- Browse by Author
Browsing by Author "Gaski, Greg E."
Now showing 1 - 10 of 14
Results Per Page
Sort Options
Item Computational evidence for an early, amplified systemic inflammation program in polytrauma patients with severe extremity injuries(PLOS, 2019-06-04) Almahmoud, Khalid; Abboud, Andrew; Namas, Rami A.; Zamora, Ruben; Sperry, Jason; Peitzman, Andrew B.; Truitt, Michael S.; Gaski, Greg E.; McKinley, Todd O.; Billiar, Timothy R.; Vodovotz, Yoram; Orthopaedic Surgery, School of MedicineExtremity and soft tissue injuries contribute significantly to inflammation and adverse in-hospital outcomes for trauma survivors; accordingly, we examined the complex association between clinical outcomes inflammatory responses in this setting using in silico tools. Two stringently propensity-matched, moderately/severely injured (Injury Severity Score > 16) patient sub-cohorts of ~30 patients each were derived retrospectively from a cohort of 472 blunt trauma survivors and segregated based on their degree of extremity injury severity (above or below 3 on the Abbreviated Injury Scale). Serial blood samples were analyzed for 31 plasma inflammatory mediators. In addition to standard statistical analyses, Dynamic Network Analysis (DyNA) and Principal Component Analysis (PCA) were used to model systemic inflammation following trauma. Patients in the severe extremity injury sub-cohort experienced longer intensive care unit length of stay (LOS), total LOS, and days on a mechanical ventilator, with higher Marshall Multiple Organ Dysfunction (MOD) Scores over the first 7 days post-injury as compared to the mild/moderate extremity injury sub-cohort. The higher severity cohort had statistically significant elevated lactate, base deficit, and creatine phosphokinase on first blood draw, along with significant changes in multiple circulating inflammatory mediators. DyNA pointed to a sustained role for type 17 immunity in both sub-cohorts, along with IFN-γ in the severe extremity injury group. DyNA network complexity increased over 7 days post-injury in the severe injury group, while generally decreasing over this same time period in the mild/moderate injury group. PCA suggested a more robust activation of multiple pathways in the severe extremity injury group as compared to the mild/moderate injury group. These studies thus point to the possibility of self-sustaining inflammation following severe extremity injury vs. resolving inflammation following less severe extremity injury.Item Correction to: Cluster identification, selection, and description in Cluster randomized crossover trials: the PREP-IT trials(BioMed Central, 2020-09-30) Sprague, Sheila; Scott, Taryn; Dodds, Shannon; Pogorzelski, David; McKay, Paula; Harris, Anthony D.; Wood, Amber; Thabane, Lehana; Bhandari, Mohit; Mehta, Samir; Gaski, Greg; Boulton, Christina; Marcano-Fernández, Francesc; Guerra-Farfán, Ernesto; Hebden, Joan; O’Hara, Lyndsay M.; Slobogean, Gerard P.; Slobogean, Gerard P.; Sprague, Sheila; Wells, Jeffrey; Bhandari, Mohit; D’Alleyrand, Jean-Claude; Harris, Anthony D.; Mullins, Daniel C.; Thabane, Lehana; Wood, Amber; Della Rocca, Gregory J.; Hebden, Joan; Jeray, Kyle J.; Marchand, Lucas; O’Hara, Lyndsay M.; Zura, Robert; Gardner, Michael J.; Blasman, Jenna; Davies, Jonah; Liang, Stephen; Taljaard, Monica; Devereaux, P. J.; Guyatt, Gordon H.; Heels-Ansdell, Diane; Marvel, Debra; Palmer, Jana; Friedrich, Jeff; O’Hara, Nathan N.; Grissom, Frances; Gitajn, I. Leah; Morshed, Saam; O’Toole, Robert V.; Petrisor, Bradley A.; Camara, Megan; Mossuto, Franca; Joshi, Manjari G.; Fowler, Justin; Rivera, Jessica; Talbot, Max; Dodds, Shannon; Garibaldi, Alisha; Li, Silvia; Nguyen, Uyen; Pogorzelski, David; Rojas, Alejandra; Scott, Taryn; Del Fabbro, Gina; Szasz, Olivia Paige; McKay, Paula; Howe, Andrea; Rudnicki, Joshua; Demyanovich, Haley; Little, Kelly; Mullins, C. Daniel; Medeiros, Michelle; Kettering, Eric; Hale, Diamond; Eglseder, Andrew; Johnson, Aaron; Langhammer, Christopher; Lebrun, Christopher; Manson, Theodore; Nascone, Jason; Paryavi, Ebrahim; Pensy, Raymond; Pollak, Andrew; Sciadini, Marcus; Degani, Yasmin; Demyanovich, Haley K.; Joseph, Katherine; Petrisor, Brad A.; Johal, Herman; Ristevski, Bill; Williams, Dale; Denkers, Matthew; Rajaratnam, Krishan; Al-Asiri, Jamal; Leonard, Jordan; Marcano-Fernández, Francesc A.; Gallant, Jodi; Persico, Federico; Gjorgjievski, Marko; George, Annie; Natoli, Roman M.; Gaski, Greg E.; McKinley, Todd O.; Virkus, Walter W.; Sorkin, Anthony T.; Szatkowski, Jan P.; Baele, Joseph R.; Mullis, Brian H.; Hill, Lauren C.; Hudgins, Andrea; Osborn, Patrick; Pierrie, Sarah; Martinez, Eric; Kimmel, Joseph; Adams, John D.; Beckish, Michael L.; Bray, Christopher C.; Brown, Timothy R.; Cross, Andrew W.; Dew, Timothy; Faucher, Gregory K.; Gurich, Richard W.; Lazarus, David E.; Millon, S. John; Palmer, M. Jason; Porter, Scott E.; Schaller, Thomas M.; Sridhar, Michael S.; Sanders, John L.; Rudisill, L. Edwin; Garitty, Michael J.; Poole, Andrew S.; Sims, Michael L.; Walker, Clark M.; Carlisle, Robert M.; Hofer, Erin Adams; Huggins, Brandon S.; Hunter, Michael D.; Marshall, William A.; Ray, Shea Bielby; Smith, Cory D.; Altman, Kyle M.; Bedard, Julia C.; Loeffler, Markus F.; Pichiotino, Erin R.; Cole, Austin A.; Maltz, Ethan J.; Parker, Wesley; Ramsey, T. Bennett; Burnikel, Alex; Colello, Michael; Stewart, Russell; Wise, Jeremy; Moody, M. Christian; Tanner, Stephanie L.; Snider, Rebecca G.; Townsend, Christine E.; Pham, Kayla H.; Martin, Abigail; Robertson, Emily; Miclau, Theodore; Kandemir, Utku; Marmor, Meir; Matityahu, Amir; McClellan, R. Trigg; Meinberg, Eric; Shearer, David; Toogood, Paul; Ding, Anthony; Donohue, Erin; Belaye, Tigist; Berhaneselase, Eleni; Paul, Alexandra; Garg, Kartik; Gary, Joshua L.; Warner, Stephen J.; Munz, John W.; Choo, Andrew M.; Achor, Timothy S.; Routt, Milton L. “ Chip”; Rao, Mayank; Pechero, Guillermo; Miller, Adam; Hagen, Jennifer E.; Patrick, Matthew; Vlasak, Richard; Krupko, Thomas; Sadasivan, Kalia; Koenig, Chris; Bailey, Daniel; Wentworth, Daniel; Van, Chi; Schwartz, Justin; Dehghan, Niloofar; Jones, Clifford B.; Watson, J. Tracy; McKee, Michael; Karim, Ammar; Talerico, Michael; Sietsema, Debra L.; Williams, Alyse; Dykes, Tayler; Obremskey, William T.; Jahangir, Amir Alex; Sethi, Manish; Boyce, Robert; Stinner, Daniel J.; Mitchell, Phillip; Trochez, Karen; Rodriguez, Andres; Gajari, Vamshi; Rodriguez, Elsa; Pritchett, Charles; Boulton, Christina; Lowe, Jason; Wild, Jason; Ruth, John T.; Taylor, Michel; Seach, Andrea; Saeed, Sabina; Culbert, Hunter; Cruz, Alejandro; Knapp, Thomas; Hurkett, Colin; Lowney, Maya; Prayson, Michael; Venkatarayappa, Indresh; Horne, Brandon; Jerele, Jennifer; Clark, Linda; Marcano-Fernández, Francesc; Jornet-Gibert, Montsant; Martínez-Carreres, Laia; Martí-Garín, David; Serrano-Sanz, Jorge; Sánchez-Fernández, Joel; Sanz-Molero, Matsuyama; Carballo, Alejandro; Pelfort, Xavier; Acerboni-Flores, Francesc; Alavedra-Massana, Anna; Anglada-Torres, Neus; Berenguer, Alexandre; Cámara-Cabrera, Jaume; Caparros-García, Ariadna; Fillat-Gomà, Ferran; Fuentes-López, Ruben; Garcia-Rodriguez, Ramona; Gimeno-Calavia, Nuria; Graells-Alonso, Guillem; Martínez-Álvarez, Marta; Martínez-Grau, Patricia; Pellejero-García, Raúl; Ràfols-Perramon, Ona; Peñalver, Juan Manuel; Domènech, Mònica Salomó; Soler-Cano, Albert; Velasco-Barrera, Aldo; Yela-Verdú, Christian; Bueno-Ruiz, Mercedes; Sánchez-Palomino, Estrella; Guerra-Farfán, Ernesto; García, Yaiza; Romeo, Nicholas M.; Vallier, Heather A.; Breslin, Mary A.; Fraifogl, Joanne; Wilson, Eleanor S.; Wadenpfuhl, Leanne K.; Halliday, Paul G.; Viskontas, Darius G.; Apostle, Kelly L.; Boyer, Dory S.; Moola, Farhad O.; Perey, Bertrand H.; Stone, Trevor B.; Lemke, H. Michael; Zomar, Mauri; Spicer, Ella; Fan, Chen “Brenda”; Payne, Kyrsten; Phelps, Kevin; Bosse, Michael; Karunakar, Madhav; Kempton, Laurence; Sims, Stephen; Hsu, Joseph; Seymour, Rachel; Churchill, Christine; Bartel, Claire; Mayberry, Robert Miles; Brownrigg, Maggie; Girardi, Cara; Mayfield, Ada; Hymes, Robert A.; Schwartzbach, Cary C.; Schulman, Jeff E.; Malekzadeh, A. Stephen; Holzman, Michael A.; Ramsey, Lolita; on behalf of the PREP-IT Investigators; Orthopaedic Surgery, School of MedicineAn amendment to this paper has been published and can be accessed via the original article.Item Early Dynamic Orchestration of Immunologic Mediators Identifies Multiply Injured Patients who are Tolerant or Sensitive to Hemorrhage(Wolters Kluwer, 2021-03) McKinley, Todd O.; Gaski, Greg E.; Zamora, Ruben; Shen, Li; Sun, Qing; Namas, Rami A.; Billiar, Timothy R.; Vodovotz, Yoram; Orthopaedic Surgery, School of MedicineBACKGROUND Multiply injured patients (MIPs) are at risk of complications including infections, and acute and prolonged organ dysfunction. The immunologic response to injury has been shown to affect outcomes. Recent advances in computational capabilities have shown that early dynamic coordination of the immunologic response is associated with improved outcomes after trauma. We hypothesized that patients who were sensitive or tolerant of hemorrhage would demonstrate differences in dynamic immunologic orchestration within hours of injury. METHODS We identified two groups of MIPs who demonstrated distinct clinical tolerance to hemorrhage (n = 10) or distinct clinical sensitivity to hemorrhage (n = 9) from a consecutive cohort of 100 MIPs. Hemorrhage was quantified by integrating elevated shock index values for 24 hours after injury (shock volume). Clinical outcomes were quantified by average Marshall Organ Dysfunction Scores from days 2 to 5 after injury. Shock-sensitive patients had high cumulative organ dysfunction after lower magnitude hemorrhage. Shock-tolerant (ST) patients had low cumulative organ dysfunction after higher magnitude hemorrhage. Computational methods were used to analyze a panel of 20 immunologic mediators collected serially over the initial 72 hours after injury. RESULTS Dynamic network analysis demonstrated the ST patients had increased orchestration of cytokines that are reparative and protective including interleukins 9, 17E/25, 21, 22, 23, and 33 during the initial 0- to 8-hour and 8- to 24-hour intervals after injury. Shock-sensitive patients had delayed immunologic orchestration of a network of largely proinflammatory and anti-inflammatory mediators. Elastic net linear regression demonstrated that a group of five mediators could discriminate between shock-sensitive and ST patients. CONCLUSIONS Preliminary evidence from this study suggests that early immunologic orchestration discriminates between patients who are notably tolerant or sensitive to hemorrhage. Early orchestration of a group of reparative/protective mediators was amplified in shock-tolerant patients.Item Fixation Using Alternative Implants for the Treatment of Hip Fractures(Wolters Kluwer, 2020-05-21) Sprague, Sheila; Bhandari, Mohit; Bzovsky, Sofia; Scott, Taryn; Thabane, Lehana; Heels-Ansdell, Diane; O’Toole, Robert V.; Howe, Andrea; Gaski, Greg E.; Hill, Lauren C.; Brown, Krista M.; Viskontas, Darius; Zomar, Mauri; Della Rocca, Gregory J.; Slobogean, Gerard P.; Orthopaedic Surgery, School of MedicineObjectives: To conduct a pilot trial for the Fixation using Alternative Implants for the Treatment of Hip Fractures (FAITH-2) protocol to assess feasibility of a definitive trial. Design: Pilot trial. Setting: Twenty-five clinical sites across North America and Australia were initiated, but enrolment occurred in only 15 North American sites. Patients/participants: Ninety-one randomized adults aged 18 to 60 years with a femoral neck fracture requiring surgical fixation. Intervention: Eligible patients were randomized to receive surgical treatment (sliding hip screw or cancellous screws) AND nutritional supplementation (4000 IU of vitamin D or placebo) for 6 months postfracture. Main outcome measurements: Feasibility outcomes included: clinical site initiation, participant enrolment rate, proportion of participants with complete 12-month follow-up, level of data quality, and rate of protocol adherence (number of randomization errors, crossovers between treatment groups, and daily supplementation adherence). Results: Eighty-six of 91 participants randomized into the pilot trial from 15 North American hospitals were deemed eligible. Four of five primary feasibility criteria were not achieved as we were unable to initiate clinical sites outside of North America and Australia due to feasibility constraints, slow participant enrolment (60 participants recruited over 36 mo), low adherence with daily nutritional supplementation at the 6-week (72.1%), 3-month (60.5%), and 6-month (54.7%) follow-up visits, and a high loss to follow-up rate of 22.1% at 12 months. Conclusions: Despite not meeting key feasibility criteria, we increased our knowledge on the logistics and anticipated barriers when conducting vitamin D supplementation trials in this trauma population, which can be used to inform the design and conduct of future trials on this topic.Item Fixation Using Alternative Implants for the Treatment of Hip Fractures (FAITH-2): The Clinical Outcomes of a Multicenter 2 × 2 Factorial Randomized Controlled Pilot Trial in Young Femoral Neck Fracture Patients(Wolters Kluwer, 2020-10) Slobogean, Gerard P.; Sprague, Sheila; Bzovsky, Sofia; Scott, Taryn; Thabane, Lehana; Heels-Ansdell, Diane; O'Toole, Robert V.; Howe, Andrea; Gaski, Greg E.; Hill, Lauren C.; Brown, Krista M.; Viskontas, Darius; Zomar, Mauri; Della Rocca, Gregory J.; O'Hara, Nathan N.; Bhandari, Mohit; Orthopaedic Surgery, School of MedicineObjective: To assess whether the fixation method and vitamin D supplementation affect the risk of patient-important outcomes within 12 months of injury in nongeriatric femoral neck fracture patients. Design: A pilot factorial randomized controlled trial. Setting: Fifteen North American clinical sites. Participants: Ninety-one adults 18–60 years of age with a femoral neck fracture requiring surgical fixation. Intervention: Participants were randomized to a surgical intervention (sliding hip screw or cancellous screws) and a vitamin D intervention (vitamin D3 4000 IU daily vs. placebo for 6 months). Main Outcome Measurements: The primary clinical outcome was a composite of patient-important complications (reoperation, femoral head osteonecrosis, severe femoral neck malunion, and nonunion). Secondary outcomes included fracture-healing complications and radiographic fracture healing. Results: Eighty-six participants with a mean age of 41 years were included. We found no statistically significant difference in the risk of patient-important outcomes between the surgical treatment arms (hazard ratio 0.90, 95% confidence interval 0.40–2.02, P = 0.80) and vitamin D supplementation treatment arms (hazard ratio 0.96, 95% confidence interval 0.42–2.18, P = 0.92). Conclusions: These pilot trial results continue to describe the results of current fixation implants, inform the challenges of improving outcomes in this fracture population, and may guide future vitamin D trials to improve healing outcomes in young fracture populations. Although the pilot trial was not adequately powered to detect treatment effects, publishing these results may facilitate future meta-analyses on this topic. Level of Evidence: Therapeutic Level II. See Instructions for Authors for a complete description of levels of evidence.Item Fixation using Alternative Implants for the Treatment of Hip Fractures (FAITH-2): The Exploratory Health-Related Quality of Life and Patient-Reported Functional Outcomes of a Multi-Centre 2 × 2 Factorial Randomized Controlled Pilot Trial in Young Femoral Neck Fracture Patients(Elsevier, 2021) Slobogean, Gerard P.; Sprague, Sheila; Bzovsky, Sofia; Scott, Taryn; Thabane, Lehana; Heels-Ansdell, Diane; O'Toole, Robert V.; Howe, Andrea; Gaski, Greg E.; Hill, Lauren C.; Brown, Krista M.; Viskontas, Darius; Zomar, Mauri; Della Rocca, Gregory J.; O'Hara, Nathan N.; Bhandari, Mohit; FAITH-2 Investigators; Orthopaedic Surgery, School of MedicinePurpose: Femoral neck fractures in young patients are typically managed with internal fixation using either cancellous screws or a sliding hip screw (SHS). Although fixation preserves the hip joint, patients are still at risk of complications and poor clinical outcomes which lead to diminished function and health related quality of life (HRQL). The Fixation using Alternative Implants for the Treatment of Hip Fractures (FAITH-2) pilot randomized controlled factorial trial evaluated the effect of surgical fixation (cancellous screws vs. SHS) and vitamin D supplementation vs. placebo on patient-reported function and HRQL. Methods: Patients between the ages of 18-60 years with a femoral neck fracture requiring surgical fixation were eligible. Eligible patients were randomized to receive either a sliding hip screw or cancellous screws for fracture fixation AND vitamin D3 4,000 IU or placebo daily for 6 months. Patient-reported function (Hip Outcome Score) and HRQL (Short Form-12) were assessed at standardized time points in the 12 months following their fixation surgery. Patient-reported function and HRQL were summarized using means, SD, and 95% confidence intervals (CIs), or percentages and counts. Longitudinal data analysis with mixed models was used to explore the effect of treatment group and time on the patient-reported function and HRQL. Results: 86 of the 91 patients randomized into the FAITH-2 pilot study were deemed eligible. There were no significant differences in patient-reported function or HRQL between the treatment groups at 12 months post-fracture. At the 6- and 9-month assessments, a potential benefit in hip function was seen in the cancellous screw group. In all treatment groups, participants reported lower function and HRQL at 12 months post-fracture as compared to their pre-injury assessment. Conclusions: Few differences were found in function and HRQL among the treatment groups in the FAITH-2 pilot study. Despite modern implants and vitamin D supplementation, neither function nor HRQL returns to baseline in this population. Additional efforts to improve the outcomes of these challenging injuries are still needed.Item Insights into the association between coagulopathy and inflammation: abnormal clot mechanics are a warning of immunologic dysregulation following major injury(AME, 2020-12) Savage, Stephanie A.; Zarzaur, Ben L.; Gaski, Greg E.; McCarroll, Tyler; Zamora, Ruben; Namas, Rami A.; Vodovotz, Yoram; Callcut, Rachael A.; Billiar, Timothy R.; McKinley, Todd O.; Orthopaedic Surgery, School of MedicineBackground: Severe injury initiates a complex physiologic response encompassing multiple systems and varies phenotypically between patients. Trauma-induced coagulopathy may be an early warning of a poorly coordinated response at the molecular level, including a deleterious immunologic response and worsening of shock states. The onset of trauma-induced coagulopathy (TIC) may be subtle however. In previous work, we identified an early warning sign of coagulopathy from the admission thromboelastogram, called the MAR ratio. We hypothesized that a low MAR ratio would be associated with specific derangements in the inflammatory response. Methods: In this prospective, observational study, 88 blunt trauma patients admitted to the intensive care unit (ICU) were identified. Concentrations of inflammatory mediators were recorded serially over the course of a week and the MAR ratio was calculated from the admission thromboelastogram. Correlation analysis was used to assess the relationship between MAR and inflammatory mediators. Dynamic network analysis was used to assess coordination of immunologic response. Results: Seventy-nine percent of patients were male and mean age was 37 years (SD 12). The mean ISS was 30.2 (SD 12) and mortality was 7.2%. CRITICAL patients (MAR ratio ≤14.2) had statistically higher shock volumes at three time points in the first day compared to NORMAL patients (MAR ratio >14.2). CRITICAL patients had significant differences in IL-6 (P=0.0065), IL-8 (P=0.0115), IL-10 (P=0.0316) and MCP-1 (P=0.0039) concentrations compared to NORMAL. Differences in degree of expression and discoordination of immune response continued in CRITICAL patients throughout the first day. Conclusions: The admission MAR ratio may be the earliest warning signal of a pathologic inflammatory response associated with hypoperfusion and TIC. A low MAR ratio is an early indication of complicated dysfunction of multiple molecular processes following trauma.Item Locking Plate Fixation in a Series of Bicondylar Tibial Plateau Fractures Raises Treatment Costs Without Clinical Benefit(Wolters Kluwer, 2018-05) Cavallero, Matthew; Rosales, Richard; Caballero, Jesse; Virkus, Walter W.; Kempton, Laurence B.; Gaski, Greg E.; Orthopaedic Surgery, School of MedicineObjectives: To compare outcomes and costs between locking and nonlocking constructs in the treatment of bicondylar tibial plateau (BTP) fractures. Design: Retrospective cohort study. Setting: Level 1 academic trauma center. Patients: All patients that presented with complete articular, BTP fractures (AO/OTA 41-C and Schatzker 6) between 2013-2015 were screened (n=112). Patients treated with a mode of fixation other than plate-and-screw were excluded. 56 patients with a minimum follow-up of 12 months were included in the analysis. Intervention: Operative fixation of BTP fractures with locking (n=29) or nonlocking (n=27) implants. Main outcome measurements: Implant cost, patient reported outcomes (PROMIS physical function and pain interference), clinical, and radiographic outcomes. Results: There were no differences between the two groups with respect to demographics, injury characteristics, radiographic outcomes (change in alignment) or clinical outcomes (PROMIS, reoperation, nonunion, infection). Implant costs were significantly greater in the locking group compared to the nonlocking group (mean L $4453; mean NL $2569; p<0.01). Conclusions: This study demonstrated improved value of treatment (less cost with no difference in clinical outcome) with nonlocking implants for bicondylar tibial plateau fractures when dual plate fixation strategies are performed. Level of Evidence: Therapeutic III. See Instructions for Authors for a complete description of levels of evidence.Item Patient and stakeholder engagement learnings: PREP-IT as a case study(Future Medicine, 2021-04) Medeiros, Michelle; Love, T Rosie; Slobogean, Gerard P.; Sprague, Sheila; Perfetto, Eleanor M.; O'Hara, Nathan N.; Mullins, C. Daniel; Slobogean, Gerard P.; Sprague, Sheila; Wells, Jeffrey; Bhandari, Mohit; D'alleyrand, Jean-Claude; Harris, Anthony; Mullins, Daniel C.; Thabane, Lehana; Wood, Amber; Della Rocca, Gregory J.; Hebden, Joan; Jeray, Kyle J.; Marchand, Lucas; O'Hara, Lyndsay M.; Zura, Robert; Gardner, Michael J.; Blasman, Jenna; Davies, Jonah; Liang, Stephen; Taljaard, Monica; Devereaux, Pj; Guyatt, Gordon H.; Heels-Ansdell, Dianne; Marvel, Debra; Palmer, Jana; Friedrich, Jeff; O'Hara, Nathan; Grissom, Frances; Gitajn, Leah; Morshed, Saam; O'Toole, Robert; Petrisor, Bradley A.; Camara, Megan; Mossuto, Franca; Joshi, Manjari G.; Fowler, Justin; Rivera, Jessica; Talbot, Max; Dodds, Shannon; Garibaldi, Alisha; Li, Silvia; Nguyen, Uyen; Pogorzelski, David; Rojas, Alejandra; Scott, Taryn; Del Fabbro, Gina; Szasz, Olivia Page; McKay, Paula; Howe, Andrea; Rudnicki, Joshua; Demyanovich, Haley; Little, Kelly; Medeiros, Michellic; Kettering, Eric; Hale, Diamond; Polk, Genevieve; Mahal, Nirmen; Eglseder, Andrew; Johnson, Aaron; Langhammer, Christopher; Lebrun, Christopher; Manson, Theodore; Nascone, Jason; Paryavi, Ebrahim; Pensy, Raymond; Pollack, Andrew; Sciadini, Marcus; Degani, Yasmin; Joseph, Katherine; Natoli, Roman M.; Gaski, Greg E.; McKinley, Todd O.; Virkus, Walter W.; Sorkin, Anthony T.; Szatkowski, Jan P.; Baele, Joseph R.; Mullis, Brian H.; Hill, Lauren C.; Hudgins, Andrea; Osborn, Patrick; Fowler, Justin; Pierrie, Sarah; Martinez, Eric; Kimmel, Joseph; Adams, John D.; Beckish, Michael; Bray, Christopher; Brown, Timothy R.; Cross, Andrew W.; Dew, Timothy; Faucher, Gregory; Gurich Jr, Richard W.; Lazarus, David E.; Millon, S. John; Palmer, M. Jason; Porter, Scott E.; Schaller, Thomas M.; Sridhar, Michael S.; Sanders, John L.; Rudisill Jr, L. Edwin; Garitty, Michael J.; Poole, Andrew S.; Sims, Michael L.; Walker, Clark M.; Carlisle II, Robert M.; Hofer, Erin Adams; Huggins, Brandon S.; Hunter, Michael D.; Marshall, William A.; Ray, Shea Bielby; Smith, Cory D.; Altman, Kyle M.; Bedard, Julia C.; Loeffler, Markus F.; Pichiotino, Erin R.; Cole, Austin A.; Maltz, Ethan J.; Parker, Wesley; Ramsey, T. Bennett; Burnikel, Alex; Colello, Michael; Stewart, Russell; Wise, Jeremy; Moody, M. Christian; Tanner, Stephanie L.; Snider, Rebecca G.; Townsend, Christine E.; Pham, Kayla H.; Martin, Abigail; Robertson, Emily; Miclau, Theodore; Kandemir, Utku; Marmor, Meir; Matityahu, Amir; McClellan, R. Trigg; Meinberg, Eric; Shearer, David; Toogood, Paul; Ding, Anthony; Donohue, Erin; Belaye, Tigist; Berhaneselase, Eleni; Paul, Alexandra; Garg, Kartik; Gary, Joshua L.; Warner, Stephen J.; Munz, John W.; Choo, Andrew M.; Achor, Timothy; Routt, Milton L. "Chip"; Rao, Mayank; Pechero, Guillermo; Miller, Adam; Hagen, Jennifer E.; Patrick, Matthew; Vlasak, Richard; Krupko, Thomas; Sadasivan, Kalia; Koenig, Chris; Bailey, Daniel; Wentworth, Daniel; Van, Chi; Schwartz, Justin; Dehghan, Niloofar; Jones, Clifford B.; Watson, J. Tracy; McKee, Michael; Karim, Ammar; Talerico, Michael; Sietsema, Debra L.; William, Alyse; Dykes, Tayler; Obremskey, William T.; Jahangir, Amir Alex; Sethi, Manish; Boyce, Robert; Stinner, Daniel J.; Mitchell, Phillip; Trochez, Karen; Rodriguez, Andres; Gajari, Vamshi; Rodriguez, Elsa; Pritchett, Chris; Boulton, Christina; Lowe, Jason; Wild, Jason; Ruth, John T.; Taylor, Michel; Seach, Andrea; Saeed, Sabina; Culbert, Hunter; Crus, Alejandro; Knapp, Thomas; Hurkett, Colin; Lowney, Maya; Prayson, Michael; Venkatarayappa, Indresh; Horne, Brandon; Jerele, Jennifer; Clark, Linda; Marcano-Fernández, Francesc; Jornet-Gibert, Montsant; Martínez-Carreres, Laia; Martí-Garín, David; Serrano-Sanz, Jorge; Sánchez-Fernández, Joel; Sanz-Molero, Matsuyama; Carballo, Alejandro; Pelfort, Xavier; Acerboni-Flores, Francesc; Alavedra-Massana, Anna; Anglada-Torres, Neus; Berenguer, Alexandre; Cámara-Cabrera, Jaume; Caparros-García, Ariadna; Fillat-Gomà, Ferran; Fuentes-López, Ruben; Garcia-Rodriguez, Ramona; Gimeno-Clavia, Nuria; Graells-Alonso, Guillem; Martínez-álvarez, Marta; Martínez-Grau, Patricia; Pellejero-García, Raúl; Ràfols-Perramon, Ona; Peñalver, Juan Manuel; Salomò Domènech, Mònica; Soler-Cano, Albert; Velasco-Barrera, Aldo; Yela-Verdú, Christian; Bueno-Ruiz, Mercedes; Sánchez-Palomino, Estrella; Guerra-Farfán, Ernesto; García, Yaiza; Romeo, Nicholas M.; Vallier, Heather A.; Breslin, Mary A.; Fraifogl, Joanne; Wilson, Eleanor S.; Wadenpfuhl, Leanne K; Halliday, Paul G.; Viskontas, Darius G.; Apostle, Kelly L.; Boyer, Dory S.; Moola, Farhad O.; Perey, Bertrand H.; Stone, Trevor B.; Lemke, H. Michael; Zomar, Mauri; Spicer, Ella; Fan, Chen "Brenda"; Payne, Kyrsten; Phelps, Kevin; Bosse, Michael; Karunakar, Madhav; Kempton, Laurence; Sims, Stephen; Hsu, Joseph; Seymour, Rachel; Churchill, Christine; Bartel, Claire; Mayberry, Robert Miles; Brownrigg, Maggie; Girardi, Cara; Mayfield, Ada; Hymes, Robert A.; Schwartzbach, Cary C.; Schulman, Jeff E.; Malekzadeh, A. Stephen; Holzman, Michael A.; Ramsey, Lolita; Ahn, James S.; Panjshiri, Farhanaz; Das, Sharmistha; English, Antoinisha D.; Haaser, Sharon M.; Cuff, Jaslynn A.N.; Pilson, Holly; Carroll, Eben A.; Halvorson, Jason J.; Babcock, Sharon; Goodman, J. Brett; Holden, Martha B.; Bullard, Debra; Williams, Wendy; Higgins, Thomas F.; Haller, Justin M.; Rothberg, David L.; Neese, Ashley; Russell, Mark; Coe, Marcus; Dwyer, Kevin; Mullin, Devin S.; Reily, Clifford A; DePalo, Peter; Hall, Amy E.; Heng, Marilyn; Harris, Mitchel B.; Smith, R. Malcolm; Lhowe, David W.; Esposito, John; Bansal, Mira; Bergin, Patrick F.; Russell, George V.; Graves, Matthew L.; Morellato, John; Champion, Heather K.; Johnson, Leslie N.; McGee, Skeketha L.; Bhanat, Eldrin L.; Mehta, Samir; Donegan, Derek; Ahn, Jaimo; Horan, Annamarie; Dooley, Mary; Kuczinski, Ashley; Iwu, Ashley; Potter, David; VanDemark II, Robert; Pfaff, Branden; Hollinsworth, Troy; Weaver, Michael J.; von Keudel, Arvind G.; McTague, Michael F.; Allen, Elizabeth M.; Jaeblon, Todd; Beer, Robert; Gage, Mark J.; Reilly, Rachel M.; Sparrow, Cindy; Paniagua, Ariana; Orthopaedic Surgery, School of MedicineItem Polytraumatized patient lower extremity nonunion development: Raw data(Elsevier, 2021-06-25) Sardesai, Neil R.; Gaski, Greg E.; Gunderson, Zachary J.; Cunningham, Connor M.; Slaven, James; Meagher, Ashley D.; McKinley, Todd O.; Natoli, Roman M.; Orthopaedic Surgery, School of MedicineIn this article we report data collected to evaluate the pathomechanistic effect of acute anaerobic metabolism in the polytraumatized patient and its subsequent effect on fracture nonunion; see "Base Deficit ≥6 within 24 Hours of Injury is a Risk Factor for Fracture Nonunion in the Polytraumatized Patient" (Sardesai et al., 2021) [1]. Data was collected on patients age ≥16 with an Injury Severity Score (ISS) >16 that presented between 2013-2018 who sustained a fracture of the tibia or femur distal to the femoral neck. Patients presenting to our institution greater than 24 hours post-injury and those with less than three months follow-up were excluded. Medical charts were reviewed to collect patient demographic information and known nonunion risk-factors, including smoking, alcohol use, and diabetes. In addition, detailed injury characteristics to quantify injury magnitude including ISS, Glasgow Coma Scale (GCS) at admission, and ICU length of stay were recorded. ISS values were obtained from our institutional trauma database where they are entered by individuals trained in ISS calculations. Associated fracture-related features including fracture location, soft-tissue injury (open vs. closed fracture), vascular injury, and compartment syndrome were recorded. Finally, vital signs, base deficit (BD), and blood transfusions over 24 hours from admission were recorded. We routinely measure BD and less consistently measure serum lactate in trauma patients at the time of presentation or during resuscitation. BD values are automatically produced by our laboratory with any arterial blood gas order, and we recorded BD values from the medical record. Clinical notes and radiographs were reviewed to confirm fracture union versus nonunion and assess for deep infection at the fracture site. Patients were categorized as having a deep infection if they were treated operatively for the infection prior to fracture healing or classification as a nonunion. Nonunion was defined by failure of progressive healing on sequential radiographs and/or surgical treatment for nonunion repair at least six months post-injury.