Scholars@Duke

• Background
• 

  Education, Training, & Certifications

  • Ph.D., Ohio State University 2007
• 

  Duke Appointment History

  • Instructor in the Department of Population Health Sciences, Population Health Sciences, Basic Science Departments 2018 - 2019
• Research
• 

  Selected Grants

  • Pathways to cardiovascular disease prevention and impact of specialty referral in under-represented racial/ethnic minorities with HIV awarded by National Institutes of Health 2018 - 2023
  • CVH CRG Program awarded by University of Florida 2018 - 2019
  • Automating Quality and Safety Benchmarking for Children: Meeting the Needs of Health Systems and Patients 2018 - 2019
• Publications & Artistic Works
• 

  Selected Publications

  • Academic Articles

    • Rhodes, Christopher J., Ken Batai, Marta Bleda, Matthias Haimel, Laura Southgate, Marine Germain, Michael W. Pauciulo, et al. “Genetic determinants of risk in pulmonary arterial hypertension: international genome-wide association studies and meta-analysis..” Lancet Respir Med 7, no. 3 (March 2019): 227–38. https://doi.org/10.1016/S2213-2600(18)30409-0.
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    • Aronson, Samuel, Lawrence Babb, Darren Ames, Richard A. Gibbs, Eric Venner, John J. Connelly, Keith Marsolo, et al. “Empowering genomic medicine by establishing critical sequencing result data flows: the eMERGE example..” J Am Med Inform Assoc 25, no. 10 (October 1, 2018): 1375–81. https://doi.org/10.1093/jamia/ocy051.
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    • Raman, Sudha R., Lesley H. Curtis, Robert Temple, Tomas Andersson, Justin Ezekowitz, Ian Ford, Stefan James, et al. “Leveraging electronic health records for clinical research..” Am Heart J 202 (August 2018): 13–19. https://doi.org/10.1016/j.ahj.2018.04.015.
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    • Walsh, K. E., K. A. Marsolo, C. Davis, T. Todd, B. Martineau, C. Arbaugh, F. Verly, C. Samson, and P. Margolis. “Accuracy of the medication list in the electronic health record - Implications for care, research, and improvement.” Journal of the American Medical Informatics Association 25, no. 7 (July 1, 2018): 909–12. https://doi.org/10.1093/jamia/ocy027.
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    • Qualls, Laura Goettinger, Thomas A. Phillips, Bradley G. Hammill, James Topping, Darcy M. Louzao, Jeffrey S. Brown, Lesley H. Curtis, and Keith Marsolo. “Evaluating Foundational Data Quality in the National Patient-Centered Clinical Research Network (PCORnet®)..” Egems (Wash Dc) 6, no. 1 (April 13, 2018). https://doi.org/10.5334/egems.199.
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    • Hall, Eric S., James M. Greenberg, Louis J. Muglia, Parth Divekar, Janet Zahner, Jay Gholap, Matt Leonard, and Keith Marsolo. “Implementation of a Regional Perinatal Data Repository from Clinical and Billing Records..” Matern Child Health J 22, no. 4 (April 2018): 485–93. https://doi.org/10.1007/s10995-017-2414-9.
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    • Lingren, Todd, Senthilkumar Sadhasivam, Xue Zhang, and Keith Marsolo. “Electronic medical records as a replacement for prospective research data collection in postoperative pain and opioid response studies..” Int J Med Inform 111 (March 2018): 45–50. https://doi.org/10.1016/j.ijmedinf.2017.12.014.
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    • Khare, Ritu, Levon Utidjian, Byron J. Ruth, Michael G. Kahn, Evanette Burrows, Keith Marsolo, Nandan Patibandla, et al. “A longitudinal analysis of data quality in a large pediatric data research network..” J Am Med Inform Assoc 24, no. 6 (November 1, 2017): 1072–79. https://doi.org/10.1093/jamia/ocx033.
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    • Weber, Griffin M., William G. Adams, Elmer V. Bernstam, Jonathan P. Bickel, Kathe P. Fox, Keith Marsolo, Vijay A. Raghavan, et al. “Biases introduced by filtering electronic health records for patients with "complete data"..” J Am Med Inform Assoc 24, no. 6 (November 1, 2017): 1134–41. https://doi.org/10.1093/jamia/ocx071.
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    • Hall, E. S., K. Marsolo, and J. M. Greenberg. “Evaluation of identifier field agreement in linked neonatal records..” J Perinatol 37, no. 8 (August 2017): 969–74. https://doi.org/10.1038/jp.2017.70.
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    • Marsolo, Keith, William Shuman, Jeremy Nix, Caroline F. Morrison, Larry L. Mullins, and Ahna Lh Pai. “Reducing Parental Uncertainty Around Childhood Cancer: Implementation Decisions and Design Trade-Offs in Developing an Electronic Health Record-Linked Mobile App..” Jmir Res Protoc 6, no. 6 (June 26, 2017). https://doi.org/10.2196/resprot.7523.
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    • Verma, Shefali Setia, Jessica N. Cooke Bailey, Anastasia Lucas, Yuki Bradford, James G. Linneman, Michael A. Hauser, Louis R. Pasquale, et al. “Epistatic Gene-Based Interaction Analyses for Glaucoma in eMERGE and NEIGHBOR Consortium..” Plos Genet 12, no. 9 (September 2016). https://doi.org/10.1371/journal.pgen.1006186.
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    • Connolly, Natalia, Julia Anixt, Patty Manning, Daniel Ping-I Lin, Keith A. Marsolo, and Katherine Bowers. “Maternal metabolic risk factors for autism spectrum disorder-An analysis of electronic medical records and linked birth data..” Autism Res 9, no. 8 (August 2016): 829–37. https://doi.org/10.1002/aur.1586.
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    • Lingren, Todd, Vidhu Thaker, Cassandra Brady, Bahram Namjou, Stephanie Kennebeck, Jonathan Bickel, Nandan Patibandla, et al. “Developing an Algorithm to Detect Early Childhood Obesity in Two Tertiary Pediatric Medical Centers..” Appl Clin Inform 7, no. 3 (July 20, 2016): 693–706. https://doi.org/10.4338/ACI-2016-01-RA-0015.
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    • Martin, Lisa J., James P. Franciosi, Margaret H. Collins, J Pablo Abonia, James J. Lee, Kevin A. Hommel, James W. Varni, et al. “Pediatric Eosinophilic Esophagitis Symptom Scores (PEESS v2.0) identify histologic and molecular correlates of the key clinical features of disease..” J Allergy Clin Immunol 135, no. 6 (June 2015): 1519-28.e8. https://doi.org/10.1016/j.jaci.2015.03.004.
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    • Herr, Timothy M., Suzette J. Bielinski, Erwin Bottinger, Ariel Brautbar, Murray Brilliant, Christopher G. Chute, Beth L. Cobb, et al. “Practical considerations in genomic decision support: The eMERGE experience..” J Pathol Inform 6 (2015). https://doi.org/10.4103/2153-3539.165999.
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    • Marsolo, Keith, Peter A. Margolis, Christopher B. Forrest, Richard B. Colletti, and John J. Hutton. “A Digital Architecture for a Network-Based Learning Health System: Integrating Chronic Care Management, Quality Improvement, and Research..” Egems (Wash Dc) 3, no. 1 (2015). https://doi.org/10.13063/2327-9214.1168.
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    • Namjou, Bahram, Keith Marsolo, Todd Lingren, Marylyn D. Ritchie, Shefali S. Verma, Beth L. Cobb, Cassandra Perry, et al. “A GWAS Study on Liver Function Test Using eMERGE Network Participants..” Plos One 10, no. 9 (2015). https://doi.org/10.1371/journal.pone.0138677.
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    • Deleger, Louise, Todd Lingren, Yizhao Ni, Megan Kaiser, Laura Stoutenborough, Keith Marsolo, Michal Kouril, Katalin Molnar, and Imre Solti. “Preparing an annotated gold standard corpus to share with extramural investigators for de-identification research..” J Biomed Inform 50 (August 2014): 173–83. https://doi.org/10.1016/j.jbi.2014.01.014.
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    • Forrest, Christopher B., Peter A. Margolis, L Charles Bailey, Keith Marsolo, Mark A. Del Beccaro, Jonathan A. Finkelstein, David E. Milov, et al. “PEDSnet: a National Pediatric Learning Health System..” J Am Med Inform Assoc 21, no. 4 (July 2014): 602–6. https://doi.org/10.1136/amiajnl-2014-002743.
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    • Forrest, Christopher B., Wallace V. Crandall, L Charles Bailey, Peixin Zhang, Marshall M. Joffe, Richard B. Colletti, Jeremy Adler, et al. “Effectiveness of anti-TNFα for Crohn disease: research in a pediatric learning health system..” Pediatrics 134, no. 1 (July 2014): 37–44. https://doi.org/10.1542/peds.2013-4103.
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    • Mandl, Kenneth D., Isaac S. Kohane, Douglas McFadden, Griffin M. Weber, Marc Natter, Joshua Mandel, Sebastian Schneeweiss, et al. “Scalable Collaborative Infrastructure for a Learning Healthcare System (SCILHS): architecture..” J Am Med Inform Assoc 21, no. 4 (July 2014): 615–20. https://doi.org/10.1136/amiajnl-2014-002727.
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    • Henderson, Carol J., Joanne Ngeow, Margaret H. Collins, Lisa J. Martin, Philip E. Putnam, Juan P. Abonia, Keith Marsolo, Charis Eng, and Marc E. Rothenberg. “Increased prevalence of eosinophilic gastrointestinal disorders in pediatric PTEN hamartoma tumor syndromes..” J Pediatr Gastroenterol Nutr 58, no. 5 (May 2014): 553–60. https://doi.org/10.1097/MPG.0000000000000253.
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    • Forrest, Christopher B., Peter A. Margolis, L Charles Bailey, Keith Marsolo, Mark A Del Beccaro, Jonathan A. Finkelstein, David E. Milov, et al. “Brief communication: PEDSnet: a National Pediatric Learning Health System..” Jamia 21 (2014): 602–6.
    • Jiang, Xiaoqian, Yuan Wu, Keith Marsolo, and Lucila Ohno-Machado. “Development of a web service for analysis in a distributed network..” Egems (Wash Dc) 2, no. 1 (2014). https://doi.org/10.13063/2327-9214.1053.
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    • Mandl, Kenneth D., Isaac S. Kohane, Douglas McFadden, Griffin M. Weber, Marc D. Natter, Joshua C. Mandel, Sebastian Schneeweiss, et al. “Brief communication: Scalable Collaborative Infrastructure for a Learning Healthcare System (SCILHS): Architecture..” Jamia 21 (2014): 615–20.
    • Namjou, Bahram, Keith Marsolo, Robert J. Caroll, Joshua C. Denny, Marylyn D. Ritchie, Shefali S. Verma, Todd Lingren, et al. “Phenome-wide association study (PheWAS) in EMR-linked pediatric cohorts, genetically links PLCL1 to speech language development and IL5-IL13 to Eosinophilic Esophagitis..” Front Genet 5 (2014). https://doi.org/10.3389/fgene.2014.00401.
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    • Shonce, E. R., K. Marsolo, P. Margolis, and L. Opipari-Arrigan. “The levine experience in piloting electronic patient engagement tools in a pediatric specialty clinic setting.” Journal for Nurse Practitioners 10, no. 10 (January 1, 2014): 851–55. https://doi.org/10.1016/j.nurpra.2014.06.015.
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    • Ward, M. J., K. A. Marsolo, and C. M. Froehle. “Applications of business analytics in healthcare.” Business Horizons 57, no. 5 (January 1, 2014): 571–82. https://doi.org/10.1016/j.bushor.2014.06.003.
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    • Marsolo, Keith, and S Andrew Spooner. “Clinical genomics in the world of the electronic health record..” Genet Med 15, no. 10 (October 2013): 786–91. https://doi.org/10.1038/gim.2013.88.
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    • Abonia, J Pablo, Ting Wen, Emily M. Stucke, Tommie Grotjan, Molly S. Griffith, Katherine A. Kemme, Margaret H. Collins, et al. “High prevalence of eosinophilic esophagitis in patients with inherited connective tissue disorders..” J Allergy Clin Immunol 132, no. 2 (August 2013): 378–86. https://doi.org/10.1016/j.jaci.2013.02.030.
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    • Franciosi, James P., Kevin A. Hommel, Cristiane B. Bendo, Eileen C. King, Margaret H. Collins, Michael D. Eby, Keith Marsolo, et al. “PedsQL eosinophilic esophagitis module: feasibility, reliability, and validity..” J Pediatr Gastroenterol Nutr 57, no. 1 (July 2013): 57–66. https://doi.org/10.1097/MPG.0b013e31828f1fd2.
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    • Bonafide, Christopher P., Patrick W. Brady, Ron Keren, Patrick H. Conway, Keith Marsolo, and Carrie Daymont. “Development of heart and respiratory rate percentile curves for hospitalized children..” Pediatrics 131, no. 4 (April 2013): e1150–57. https://doi.org/10.1542/peds.2012-2443.
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    • Deleger, Louise, Katalin Molnar, Guergana Savova, Fei Xia, Todd Lingren, Qi Li, Keith Marsolo, et al. “Large-scale evaluation of automated clinical note de-identification and its impact on information extraction..” J Am Med Inform Assoc 20, no. 1 (January 1, 2013): 84–94. https://doi.org/10.1136/amiajnl-2012-001012.
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    • Mandl, Kenneth D., Stephen Edge, Chad Malone, Keith Marsolo, and Marc D. Natter. “Next-generation registries: fusion of data for care, and research..” Amia Jt Summits Transl Sci Proc 2013 (2013): 164–67.
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    • Marsolo, Keith. “Informatics and operations--let's get integrated..” J Am Med Inform Assoc 20, no. 1 (January 1, 2013): 122–24. https://doi.org/10.1136/amiajnl-2012-001194.
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    • Marsolo, Keith. “In Search of a Data-in-Once, Electronic Health Record-Linked, Multicenter Registry-How Far We Have Come and How Far We Still Have to Go..” Egems (Wash Dc) 1, no. 1 (2013). https://doi.org/10.13063/2327-9214.1003.
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    • Namjou, Bahram, Mehdi Keddache, Keith Marsolo, Michael Wagner, Todd Lingren, Beth Cobb, Cassandra Perry, et al. “EMR-linked GWAS study: investigation of variation landscape of loci for body mass index in children..” Front Genet 4 (2013). https://doi.org/10.3389/fgene.2013.00268.
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    • Natter, Marc D., Justin Quan, David M. Ortiz, Athos Bousvaros, Norman T. Ilowite, Christi J. Inman, Keith Marsolo, et al. “An i2b2-based, generalizable, open source, self-scaling chronic disease registry..” J Am Med Inform Assoc 20, no. 1 (January 1, 2013): 172–79. https://doi.org/10.1136/amiajnl-2012-001042.
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    • Marsolo, Keith, Jeremy Corsmo, Michael G. Barnes, Carrie Pollick, Jamie Chalfin, Jeremy Nix, Christopher Smith, and Rajesh Ganta. “Challenges in creating an opt-in biobank with a registrar-based consent process and a commercial EHR..” J Am Med Inform Assoc 19, no. 6 (November 2012): 1115–18. https://doi.org/10.1136/amiajnl-2012-000960.
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    • Marsolo, Keith. “Approaches to facilitate institutional review board approval of multicenter research studies..” Med Care 50 Suppl (July 2012): S77–81. https://doi.org/10.1097/MLR.0b013e31825a76eb.
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    • Pai, Ahna L. H., Joseph Rausch, Alayna Tackett, Keith Marsolo, Dennis Drotar, and Jens Goebel. “System for integrated adherence monitoring: real-time non-adherence risk assessment in pediatric kidney transplantation..” Pediatr Transplant 16, no. 4 (June 2012): 329–34. https://doi.org/10.1111/j.1399-3046.2012.01657.x.
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    • Deleger, Louise, Qi Li, Todd Lingren, Megan Kaiser, Katalin Molnar, Laura Stoutenborough, Michal Kouril, Keith Marsolo, and Imre Solti. “Building gold standard corpora for medical natural language processing tasks..” Amia Annu Symp Proc 2012 (2012): 144–53.
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    • Widdice, Lea E., David I. Bernstein, Anthony C. Leonard, Keith A. Marsolo, and Jessica A. Kahn. “Adherence to the HPV vaccine dosing intervals and factors associated with completion of 3 doses..” Pediatrics 127, no. 1 (January 2011): 77–84. https://doi.org/10.1542/peds.2010-0812.
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    • Giannini, Courtney M., Hye K. Kim, Jonathan Mortensen, Joel Mortensen, Keith Marsolo, and Jill Huppert. “Culture of non-genital sites increases the detection of gonorrhea in women..” J Pediatr Adolesc Gynecol 23, no. 4 (August 2010): 246–52. https://doi.org/10.1016/j.jpag.2010.02.003.
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    • Marsolo, K., and S. Parthasarathy. “On the use of structure and sequence-based features for protein classification and retrieval.” Knowledge and Information Systems 14, no. 1 (January 1, 2008): 59–80. https://doi.org/10.1007/s10115-007-0088-0.
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    • Wen, Han, Keith A. Marsolo, Eric E. Bennett, Kwame S. Kutten, Ryan P. Lewis, David B. Lipps, Neal D. Epstein, Jonathan F. Plehn, and Pierre Croisille. “Adaptive postprocessing techniques for myocardial tissue tracking with displacement-encoded MR imaging..” Radiology 246, no. 1 (January 2008): 229–40. https://doi.org/10.1148/radiol.2461070053.
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    • Marsolo, Keith, Michael Twa, Mark A. Bullimore, and Srinivasan Parthasarathy. “Spatial modeling and classification of corneal shape..” Ieee Trans Inf Technol Biomed 11, no. 2 (March 2007): 203–12.
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  • Book Sections

    • Marsolo, Keith, Michael D. Twa, Mark A. Bullimore, and Srinivasan Parthasarathy. “Biomedical Data Mining, Spatial..” In Encyclopedia of GIS, edited by Shashi Shekhar, Hui Xiong, and Xun Zhou, 127–35. Springer, 2017.
    • Marsolo, Keith, Michael D. Twa, Mark Bullimore, and Srinivasan Parthasarathy. “Biomedical Data Mining, Spatial..” In Encyclopedia of GIS, edited by Shashi Shekhar and Hui Xiong, 57–63. Springer, 2008.

  • Conference Papers

    • Maro, Judith C., Christian G. Reich, Keith Marsolo, Yoshiaki Uyama, Kristian B. Filion, and Miriam C. J. M. Sturkenboom. “Long live the "medical data janitors": International data quality assurance practices in distributed data networks.” In Pharmacoepidemiology and Drug Safety, 27:4–5. WILEY, 2018.
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    • Berchuck, Ania, Michael G. Kahn, Shelley A. Rusincovitch, Daniella Meeker, Shawn N. Murphy, Ravi Bhosale, Keith Marsolo, Michael E. Matheny, L Russell Waitman, and Rachel Hess. “Strategic Assessment and Planning for the PCORnet Common Data Model..” In Cri. AMIA, 2017.
    • Brown, Jeffrey S., Robert Ball, David S. Carrell, Leonard W. D’Avolio, and Keith Marsolo. “Is an Algorithm Just an Algorithm? How to Define Clinical Concepts for Use in Comparative Safety and Effectiveness Distributed Research Networks..” In Cri. AMIA, 2017.
    • Marsolo, Keith, Laura G. Qualls, Bradley G. Hammill, Jeffrey S. Brown, and Lesley H. Curtis. “The PCORnet Learning Cycle..” In Amia. AMIA, 2017.
    • Rusincovitch, Shelley A., Jeffrey S. Brown, Keith Marsolo, Jenny Ibarra, Abel N. Kho, Daniella Meeker, and Lesley H. Curtis. “Iterative Design and Modeling for the PCORnet Common Data Model v3.0..” In Cri. AMIA, 2016.
    • Smerek, Michelle M., Elisa Priest, Samuel T. Rosenbloom, Jon Puro, Pedro Rivera, Shelley A. Rusincovitch, Rahul Jain, and Keith Marsolo. “Assessment of Factors and Approaches to Mapping Laboratory Results in PCORnet..” In Cri. AMIA, 2016.
    • Khare, Ritu, Levon Utidjian, Gregory Schulte, Keith Marsolo, and Charles Bailey. “Identifying and Understanding Data Quality Issues in a Pediatric Distributed Research Network..” In Amia. AMIA, 2015.
    • Nichols, W. C., M. W. Pauciulo, K. Lutz, C. Winslow, A. Walsworth, A. Gygi, K. Marsolo, J. B. Harley, and L. J. Martin. “National Biologic Sample And Data Repository For Pah Update.” In American Journal of Respiratory and Critical Care Medicine, Vol. 191. AMER THORACIC SOC, 2015.
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    • Pauciulo, M. W., K. Lutz, A. Reponen, C. Winslow, A. Walsworth, M. Barve, J. Harley, et al. “National Biological Sample And Data Repository For Pulmonary Arterial Hypertension.” In American Journal of Respiratory and Critical Care Medicine, Vol. 189. AMER THORACIC SOC, 2014.
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    • Klein, David J., Jane C. Khoury, Keith Marsolo, Michael Sorter, Lindsay Hornung, and Lawrence M. Dolan. “Metformin (Met) Prevents Weight Gain in Youth on Second Generation Antipsychotics (SGA).” In Diabetes, 62:A549–50. AMER DIABETES ASSOC, 2013.
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    • Pauciulo, M., A. Reponen, M. Brearton, K. Lutz, J. Harley, M. Barnes, L. Martin, K. Marsolo, and W. C. Nichols. “National Biological Sample And Data Repository For Who Group 1 Pulmonary Arterial Hypertension.” In American Journal of Respiratory and Critical Care Medicine, Vol. 187. AMER THORACIC SOC, 2013.
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    • Bingham, Catherine A., Lynn M. Darbie, Keith Marsolo, Jennifer E. Weiss, Stacy P. Ardoin, Ronald M. Laxer, D. J. Lovell, et al. “Improving Delivery of Care for JIA Across a Multi-Center Network Using a Shared Data Registry and Quality Improvement Science: The Pediatric Rheumatology Care and Outcomes Improvement Network.” In Arthritis and Rheumatism, 64:S1101–S1101. WILEY-BLACKWELL, 2012.
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    • Marsolo, Keith, Srinivasan Parthasarathy, Michael Twa, and Mark Bullimore. “Ensernble-learning by model-based spatial averaging.” In Prediction and Discovery, edited by J. S. Verducci, X. Shen, and J. Lafferty, 443:147–64. AMER MATHEMATICAL SOC, 2007.
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    • Marsolo, K., S. Parthasarathy, and K. Ramamohanarao. “Structure-based querying of proteins using wavelets.” In International Conference on Information and Knowledge Management, Proceedings, 24–33, 2006. https://doi.org/10.1145/1183614.1183622.
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    • Marsolo, K., and S. Parthasarathy. “On the use of structure and sequence-based features for protein classification and retrieval.” In Proceedings  Ieee International Conference on Data Mining, Icdm, 394–403, 2006. https://doi.org/10.1109/ICDM.2006.119.
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    • Marsolo, K., and S. Parthasarathy. “Protein classification using summaries of profile-based frequency matrices.” In Proceedings of the Acm Sigkdd International Conference on Knowledge Discovery and Data Mining, 51–58, 2006.
    • Marsolo, K., S. Parthasarathy, M. Twa, and M. A. Bullimore. “Classification of biomedical data through model-based spatial averaging.” In Proceedings  Bibe 2005: 5th Ieee Symposium on Bioinformatics and Bioengineering, 2005:49–56, 2005. https://doi.org/10.1109/BIBE.2005.16.
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    • Marsolo, K., S. Parthasarathy, M. Twa, and M. Bullimore. “A model-based approach to visualizing classification decisions for patient diagnosis.” In Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 3581 LNAI:473–83, 2005.
    • Marsolo, K., S. Parthasarathy, and C. Ding. “A multi-level approach to SCOP fold recognition.” In Proceedings  Bibe 2005: 5th Ieee Symposium on Bioinformatics and Bioengineering, 2005:57–64, 2005. https://doi.org/10.1109/BIBE.2005.5.
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    • Marsolo, K., and S. Parthasarathy. “Alternate representation of distance matrices for characterization of protein structure.” In Proceedings  Ieee International Conference on Data Mining, Icdm, 298–305, 2005. https://doi.org/10.1109/ICDM.2005.19.
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    • Li, Hongyuan, Keith Marsolo, Srinivasan Parthasarathy, and Dmitrii Polshakov. “A New Approach to Protein Structure Mining and Alignment..” In Biokdd, edited by Mohammed Javeed Zaki, Shinichi Morishita, and Isidore Rigoutsos, 1–10, 2004.
    • Marsolo, Keith, Hui Yang, Srinivasan Parthasarathy, and Sameep Mehta. “Discovering Spatial Relationships Between Approximately Equivalent Patterns in Contact Maps..” In Biokdd, edited by Mohammed Javeed Zaki, Shinichi Morishita, and Isidore Rigoutsos, 62–71, 2004.

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