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Adaptive Risk Modeling: Improving Risk Assessment of Geriatric Hip Fracture Patients Throughout their Hospitalization
Esper, Garrett W; Meltzer-Bruhn, Ariana T; Ganta, Abhishek; Egol, Kenneth A; Konda, Sanjit R
INTRODUCTION/BACKGROUND:The purpose of this study was twofold: 1. To assess how adaptive modeling, accounting for development of inpatient complications, affects the predictive capacity of the risk tool to predict inpatient mortality for a cohort of geriatric hip fracture patients. 2. To compare how risk triaging of secondary outcomes is affected by adaptive modeling. We hypothesize that adaptive modeling will improve the predictive capacity of the model and improve the ability to risk triage secondary outcomes. METHODS:and comparative analyses were conducted. RESULTS:experienced the highest rate of mortality, readmission, ICU admission, with longer lengths of stay and higher hospital costs. DISCUSSION/CONCLUSIONS:can better identify patients at risk for developing complications whose mortality and readmission risk profile increase significantly, allowing their new risk classification to inform higher levels of care. While this may increase length of stay and total costs, it may improve outcomes in both the short and long-term. LEVEL OF EVIDENCE/METHODS:III.
PMID: 36464503
ISSN: 1879-0267
CID: 5378562
Observational prospective unblinded case-control study to evaluate the effect of the Gamma3® distal targeting system for long nails on radiation exposure and time for distal screw placement
Konda, Sanjit R; Maseda, Meghan; Leucht, Philipp; Tejwani, Nirmal; Ganta, Abhishek; Egol, Kenneth A
PURPOSE/OBJECTIVE:To determine if the DTS decreases radiation exposure (primary outcome measure), fluoroscopy time (secondary outcome measure), and time to distal screw placement (secondary outcome measure) compared to the freehand "perfect circles" method when used for locking of cephalomedullary nails in the treatment of femur fractures METHODS: Fifty-eight patients with hip or femoral shaft fractures that were treated with a long cephalomedullary nail were enrolled in this study. Cohorts were determined based on the method of distal interlocking screw placement into either the "Perfect Circles" or "Distal Targeting" cohort. Time from cephalad screw placement to placement of final distal interlocking screw (seconds), radiation exposure (mGy), and fluoroscopy time (seconds) were compared between groups. Hospital quality measures were compared between cohorts. RESULTS:Use of the DTS resulted in 77% (4.3x) lower radiation exposure (p < 0.001), 64% (2.7x) lower fluoroscopy time (p < 0.001), and 60% (1.7x) lower intraoperative time from end of cephalad screw placement to end of distal interlocking screw placement (p < 0.001) compared to the freehand "perfect circles" method. There was no difference in 30-day or 90-day complication rates between cohorts. CONCLUSION/CONCLUSIONS:The Stryker Gamma3® Distal Targeting System is a safe, effective and efficient alternative to the freehand "perfect circles" method.
PMID: 36517283
ISSN: 1879-0267
CID: 5382252
COVID-19 Vaccination Improved Outcomes in the Treatment of Geriatric Hip Fractures Between December 2020 and January 2022
Konda, Sanjit R; Meltzer Bruhn, Ariana T; Esper, Garrett W; Solasz, Sara J; Ganta, Abhishek; Egol, Kenneth A
INTRODUCTION/UNASSIGNED:Geriatric hip fracture patients are at high risk for perioperative morbidity and mortality from COVID-19. This study analyses the impact of COVID-19 vaccination on geriatric hip fracture outcomes. We hypothesise that having the COVID-19 vaccine improves outcomes for geriatric patients treated for hip fracture. METHODS/UNASSIGNED:-tests or ANOVA as appropriate. Multivariable logistic regression was used to independently assess the impact of vaccination. RESULTS/UNASSIGNED: 0.038). There were no differences in inpatient or 30-day mortality, major complications, length of stay, home discharge, or readmission within 30 or 90 days. Vaccination against COVID-19 was independently protective against the need for ICU level care. Additionally, female gender and vaccination against COVID-19 decreased the rate of minor complications. Older age and higher comorbidity burden increased the rate of minor complications. DISCUSSION/UNASSIGNED:In the hip fracture population, vaccination against COVID-19 was protective against the need for ICU level care and decreased overall minor complications. Larger studies are needed to determine if vaccination decreases mortality in this population. These findings have resource allocation implications including ICU bed availability during pandemics and patient outreach to improve vaccination status.
PMCID:9902791
PMID: 36703257
ISSN: 1724-6067
CID: 5419742
The standardized exploration of the radial nerve during humeral shaft fixation reduces the incidence of iatrogenic palsy
Belayneh, Rebekah; Littlefield, Connor P; Konda, Sanjit R; Broder, Kari; Kugelman, David N; Leucht, Philipp; Egol, Kenneth A
BACKGROUND:The purpose of this study is to determine if a standardized protocol for radial nerve handling during humeral shaft repair reduces the incidence of iatrogenic nerve palsy post operatively. METHODS:Seventy-three patients were identified who underwent acute or reconstructive humeral shaft repair with radial nerve exploration as part of the primary procedure for either humeral shaft fracture or nonunion. All patients exhibited intact radial nerve function pre-operatively. A retrospective chart review and analysis identified patients who developed a secondary radial nerve palsy post-operatively. In each case, the radial nerve was identified and mobilized for protection, regardless of whether the implant necessitated the extensile exposure. RESULTS:Fractures were classified according to AO/OTA guidelines and included 23 Type 12A, 11 Type 12B, and 3 Type 12C. Eight patients had periprosthetic fractures and 28 fractures could not be classified. All patients in the cohort were fixed with locking plates. Surgery was indicated for 36 patients with humeral nonunions and 37 patients with acute humeral shaft fractures. Of the 73 patients, 2 (2.7%) developed radial nerve palsy following surgery, one from the posterior approach and one from the anterolateral approach. Both patients exhibited complete recovery of radial nerve function by 6-month follow-up. No significant differences (p > 0.05) were found in any demographic or surgical details between those with and without radial nerve injury. CONCLUSIONS:Nerve exploration identification and protection leads to a low incidence of transient radial nerve palsy compared to the rate reported in the current literature (2.7% compared to 6-24%). Thus, radial nerve exploration and mobilization should be considered when approaching the humeral shaft for acute fracture and nonunion repairs. LEVEL OF EVIDENCE/METHODS:Level III.
PMID: 34191088
ISSN: 1434-3916
CID: 4947592
Outcomes of the First Generation Locking Plate and Minimally Invasive Techniques Used for Fractures About the Knee
Gonzalez, Leah J; Ganta, Abhishek; Leucht, Philipp; Konda, Sanjit R; Egol, Kenneth A
BACKGROUND/UNASSIGNED:Locking plate technology was developed approximately 25-years-ago and has been successfully used since. Newer designs and material properties have been used to modify the original design, but these changes have yet to be correlated to improved patient outcomes. The purpose of this study was to evaluate the outcomes of first-generation locking plate (FGLP) and screw systems at our institution over an 18 year period. METHODS/UNASSIGNED:Between 2001 to 2018, 76 patients with 82 proximal tibia and distal femur fractures (both acute fracture and nonunions) who were treated with a first-generation titanium, uniaxial locking plate with unicortical screws (FGLP), also known as a LISS plate (Synthes Paoli Pa), were identified and compared to 198 patients with 203 similar fracture patterns treated with 2nd and 3rd generation locking plates, or Later Generation Locking Plates (LGLP). Inclusion criteria was a minimum of 1-year follow-up. At latest follow-up, outcomes were assessed using radiographic analysis, Short Musculoskeletal Functional Assessment (SMFA), VAS pain scores, and knee ROM. All descriptive statistics were calculated using IBM SPSS (Armonk, NY). RESULTS/UNASSIGNED:A total of 76 patients with 82 fractures had a mean 4-year follow-up available for analysis. There were 76 patients with 82 fractures fixed with a First-generation locking plate. The mean age at time of injury for all patients was 59.2 and 61.0% were female. Mean time to union for fractures about the knee fixed with FGLP was by 5.3 months for acute fractures and 6.1 months for nonunions. At final follow-up, the mean standardized SMFA for all patients was 19.9, mean knee range of motion was 1.6°-111.9°, and mean VAS pain score was 2.7. When compared to a group of similar patients with similar fractures and nonunions treated with LGLPs there were no differences in outcomes assessed. CONCLUSION/UNASSIGNED:.
PMCID:10296454
PMID: 37383856
ISSN: 1555-1377
CID: 5538712
Screws Alone for Acute Lisfranc Injuries Fixed Without Arthrodesis: A Better "Value" Than Plating in the Short Term
Herbosa, Christopher G; Esper, Garrett W; Nwakoby, Ekenedilichukwu V; Leucht, Philipp; Konda, Sanjit R; Tejwani, Nirmal C; Egol, Kenneth A
This study compares outcomes of patients with Lisfranc injuries treated with screw only fixation constructs to those treated with dorsal plate and screw constructs. Seventy patients who underwent surgical treatment for acute Lisfranc injury without arthrodesis and minimum 6-month (mean >1-year) follow-up were identified. Demographics, surgical information, and radiographic imaging were reviewed. Cost data were compared. The primary outcome measure was the American Orthopedic Foot and Ankle Surgery (AOFAS) midfoot score. Univariate analysis through independent sample t tests, Mann-Whitney U, and chi-squared compared the populations. Twenty-three (33%) patients were treated with plate constructs and 47 (67%) with screw only fixation. The plate group was older (49 ± 18 vs 40 ± 16 years, p = .029). More screw constructs treated isolated medial column injuries compared to plate constructs (92% vs 65%, p = .006). At latest follow-up (mean 14 ± 13 months), all tarsometatarsal joints were aligned. There was no difference in AOFAS midfoot scores. Plate patients experienced longer operations (131 ± 70 vs 75 ± 31 minutes, p < .001) and tourniquet time (101 ± 41 vs 69 ± 25 minutes, p = .001). Plate constructs were more expensive than screw ($2.3X ± $2.3X vs $X ± $0.4X, p < .001) ($X is the mean cost of screws alone). Plate patients had a higher incidence of wound complications (13% vs 0%, p = .012). Treatment of Lisfranc fracture dislocation injuries with screws only demonstrated a higher value procedure as similar outcomes were found amidst lower implant costs. Screw only fixation required a shorter operative and tourniquet time with less frequent wound complications. Screw only fixations proved mechanically sound enough to achieve goals of repair without inferior outcomes.
PMID: 36966966
ISSN: 1542-2224
CID: 5708382
Regional Anesthesia Is Safe and Effective for Low-Energy Tibial Plateau Fractures
Deemer, Alexa R; Ganta, Abhishek; Leucht, Philipp; Konda, Sanjit; Egol, Kenneth A
The purpose of this study was to determine if the use of peripheral nerve blocks in the operative management of tibial plateau fractures is associated with improved outcomes when compared with the use of spinal and general anesthesia. Over a period of 16 years, 132 patients who underwent operative repair for a low-energy tibial plateau fracture and had at least 12 months of follow-up met the inclusion criteria and formed the basis of this study. Patients were grouped into cohorts based on the anesthetic method used during surgery: peripheral nerve block in combination with conscious sedation or general anesthesia (BA), general anesthesia alone (GA), or spinal anesthesia alone (SA). Outcomes were assessed at 3 months, 6 months, and 12 months. Length of stay was greatest in the GA cohort (P<.05), and more patients in the BA cohort were discharged to home (P<.05). Patients in the GA cohort had the highest pain scores at 3 months and 6 months (P<.05). Patients in both the SA and BA cohorts had better Short Musculoskeletal Function Assessment scores at 6 and 12 months when compared with the GA cohort (P<.05). Although knee range of motion did not differ among the three cohorts at 3 months, it did differ at 6 months and 12 months postoperatively, with those who had a preoperative nerve blockade (SA and BA) having the greatest knee range of motion (P<.05). Regional anesthesia was safe and was associated with lower pain scores in the early postoperative period and greater knee range of motion and functional outcome scores in the late postoperative period. [Orthopedics. 2023;46(6):358-364.].
PMID: 37052595
ISSN: 1938-2367
CID: 5620542
Substance use and pre-hospital crash injury severity among U.S. older adults: A five-year national cross-sectional study
Adeyemi, Oluwaseun; Bukur, Marko; Berry, Cherisse; DiMaggio, Charles; Grudzen, Corita R; Konda, Sanjit; Adenikinju, Abidemi; Cuthel, Allison; Bouillon-Minois, Jean-Baptiste; Akinsola, Omotola; Moore, Alison; McCormack, Ryan; Chodosh, Joshua
BACKGROUND:Alcohol and drug use (substance use) is a risk factor for crash involvement. OBJECTIVES:To assess the association between substance use and crash injury severity among older adults and how the relationship differs by rurality/urbanicity. METHODS:We pooled 2017-2021 cross-sectional data from the United States National Emergency Medical Service (EMS) Information System. We measured injury severity (low acuity, emergent, critical, and fatal) predicted by substance use, defined as self-reported or officer-reported alcohol and/or drug use. We controlled for age, sex, race/ethnicity, road user type, anatomical injured region, roadway crash, rurality/urbanicity, time of the day, and EMS response time. We performed a partial proportional ordinal logistic regression and reported the odds of worse injury outcomes (emergent, critical, and fatal injuries) compared to low acuity injuries, and the predicted probabilities by rurality/urbanicity. RESULTS:Our sample consisted of 252,790 older adults (65 years and older) road users. Approximately 67%, 25%, 6%, and 1% sustained low acuity, emergent, critical, and fatal injuries, respectively. Substance use was reported in approximately 3% of the population, and this proportion did not significantly differ by rurality/urbanicity. After controlling for patient, crash, and injury characteristics, substance use was associated with 36% increased odds of worse injury severity. Compared to urban areas, the predicted probabilities of emergent, critical, and fatal injuries were higher in rural and suburban areas. CONCLUSION:Substance use is associated with worse older adult crash injury severity and the injury severity is higher in rural and suburban areas compared to urban areas.
PMCID:10599556
PMID: 37878571
ISSN: 1932-6203
CID: 5606472
Predicting the Subsequent Contralateral Hip Fracture: Is FRAX the Answer?
Lott, Ariana; Pflug, Emily M; Parola, Rown; Egol, Kenneth A; Konda, Sanjit R
OBJECTIVES/OBJECTIVE:To (1) determine the ability of the Fracture Risk Assessment Tool (FRAX) to identify the probability of contralateral hip fractures within 2 years of index fracture and (2) identify independent risk factors for a subsequent hip fracture. DESIGN/METHODS:Retrospective. SETTING/METHODS:Urban, academic medical center. PATIENTS/METHODS:This study included a consecutive series of patients treated for unilateral hip fractures between September 2015 and July 2019. RESULTS:Eight hundred thirty-two consecutive patients were included in the analysis with a mean age of 81.2 ± 9.9 years. Thirty-one (3.7%) patients sustained a contralateral hip fracture within 2 years with these patients sustaining the second fracture at a mean 294.1 days ± 197.7 days. The average FRAX score for the entire cohort was 11.9 ± 7.4, and the area under receiving operating characteristic curve (AUROC) for FRAX score was 0.682 (95% CI, 0.596-0.767). Patients in the high-risk FRAX group had a >7% risk of contralateral hip fracture within 2 years. Independent risk factors for contralateral hip fracture risk included patient age 80 years or older and decreasing BMI. CONCLUSIONS:This study demonstrates the strong ability of the FRAX score to triage patients at risk of subsequent contralateral hip fracture within 2 years. In this high-risk FRAX group, patients age older than 80 years and who have decreasing BMI after their index fracture have a 12.5% increased risk of fracture within 2 years which is 4× higher than the current World Health Organization 10-year 3% hip fracture risk standard used to initiate pharmacologic treatment. Therefore, high-risk patients identified using this methodology should be targeted more aggressively with preventative measures including social, medical, and potentially surgical interventions. LEVEL OF EVIDENCE/METHODS:Prognostic Level III. See Instructions for Authors for a complete description of levels of evidence.
PMID: 36399671
ISSN: 1531-2291
CID: 5371752
Usage of a Value-based Triaging Methodology for Assessing Improvements in Value for Hip Fracture Inpatient Episodes of Care From 2014 to 2019: A Pilot Study
Konda, Sanjit R; Ranson, Rachel; Denasty, Adwin; Egol, Kenneth A
INTRODUCTION/BACKGROUND:The purpose of this study was to demonstrate a novel technology used to measure improvements in quality and value of care for treatment of hip fracture patients. METHODS:A novel value-based triaging methodology uses a risk prediction (risk M) and inpatient cost prediction (risk C) algorithm and has been demonstrated to accurately predict high-risk:high-cost episodes of care. Two hundred twenty-nine hip fracture patients from 2014 to 2016 were used to establish baseline length of stay (LOS) and total inpatient cost for each (16) risk:cost quadrants. Two hundred sixty-five patients between 2017 and 2019 with hip fractures were input into the algorithm, and historical LOS and cost for each patient were calculated. Historical values were compared with actual values to determine whether the value of the inpatient episode of care differed from the 2014 to 16 cohort. RESULTS:When evaluated without risk or cost stratification, the mean actual LOS and cost of the baseline cohort compared with the 2017 to 2019 cohort were 8.0 vs 7.5 days (P = 0.43) and $25,446 vs $29,849 (P = 0.15), respectively. This analysis demonstrates that there was only a small change in value of care provided to patients based on LOS/cost over the studied period; however, risk:cost analysis using the novel methodology demonstrated that for select risk:cost quadrants, value of care measured by LOS/cost improved, whereas for others it decreased and for others there was no change. CONCLUSION/CONCLUSIONS:Risk-cost-adjusted analysis of inpatient episodes of care rendered by a value-based triaging methodology provides a robust method of assessing improvements and/or decreases in value-based care when compared with a historical cohort. This methodology provides the tools to both track hospital interventions designed to improve quality and decrease cost as well as determine whether these interventions are effective in improving value.
PMCID:9584192
PMID: 36734647
ISSN: 2474-7661
CID: 5420532