Journal of General Internal Medicine

, Volume 29, Issue 4, pp 563–571

Sequence Patterns in the Resolution of Clinical Instabilities in Community-Acquired Pneumonia and Association with Outcomes


    • Department of Medicine/Section of Hospital MedicineUniversity of Chicago
    • Center for Health and the Social SciencesUniversity of Chicago
  • Sandra A. Ham
    • Center for Health and the Social SciencesUniversity of Chicago
  • Gregory W. Ruhnke
    • Department of Medicine/Section of Hospital MedicineUniversity of Chicago
  • Elizabeth Schulwolf
    • Loyola University Medical Center
  • Andrew D. Auerbach
    • University of California
  • Jeffrey L. Schnipper
    • Brigham and Women’s Hospital and Harvard Medical School
  • Peter J. Kaboli
    • University of Iowa
  • Tosha B. Wetterneck
    • University of Wisconsin School of Medicine and Public Health
  • David Gonzalez
    • University of New Mexico
  • Vineet M. Arora
    • Department of Medicine/Section of General Internal MedicineUniversity of Chicago
  • David O. Meltzer
    • Department of Medicine/Section of Hospital MedicineUniversity of Chicago
    • Center for Health and the Social SciencesUniversity of Chicago
Original Research

DOI: 10.1007/s11606-013-2626-7

Cite this article as:
Hougham, G.W., Ham, S.A., Ruhnke, G.W. et al. J GEN INTERN MED (2014) 29: 563. doi:10.1007/s11606-013-2626-7



In patients hospitalized with community-acquired pneumonia (CAP), indicators of clinical instability at discharge (fever, tachycardia, tachypnea, hypotension, hypoxia, decreased oral intake and altered mental status) are associated with poor outcomes. It is not known whether the order of indicator stabilization is associated with outcomes.


To describe variation in the sequences, including whether and in what order, indicators of clinical instability resolve among patients hospitalized with CAP, and to assess associations between patterns of stabilization and patient-level outcomes.


Chart review ascertained whether and when indicators stabilized and other data for 1,326 adult CAP patients in six U.S. academic medical centers. The sequences of indicator stabilization were characterized using sequence analysis and grouped using cluster analysis. Associations between sequence patterns and 30-day mortality, length of stay (LOS), and total costs were modeled using regression analysis.


We found 986 unique sequences of indicator stabilization. Sequence analysis identified eight clusters of sequences (patterns) derived by the order or speed in which instabilities resolved or remained at discharge and inpatient mortality. Two of the clusters (56 % of patients) were characterized by almost complete stabilization prior to discharge alive, but differing in the rank orders of four indicators and time to maximum stabilization. Five other clusters (42 % of patients) were characterized by one to three instabilities at discharge with variable orderings of indicator stabilization. In models with fast and almost complete stabilization as the referent, 30-day mortality was lowest in clusters with slow and almost complete stabilization or tachycardia or fever at discharge [OR = 0.73, 95 % CI = (0.28–1.92)], and highest in those with hypoxia with instabilities in mental status or oral intake at discharge [OR = 3.99, 95 % CI = (1.68–9.50)].


Sequences of clinical instability resolution exhibit great heterogeneity, yet certain sequence patterns may be associated with differences in days to maximum stabilization, mortality, LOS, and hospital costs.


community-acquired pneumoniahospitalizationsocial sequence analysisprocess of carehospital discharge

Supplementary material

11606_2013_2626_MOESM1_ESM.pdf (172 kb)
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Copyright information

© Society of General Internal Medicine 2013