J Knee Surg 2023; 36(07): 702-709
DOI: 10.1055/s-0041-1741000
Original Article

The BTK Safety Score: A Novel Scoring System for Risk Stratifying Patients Undergoing Simultaneous Bilateral Total Knee Arthroplasty

1   Department of Orthopedic Surgery, The Johns Hopkins University, Baltimore, Maryland
,
Varun Puvanesarajah
1   Department of Orthopedic Surgery, The Johns Hopkins University, Baltimore, Maryland
,
Micheal Raad
1   Department of Orthopedic Surgery, The Johns Hopkins University, Baltimore, Maryland
,
Kawsu Barry
1   Department of Orthopedic Surgery, The Johns Hopkins University, Baltimore, Maryland
,
Umasuthan Srikumaran
1   Department of Orthopedic Surgery, The Johns Hopkins University, Baltimore, Maryland
,
Savyasachi C. Thakkar
1   Department of Orthopedic Surgery, The Johns Hopkins University, Baltimore, Maryland
› Author Affiliations
Funding None.

Abstract

Selection of appropriate candidates for simultaneous bilateral total knee arthroplasty (si-BTKA) is crucial for minimizing postoperative complications. The aim of this study was to develop a scoring system for identifying patients who may be appropriate for si-BTKA. Patients who underwent si-BTKA were identified in the National Surgical Quality Improvement Program database. Patients who experienced a major 30-day complication were identified as high-risk patients for si-BTKA who potentially would have benefitted from staged bilateral total knee arthroplasty. Major complications included deep wound infection, pneumonia, renal insufficiency or failure, cerebrovascular accident, cardiac arrest, myocardial infarction, pulmonary embolism, sepsis, or death. The predictive model was trained using randomly split 70% of the dataset and validated on the remaining 30%. The scoring system was compared against the American Society of Anesthesiologists (ASA) score, the Charlson Comorbidity Index (CCI), and legacy risk-stratification measures, using area under the curve (AUC) statistic. Total 4,630 patients undergoing si-BTKA were included in our cohort. In our model, patients are assigned points based on the following risk factors: +1 for age ≥ 75, +2 for age ≥ 82, +1 for body mass index (BMI) ≥ 34, +2 for BMI ≥ 42, +1 for hypertension requiring medication, +1 for pulmonary disease (chronic obstructive pulmonary disease or dyspnea), and +3 for end-stage renal disease. The scoring system exhibited an AUC of 0.816, which was significantly higher than the AUC of ASA (0.545; p < 0.001) and CCI (0.599; p < 0.001). The BTK Safety Score developed and validated in our study can be used by surgeons and perioperative teams to risk stratify patients undergoing si-BTKA. Future work is needed to assess this scoring system's ability to predict long-term functional outcomes.

Ethical Approval

This study was deemed IRB exempt by our institutional review board.




Publication History

Received: 25 October 2020

Accepted: 16 November 2021

Article published online:
03 January 2022

© 2022. Thieme. All rights reserved.

Thieme Medical Publishers, Inc.
333 Seventh Avenue, 18th Floor, New York, NY 10001, USA

 
  • References

  • 1 Inacio MCS, Paxton EW, Graves SE, Namba RS, Nemes S. Projected increase in total knee arthroplasty in the United States - an alternative projection model. Osteoarthritis Cartilage 2017; 25 (11) 1797-1803
  • 2 Liu L, Liu H, Zhang H, Song J, Zhang L. Bilateral total knee arthroplasty: simultaneous or staged? A systematic review and meta-analysis. Medicine (Baltimore) 2019; 98 (22) e15931 DOI: 10.1097/MD.0000000000015931.
  • 3 Remily EA, Wilkie WA, Mohamed NS. et al. Same-day bilateral total knee arthroplasty: incidence and perioperative outcome trends from 2009 to 2016. Knee 2020; 27 (06) 1963-1970
  • 4 Lindberg-Larsen M, Pitter FT, Husted H, Kehlet H, Jørgensen CC. Lundbeck Foundation Centre for Fast-Track Hip and Knee Replacement Collaborative Group. Simultaneous vs staged bilateral total knee arthroplasty: a propensity-matched case-control study from nine fast-track centres. Arch Orthop Trauma Surg 2019; 139 (05) 709-716
  • 5 Hadley S, Day M, Schwarzkopf R, Smith A, Slover J, Zuckerman J. Is simultaneous bilateral total knee arthroplasty (BTKA) as safe as staged BTKA?. Am J Orthop 2017; 46 (04) E224-E229 . Accessed March 30 2021 at: https://pubmed.ncbi.nlm.nih.gov/28856350/
  • 6 Haddad B, Khan W, Mehta V, Mbubaegbu C, Qamar A. Bilateral simultaneous total knee arthroplasty: a patient-matched retrospective observational study. Open Orthop J 2015; 9 (01) 499-503
  • 7 Kong L, Cao J, Zhang Y, Ding W, Shen Y. Risk factors for periprosthetic joint infection following primary total hip or knee arthroplasty: a meta-analysis. Int Wound J 2017; 14 (03) 529-536
  • 8 Boyer B, Bordini B, Caputo D, Neri T, Stea S, Toni A. Unilateral versus bilateral total knee arthroplasty: a registry study on survival and risk factors. Orthop Traumatol Surg Res 2019; 105 (04) 627-631
  • 9 Wyles CC, Robinson WA, Maradit-Kremers H, Houdek MT, Trousdale RT, Mabry TM. Cost and patient outcomes associated with bilateral total knee arthroplasty Performed by 2-surgeon teams vs a single surgeon. J Arthroplasty 2019; 34 (04) 671-675
  • 10 Borges JHS, Lobo Júnior P, Dias DM, Silva MFFD, Freitas A, Araújo T. Cost and safety evaluation of simultaneous bilateral total knee arthroplasty versus unilateral knee. Rev Bras Ortop (Sao Paulo) 2019; 54 (06) 709-713
  • 11 Sobh AH, Siljander MP, Mells AJ, Koueiter DM, Moore DD, Karadsheh MS. Cost analysis, complications, and discharge disposition associated with simultaneous vs staged bilateral total knee arthroplasty. J Arthroplasty 2018; 33 (02) 320-323
  • 12 Siedlecki C, Beaufils P, Lemaire B, Pujol N. Complications and cost of single-stage vs. two-stage bilateral unicompartmental knee arthroplasty: a case-control study. Orthop Traumatol Surg Res 2018; 104 (07) 949-953
  • 13 Marya SKS, Amit P, Singh C. Impact of Charlson indices and comorbid conditions on complication risk in bilateral simultaneous total knee arthroplasty. Knee 2016; 23 (06) 955-959
  • 14 Vulcano E, Memtsoudis S, Della Valle AG. Bilateral total knee arthroplasty guidelines: are we there yet?. J Knee Surg 2013; 26 (04) 273-279
  • 15 Shiloach M, Frencher Jr SK, Steeger JE. et al. Toward robust information: data quality and inter-rater reliability in the American College of Surgeons National Surgical Quality Improvement Program. J Am Coll Surg 2010; 210 (01) 6-16
  • 16 Chen AZ, Gu A, Chen FR. et al. Biological sex has no impact on postoperative complications following simultaneous bilateral total knee arthroplasty. J Orthop 2019; 17: 49-52
  • 17 Suleiman LI, Edelstein AI, Thompson RM, Alvi HM, Kwasny MJ, Manning DW. Perioperative outcomes following unilateral versus bilateral total knee arthroplasty. J Arthroplasty 2015; 30 (11) 1927-1930
  • 18 Hart A, Antoniou J, Brin YS, Huk OL, Zukor DJ, Bergeron SG. Simultaneous bilateral versus unilateral total knee arthroplasty: a comparison of 30-day readmission rates and major complications. J Arthroplasty 2016; 31 (01) 31-35
  • 19 Memtsoudis SG, Ma Y, González Della Valle A. et al. Perioperative outcomes after unilateral and bilateral total knee arthroplasty. Anesthesiology 2009; 111 (06) 1206-1216
  • 20 Hoffman RM, Clanon DL, Chavez M, Peirce JC. Using multiple cutpoints for the free-to-total prostate specific antigen ratio improves the accuracy of prostate cancer detection. Prostate 2002; 52 (02) 150-158
  • 21 Peirce JC, Cornell RG. Integrating stratum-specific likelihood ratios with the analysis of ROC curves. Med Decis Making 1993; 13 (02) 141-151
  • 22 Navarro SM, Ramkumar PN, Egger AC, Goodwin RC. Evidence-based thresholds for the volume-value relationship in adolescent idiopathic scoliosis: outcomes and economies of scale. Spine Deform 2018; 6 (02) 156-163
  • 23 Navarro SM, Frankel WC, Haeberle HS, Billow DG, Ramkumar PN. Evaluation of the volume-value relationship in hip fracture care using evidence-based thresholds. Hip Int 2020; 30 (03) 347-353
  • 24 Frankel WC, Navarro SM, Haeberle HS, Ramanathan D, Ramkumar PN. Optimizing the volume-value relationship in laminectomy: an evidence-based analysis of outcomes and economies of scale. Spine 2019; 44 (09) 659-669
  • 25 Haeberle HS, Navarro SM, Frankel WC, Mont MA, Ramkumar PN. Evidence-based thresholds for the volume and cost relationship in total hip arthroplasty: outcomes and economies of scale. J Arthroplasty 2018; 33 (08) 2398-2404
  • 26 Ramkumar PN, Navarro SM, Frankel WC, Haeberle HS, Delanois RE, Mont MA. Evidence-based thresholds for the volume and length of stay relationship in total hip arthroplasty: outcomes and economies of scale. J Arthroplasty 2018; 33 (07) 2031-2037
  • 27 Saklad M. Grading of patients for surgical procedures. Anesthesiology 1941; 2 (03) 281-284
  • 28 Stavem K, Hoel H, Skjaker SA, Haagensen R. Charlson comorbidity index derived from chart review or administrative data: agreement and prediction of mortality in intensive care patients. Clin Epidemiol 2017; 9: 311-320
  • 29 De Bruijn B. Revisiting the area under the ROC. Stud Health Technol Inform 2011; 169: 532-536
  • 30 Bohl DD, Idarraga AJ, Holmes Jr GB, Hamid KS, Lin J, Lee S. Validated risk-stratification system for prediction of early adverse events following open reduction and internal fixation of closed ankle fractures. J Bone Joint Surg Am 2019; 101 (19) 1768-1774
  • 31 Miller EK, Neuman BJ, Jain A. et al; International Spine Study Group. An assessment of frailty as a tool for risk stratification in adult spinal deformity surgery. Neurosurg Focus 2017; 43 (06) E3 DOI: 10.3171/2017.10.FOCUS17472.
  • 32 Lei VJ, Luong T, Shan E. et al. Risk stratification for postoperative acute kidney injury in major noncardiac surgery using preoperative and intraoperative data. JAMA Netw Open 2019; 2 (12) e1916921 DOI: 10.1001/jamanetworkopen.2019.16921.
  • 33 Nam D, Nunley RM, Johnson SR, Keeney JA, Clohisy JC, Barrack RL. The effectiveness of a risk stratification protocol for thromboembolism prophylaxis after hip and knee arthroplasty. J Arthroplasty 2016; 31 (06) 1299-1306
  • 34 Fontana MA, Lyman S, Sarker GK, Padgett DE, MacLean CH. Can machine learning algorithms predict which patients will achieve minimally clinically important differences from total joint arthroplasty?. Clin Orthop Relat Res 2019; 477: 1267-1279 DOI: 10.1097/CORR.0000000000000687.
  • 35 Bayliss L, Jones LD. The role of artificial intelligence and machine learning in predicting orthopaedic outcomes. Bone Joint J 2019; 101-B (12) 1476-1478
  • 36 Richardson SS, Kahlenberg CA, Blevins JL. et al. Complications associated with staged versus simultaneous bilateral total knee arthroplasty: an analysis of 7747 patients. Knee 2019; 26 (05) 1096-1101
  • 37 Courtney PM, Melnic CM, Alosh H, Shah RP, Nelson CL, Israelite CL. Is bilateral total knee arthroplasty staged at a one-week interval safe? A matched case control study. J Arthroplasty 2014; 29 (10) 1946-1949
  • 38 Lane GJ, Hozack WJ, Shah S. et al. Simultaneous bilateral versus unilateral total knee arthroplasty: outcomes analysis. Clinic Orthop Relat Res 1997; Dec (345) 106-112 DOI: 10.1097/00003086-199712000-00015.
  • 39 Liu J, Elkassabany N, Poultsides L, Nelson CL, Memtsoudis SG. Staging bilateral total knee arthroplasty during the same hospitalization: the impact of timing. J Arthroplasty 2015; 30 (07) 1172-1176
  • 40 Villa JM, Pannu TS, Higuera CA, Suarez JC, Patel PD, Barsoum WK. Does the timing of the second surgery of a staged bilateral total joint arthroplasty affect the rate of hospital adverse events and perioperative outcomes?. J Arthroplasty 2020; 35 (06) 1516-1520
  • 41 Kunutsor SK, Whitehouse MR, Blom AW, Beswick AD. INFORM Team. Patient-related risk factors for periprosthetic joint infection after total joint arthroplasty: a systematic review and meta-analysis. PLoS One 2016; 11 (03) e0150866
  • 42 Elsiwy Y, Jovanovic I, Doma K, Hazratwala K, Letson H. Risk factors associated with cardiac complication after total joint arthroplasty of the hip and knee: a systematic review. J Orthop Surg Res 2019; 14 (01) 15
  • 43 Martin JR, Jennings JM, Dennis DA. Morbid obesity and total knee arthroplasty: a growing problem. J Am Acad Orthop Surg 2017; 25 (03) 188-194
  • 44 Gu A, Wu S, Mancino F. et al. Impact of chronic obstructive pulmonary disease on postoperative complications following simultaneous bilateral total knee arthroplasty. J Knee Surg 2021; 34 (03) 322-327
  • 45 Inoue D, Yazdi H, Goswami K, Tan TL, Parvizi J. Comparison of postoperative complications and survivorship of total hip and knee arthroplasty in dialysis and renal transplantation patients. J Arthroplasty 2020; 35 (04) 971-975
  • 46 Klasan A, Putnis SE, Yeo WW. et al. Should sequential bilateral total knee arthroplasty be limited to patients younger than 80? A two-arm propensity matched study. J Knee Surg 2020; 34 (14) 1579-1586
  • 47 Putnis SE, Klasan A, Redgment JD, Daniel MS, Parker DA, Coolican MRJ. One-stage sequential bilateral total knee arthroplasty: an effective treatment for advanced bilateral knee osteoarthritis providing high patient satisfaction. J Arthroplasty 2020; 35 (02) 401-406
  • 48 Yen SH, Chen JH, Lu YD, Wang JW. Perioperative complications of total knee arthroplasty in dialysis patients. J Arthroplasty 2018; 33 (03) 872-877
  • 49 Lee S-H, Lin Y-C, Chang C-J. et al. Outcome and cost analysis of primary total knee arthroplasty in end-stage renal disease patients: a nationwide population-based study. Biomed J 2020; S2319-4170 (20)30047
  • 50 Ottesen TD, Zogg CK, Haynes MS, Malpani R, Bellamkonda KS, Grauer JN. Dialysis patients undergoing total knee arthroplasty have significantly increased odds of perioperative adverse events independent of demographic and comorbidity factors. J Arthroplasty 2018; 33 (09) 2827-2834
  • 51 Draeger RW, Stern PJ. Patient-centered care in medicine and surgery: guidelines for achieving patient-centered subspecialty care. Hand Clin 2014; 30 (03) 353-359 , vii
  • 52 Odum SM, Troyer JL, Kelly MP, Dedini RD, Bozic KJ. A cost-utility analysis comparing the cost-effectiveness of simultaneous and staged bilateral total knee arthroplasty. J Bone Joint Surg Am 2013; 95 (16) 1441-1449
  • 53 Wodowski AJ, Pelt CE, Erickson JA, Anderson MB, Gililland JM, Peters CL. ‘Bundle busters’: who is at risk of exceeding the target payment and can they be optimized?. Bone Joint J 2019; 101-B (7_Supple _C): 64-69
  • 54 Finch DJ, Pellegrini Jr VD, Franklin PD, Magder LS, Pelt CE, Martin BI. PEPPER Investigators. The effects of bundled payment programs for hip and knee arthroplasty on patient-reported outcomes. J Arthroplasty 2020; 35 (04) 918-925.e7