appl, 38, 4790, 10.1016/j.eswa.2010.09.168 Maravelias, 2004, Optimal resource investment and scheduling of tests for new product development, Comput Chem Eng, 28, 1021, 10.1016/j.compchemeng.2003.09.019 Masoumi, 2012, A supply chain generalized network oligopoly model for pharmaceuticals under brand differentiation and perishability, Transp Res Part E: Logistics Transp Rev, 48, 762, 10.1016/j.tre.2012.01.001 Nagurney, 2013, Pharmaceutical supply chain networks with outsourcing under price and quality competition, Intl. Trans. Oper. Res., 20, 859 Papageorgiou, 2001, Strategic supply chain optimization for the pharmaceutical industries, Ind Eng Chem Res, 40, 275, 10.1021/ie990870t Perez-Escobedo, 2012, Multiobjective strategies for new product development in the pharmaceutical industry, Comput Chem Eng, 37, 278, 10.1016/j.compchemeng.2011.10.004 Petrides, 2002, The role of process simulation in pharmaceutical process development and product commercialization, Pharm Eng., 22, 1 Sarin, 2014, Primary pharmaceutical manufacturing scheduling problem, IIE Trans, 46, 1298, 10.1080/0740817X.2014.882529 Strohhecker, 2013, Integrating Kanban principles in a pharmaceutical campaign production system, Prod Planning Control, 25, 1247, 10.1080/09537287.2013.809494 Subramanian, 2003, Simulation-optimization framework for stochastic optimization of R&D pipeline management, AIChE J, 49, 96, 10.1002/aic.690490110 Sundaramoorthy, 2004, Planning in pharmaceutical supply chains with outsourcing and new product introductions, Ind Eng Chem Res, 43, 8293, 10.1021/ie049857l Susarla, 2012, Integrated supply chain planning for multinational pharmaceutical enterprises, Comput Chem Eng, 42, 168, 10.1016/j.compchemeng.2012.03.002 Swaminathan, 2004, Distributing scarce drugs for the medpin program, Interfaces, 34, 353, 10.1287/inte.1040.0095 Xie, 2014, Who cares wins? A comparative analysis of household waste medicines and batteries reverse logistics systems, Supply Chain Manage, 19, 455, 10.1108/SCM-07-2013-0255 Zhao, 2012, Fee-for-service contracts in pharmaceutical distribution supply chains: design, analysis, and management, M&SOM, 14, 685, 10.1287/msom.1120.0403 Zhuan, 2008, 4/R/I/T distribution logistics network 0-1 programming model and application, Comput Ind Eng, 55, 365, 10.1016/j.cie.2008.01.001 Russell, 2003