Methods to extend the strong internal validity of randomized controlled trials to reliably estimate treatment effects in target populations are gaining attention. This paper enumerates steps recommended for undertaking such extended inference, discusses currently viable choices for each one, and provides recommendations. We demonstrate a complete extended inference from a clinical trial studying a pharmaceutical treatment for Alzheimer's disease (AD) to a realistic target population of European residents diagnosed with AD. This case study highlights approaches to overcoming practical difficulties and demonstrates limitations of reliably extending inference from a trial to a real-world population.
机构:
Univ Calif Davis, Dept Stat, Davis, CA 95616 USA
Genentech Inc, PD Data Sci, South San Francisco, CA 94080 USAUniv Calif Davis, Dept Stat, Davis, CA 95616 USA
Zhou, Xiner
Zhu, Jiawen
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Genentech Inc, PD Data Sci, South San Francisco, CA 94080 USAUniv Calif Davis, Dept Stat, Davis, CA 95616 USA
Zhu, Jiawen
Drake, Christiana
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机构:
Univ Calif Davis, Dept Stat, Davis, CA 95616 USAUniv Calif Davis, Dept Stat, Davis, CA 95616 USA
Drake, Christiana
Pang, Herbert
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机构:
Genentech Inc, PD Data Sci, South San Francisco, CA 94080 USA
Duke Univ, Sch Med, Dept Biostat & Bioinformat, Durham, NC 27710 USAUniv Calif Davis, Dept Stat, Davis, CA 95616 USA
机构:
Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Univ N Carolina, Lineberger Comprehens Canc Ctr, Chapel Hill, NC USA
Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, 135 Dauer Dr,McGavran Greenberg Hall,CB 7435, Chapel Hill, NC 27599 USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Lund, Jennifer L.
Webster-Clark, Michael A.
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h-index: 0
机构:
Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
McGill Univ, Dept Epidemiol & Biostat, Montreal, PQ, CanadaUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Webster-Clark, Michael A.
Westreich, Daniel
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h-index: 0
机构:
Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Westreich, Daniel
Sanoff, Hanna K.
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h-index: 0
机构:
Univ N Carolina, Lineberger Comprehens Canc Ctr, Chapel Hill, NC USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Sanoff, Hanna K.
Robert, Nicholas
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机构:
McKesson, Ontada, Irving, TX USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Robert, Nicholas
Frytak, Jennifer R.
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h-index: 0
机构:
McKesson, Ontada, Irving, TX USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Frytak, Jennifer R.
Boyd, Marley
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机构:
McKesson, Ontada, Irving, TX USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Boyd, Marley
Shmuel, Shahar
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机构:
Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Shmuel, Shahar
Stuermer, Til
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机构:
Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Univ N Carolina, Lineberger Comprehens Canc Ctr, Chapel Hill, NC USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
Stuermer, Til
Keil, Alexander P.
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h-index: 0
机构:
Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
机构:
Peking Univ, Sch Math Sci, Beijing, Peoples R China
Peking Univ, Ctr Stat Sci, Beijing, Peoples R ChinaPeking Univ, Sch Math Sci, Beijing, Peoples R China
Li, Xinyu
Miao, Wang
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机构:
Peking Univ, Sch Math Sci, Beijing, Peoples R China
Peking Univ, Ctr Stat Sci, Beijing, Peoples R ChinaPeking Univ, Sch Math Sci, Beijing, Peoples R China
Miao, Wang
Lu, Fang
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机构:
China Acad Chinese Med Sci, Xiyuan Hosp, Beijing, Peoples R ChinaPeking Univ, Sch Math Sci, Beijing, Peoples R China
Lu, Fang
Zhou, Xiao-Hua
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机构:
Peking Univ, Dept Biostat, Beijing, Peoples R China
Peking Univ, Beijing Int Ctr Math Res, Beijing, Peoples R ChinaPeking Univ, Sch Math Sci, Beijing, Peoples R China
机构:
Columbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Campbell, Aimee N. C.
Nunes, Edward V.
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机构:
Columbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Nunes, Edward V.
Miele, Gloria M.
论文数: 0引用数: 0
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机构:
Columbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Miele, Gloria M.
Matthews, Abigail
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机构:
EMMES Corp, Rockville, MD 20850 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Matthews, Abigail
Polsky, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Sch Med, Philadelphia, PA 19104 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Polsky, Daniel
Ghitza, Udi E.
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机构:
NIDR, Ctr Clin Trials Network, Bethesda, MD 20892 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Ghitza, Udi E.
Turrigiano, Eva
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机构:Columbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Turrigiano, Eva
Bailey, Genie L.
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机构:
Stanley St Treatment & Resources Inc, Fall River, MA 02720 USA
Brown Univ, Warren Alpert Med Sch, Providence, RI 02912 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Bailey, Genie L.
VanVeldhuisen, Paul
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h-index: 0
机构:
EMMES Corp, Rockville, MD 20850 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
VanVeldhuisen, Paul
Chapdelaine, Rita
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h-index: 0
机构:
Stanley St Treatment & Resources Inc, Fall River, MA 02720 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Chapdelaine, Rita
Froias, Autumn
论文数: 0引用数: 0
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机构:
Stanley St Treatment & Resources Inc, Fall River, MA 02720 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Froias, Autumn
Stitzer, Maxine L.
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机构:
Johns Hopkins Univ, Sch Med, Baltimore, MD 21224 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Stitzer, Maxine L.
Carroll, Kathleen M.
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机构:
Yale Univ, Sch Med, West Haven, CT 06516 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Carroll, Kathleen M.
Winhusen, Theresa
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机构:
Univ Cincinnati, Dept Psychiat, Cincinnati, OH 45220 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Winhusen, Theresa
Clingerman, Sara
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机构:
Ctr Drug Free Living Inc, Orlando, FL 32806 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Clingerman, Sara
Perez, Livangelie
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机构:
Ctr Drug Free Living Inc, Orlando, FL 32806 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Perez, Livangelie
McClure, Erin
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机构:
Johns Hopkins Univ, Sch Med, Baltimore, MD 21224 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
McClure, Erin
Goldman, Bruce
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N Shore Long Isl Jewish Hlth Syst, Hempstead, NY 11552 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
Goldman, Bruce
Crowell, A. Rebecca
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机构:
Nexus Recovery Inc, Dallas, TX 75228 USAColumbia Univ Coll Phys & Surg, New York State Psychiat Inst, Dept Psychiat, New York, NY 10032 USA
机构:
Univ Med Greifswald, Inst Community Med, Dept Prevent Res & Social Med, Greifswald, Germany
Inst Community Med, Dept Prevent Res & Social Med, Walther Rathenau Str 48, D-17475 Greifswald, GermanyUniv Med Greifswald, Inst Community Med, Dept Prevent Res & Social Med, Greifswald, Germany
Richter, Adrian
Ulbricht, Sabina
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机构:
Univ Med Greifswald, Inst Community Med, Dept Prevent Res & Social Med, Greifswald, GermanyUniv Med Greifswald, Inst Community Med, Dept Prevent Res & Social Med, Greifswald, Germany
Ulbricht, Sabina
Brockhaus, Sarah
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机构:
Univ Appl Sci Munich, Fac Comp Sci & Math, Munich, GermanyUniv Med Greifswald, Inst Community Med, Dept Prevent Res & Social Med, Greifswald, Germany
机构:
CHU St Etienne, Hop Bellevue, Serv Med Interne & Therapeut, F-42055 St Etienne 2, FranceCHU St Etienne, Hop Bellevue, Serv Med Interne & Therapeut, F-42055 St Etienne 2, France
Queneau, P
Françon, A
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机构:CHU St Etienne, Hop Bellevue, Serv Med Interne & Therapeut, F-42055 St Etienne 2, France
Françon, A
Graber-Duvernay, B
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机构:CHU St Etienne, Hop Bellevue, Serv Med Interne & Therapeut, F-42055 St Etienne 2, France