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Post-Operative Physical Therapy Following Cervical Spine Surgery: Analysis of Patient-Reported Outcomes
Lorentz, Nathan A; Galetta, Matthew S; Zabat, Michelle A; Raman, Tina; Protopsaltis, Themistocles S; Fischer, Charla
Introduction Post-operative physical therapy (PT) following anterior cervical discectomy and fusion (ACDF) surgery is often performed to improve a patient's functional ability and reduce neck pain. However, current literature evaluating the benefits of post-operative PT using patient-reported outcomes (PROs) is limited and remains inconclusive. Here we compare post-operative improvement between patients who did and did not undergo formal PT after ACDF using Patient-Reported Outcomes Measurement Information System (PROMIS) scores. Methods A retrospective observational study examining patients who underwent one- or two-level primary ACDF or cervical disc replacement (CDR) at an academic orthopedic hospital and who had PROMIS scores recorded pre-operatively and through two-year follow-up. Patients were stratified according to whether or not they attended formal postoperative PT. PROMIS scores and patient demographics were compared using the Mann-Whitney U test, Fisher's exact test, chi-square test of independence, and Student's t-test within and between cohorts. Results Two hundred and twenty patients were identified. Demographic differences between PT and no PT groups include age (PT 54.1 vs. no PT 49.5, p=0.005) and BMI (PT 28.1 vs. no PT 29.8, p=0.028). The only significant difference in post-operative PROMIS scores was in physical health scores at three months post-operatively (no PT 43.9 vs. PT 39.1, p=0.008). Physical health scores improved from baseline to one-year follow-up in both cohorts (PT +3.5, p=0.025; no PT +6.6, p=0.008). There were no significant differences when comparing improvements in physical health scores between groups at six months and one year. Conclusion In conclusion, there was no significance to support the benefits of post-operative PT as measured by PROMIS scores. No significant differences in PROMIS were observed between groups from pre-operative baseline scores to six-month and one-year follow-ups.
PMCID:10351333
PMID: 37465791
ISSN: 2168-8184
CID: 5535722
Spinopelvic sagittal compensation in adult cervical deformity
Ye, Jichao; Rider, Sean M; Lafage, Renaud; Gupta, Sachin; Farooqi, Ali S; Protopsaltis, Themistocles S; Passias, Peter G; Smith, Justin S; Lafage, Virginie; Kim, Han-Jo; Klineberg, Eric O; Kebaish, Khaled M; Scheer, Justin K; Mundis, Gregory M; Soroceanu, Alex; Bess, Shay; Ames, Christopher P; Shaffrey, Christopher I; Gupta, Munish C
OBJECTIVE:The objective of this study was to evaluate spinopelvic sagittal alignment and spinal compensatory changes in adult cervical kyphotic deformity. METHODS:A database composed of 13 US spine centers was retrospectively reviewed for adult patients who underwent cervical reconstruction with radiographic evidence of cervical kyphotic deformity: C2-7 sagittal vertical axis > 4 cm, chin-brow vertical angle > 25°, or cervical kyphosis (T1 slope [T1S] cervical lordosis [CL] > 15°) (n = 129). Sagittal parameters were evaluated preoperatively and in the early postoperative window (6 weeks to 6 months postoperatively) and compared with asymptomatic control patients. Adult cervical deformity patients were further stratified by degree of cervical kyphosis (severe kyphosis, C2-T3 Cobb angle ≤ -30°; moderate kyphosis, ≤ 0°; and minimal kyphosis, > 0°) and severity of sagittal malalignment (severe malalignment, sagittal vertical axis T3-S1 ≤ -60 mm; moderate malalignment, ≤ 20 mm; and minimal malalignment > 20 mm). RESULTS:Compared with asymptomatic control patients, cervical deformity was associated with increased C0-2 lordosis (32.9° vs 23.6°), T1S (33.5° vs 28.0°), thoracolumbar junction kyphosis (T10-L2 Cobb angle -7.0° vs -1.7°), and pelvic tilt (PT) (19.7° vs 15.9°) (p < 0.01). Cervicothoracic kyphosis was correlated with C0-2 lordosis (R = -0.57, p < 0.01) and lumbar lordosis (LL) (R = -0.20, p = 0.03). Cervical reconstruction resulted in decreased C0-2 lordosis, increased T1S, and increased thoracic and thoracolumbar junction kyphosis (p < 0.01). Patients with severe cervical kyphosis (n = 34) had greater C0-2 lordosis (p < 0.01) and postoperative reduction of C0-2 lordosis (p = 0.02) but no difference in PT. Severe cervical kyphosis was also associated with a greater increase in thoracic and thoracolumbar junction kyphosis postoperatively (p = 0.01). Patients with severe sagittal malalignment (n = 52) had decreased PT (p = 0.01) and increased LL (p < 0.01), as well as a greater postoperative reduction in LL (p < 0.01). CONCLUSIONS:Adult cervical deformity is associated with upper cervical hyperlordotic compensation and thoracic hypokyphosis. In the setting of increased kyphotic deformity and sagittal malalignment, thoracolumbar junction kyphosis and lumbar hyperlordosis develop to restore normal center of gravity. There was no consistent compensatory pelvic retroversion or anteversion among the adult cervical deformity patients in this cohort.
PMID: 36964727
ISSN: 1547-5646
CID: 5538102
Natural history of adult spinal deformity: how do patients with suboptimal surgical outcomes fare relative to nonoperative counterparts?
Passias, Peter G; Joujon-Roche, Rachel; Mir, Jamshaid M; Williamson, Tyler K; Tretiakov, Peter S; Imbo, Bailey; Krol, Oscar; Passfall, Lara; Ahmad, Salman; Lebovic, Jordan; Owusu-Sarpong, Stephane; Lanre-Amos, Tomi; Protopsaltis, Themistocles; Lafage, Renaud; Lafage, Virginie; Park, Paul; Chou, Dean; Mummaneni, Praveen V; Fu, Kai-Ming G; Than, Khoi D; Smith, Justin S; Janjua, M Burhan; Schoenfeld, Andrew J; Diebo, Bassel G; Vira, Shaleen
OBJECTIVE:Management of adult spinal deformity (ASD) has increasingly favored operative intervention; however, the incidence of complications and reoperations is high, and patients may fail to achieve idealized postsurgical results. This study compared health-related quality of life (HRQOL) metrics between patients with suboptimal surgical outcomes and those who underwent nonoperative management as a proxy for the natural history (NH) of ASD. METHODS:ASD patients with 2-year data were included. Patients who were offered surgery but declined were considered nonoperative (i.e., NH) patients. Operative patients with suboptimal outcome (SOp)-defined as any reoperation, major complication, or ≥ 2 severe Scoliosis Research Society (SRS)-Schwab modifiers at follow-up-were selected for comparison. Propensity score matching (PSM) on the basis of baseline age, deformity, SRS-22 Total, and Charlson Comorbidity Index score was used to match the groups. ANCOVA and stepwise logistic regression analysis were used to assess outcomes between groups at 2 years. RESULTS:In total, 441 patients were included (267 SOp and 174 NH patients). After PSM, 142 patients remained (71 SOp 71 and 71 NH patients). At baseline, the SOp and NH groups had similar demographic characteristics, HRQOL, and deformity (all p > 0.05). At 2 years, ANCOVA determined that NH patients had worse deformity as measured with sagittal vertical axis (36.7 mm vs 21.3 mm, p = 0.025), mismatch between pelvic incidence and lumbar lordosis (11.9° vs 2.9°, p < 0.001), and pelvic tilt (PT) (23.1° vs 20.7°, p = 0.019). The adjusted regression analysis found that SOp patients had higher odds of reaching the minimal clinically important differences in Oswestry Disability Index score (OR [95% CI] 4.5 [1.7-11.5], p = 0.002), SRS-22 Activity (OR [95% CI] 3.2 [1.5-6.8], p = 0.002), SRS-22 Pain (OR [95% CI] 2.8 [1.4-5.9], p = 0.005), and SRS-22 Total (OR [95% CI] 11.0 [3.5-34.4], p < 0.001). CONCLUSIONS:Operative patients with SOp still experience greater improvements in deformity and HRQOL relative to the progressive radiographic and functional deterioration associated with the NH of ASD. The NH of nonoperative management should be accounted for when weighing the risks and benefits of operative intervention for ASD.
PMID: 37060316
ISSN: 1547-5646
CID: 5538182
Height Gain Following Correction of Adult Spinal Deformity
Diebo, Bassel G; Tataryn, Zachary; Alsoof, Daniel; Lafage, Renaud; Hart, Robert A; Passias, Peter G; Ames, Christopher P; Scheer, Justin K; Lewis, Stephen J; Shaffrey, Christopher I; Burton, Douglas C; Deviren, Vedat; Line, Breton G; Soroceanu, Alex; Hamilton, D Kojo; Klineberg, Eric O; Mundis, Gregory M; Kim, Han Jo; Gum, Jeffrey L; Smith, Justin S; Uribe, Juan S; Kelly, Michael P; Kebaish, Khaled M; Gupta, Munish C; Nunley, Pierce D; Eastlack, Robert K; Hostin, Richard; Protopsaltis, Themistocles S; Lenke, Lawrence G; Schwab, Frank J; Bess, Shay; Lafage, Virginie; Daniels, Alan H
BACKGROUND:Height gain following a surgical procedure for patients with adult spinal deformity (ASD) is incompletely understood, and it is unknown if height gain correlates with patient-reported outcome measures (PROMs). METHODS:This was a retrospective cohort study of patients undergoing ASD surgery. Patients with baseline, 6-week, and subanalysis of 1-year postoperative full-body radiographic and PROM data were examined. Correlation analysis examined relationships between vertical height differences and PROMs. Regression analysis was utilized to preoperatively estimate T1-S1 and S1-ankle height changes. RESULTS:This study included 198 patients (mean age, 57 years; 69% female); 147 patients (74%) gained height. Patients with height loss, compared with those who gained height, experienced greater increases in thoracolumbar kyphosis (2.81° compared with -7.37°; p < 0.001) and thoracic kyphosis (12.96° compared with 4.42°; p = 0.003). For patients with height gain, sagittal and coronal alignment improved from baseline to postoperatively: 25° to 21° for pelvic tilt (PT), 14° to 3° for pelvic incidence - lumbar lordosis (PI-LL), and 60 mm to 17 mm for sagittal vertical axis (SVA) (all p < 0.001). The full-body mean height gain was 7.6 cm, distributed as follows: sella turcica-C2, 2.9 mm; C2-T1, 2.8 mm; T1-S1 (trunk gain), 3.8 cm; and S1-ankle (lower-extremity gain), 3.3 cm (p < 0.001). T1-S1 height gain correlated with the thoracic Cobb angle correction and the maximum Cobb angle correction (p = 0.002). S1-ankle height gain correlated with the corrections in PT, PI-LL, and SVA (p < 0.001). T1-ankle height gain correlated with the corrections in PT (p < 0.001) and SVA (p = 0.03). Trunk height gain correlated with improved Scoliosis Research Society (SRS-22r) Appearance scores (r = 0.20; p = 0.02). Patient-Reported Outcomes Measurement Information System (PROMIS) Depression scores correlated with S1-ankle height gain (r = -0.19; p = 0.03) and C2-T1 height gain (r = -0.18; p = 0.04). A 1° correction in a thoracic scoliosis Cobb angle corresponded to a 0.2-mm height gain, and a 1° correction in a thoracolumbar scoliosis Cobb angle resulted in a 0.25-mm height gain. A 1° improvement in PI-LL resulted in a 0.2-mm height gain. CONCLUSIONS:Most patients undergoing ASD surgery experienced height gain following deformity correction, with a mean full-body height gain of 7.6 cm. Height gain can be estimated preoperatively with predictive ratios, and height gain was correlated with improvements in reported SRS-22r appearance and PROMIS scores. LEVEL OF EVIDENCE/METHODS:Therapeutic Level III. See Instructions for Authors for a complete description of levels of evidence.
PMID: 37478308
ISSN: 1535-1386
CID: 5536182
Quantifying the Contribution of Lower Limb Compensation to Upright Posture: What Happens If Adult Spinal Deformity Patients Do Not Compensate?
Lafage, Renaud; Duvvuri, Priya; Elysee, Jonathan; Diebo, Bassel; Bess, Shay; Burton, Douglas; Daniels, Alan; Gupta, Munish; Hostin, Richard; Kebaish, Khaled; Kelly, Michael; Kim, Han Jo; Klineberg, Eric; Lenke, Lawrence; Lewis, Stephen; Ames, Christopher; Passias, Peter; Protopsaltis, Themistocles; Shaffrey, Christopher; Smith, Justin S; Schwab, Frank; Lafage, Virginie
STUDY DESIGN/METHODS:This is a multicenter, prospective cohort study. OBJECTIVE:This study tests the hypothesis that the elimination of lower limb compensation in patients with adult spinal deformity (ASD) will significantly increase the magnitude of sagittal malalignment. SUMMARY OF BACKGROUND DATA/BACKGROUND:ASD affects a significant proportion of the elderly population, impairing functional sagittal alignment and inhibiting the overall quality of life. To counteract these effects, patients with ASD use their spine, pelvis, and lower limbs to create a compensatory posture that allows for standing and mobility. However, the degree to which each of the hips, knees, and ankles contributes to these compensatory mechanisms has yet to be determined. METHODS:Patients undergoing corrective surgery for ASD were included if they met at least one of the following criteria: complex surgical procedure, geriatric deformity surgery, or severe radiographic deformity. Preoperative full-body x-rays were evaluated, and age and pelvic incidence -adjusted normative values were used to model spine alignment based upon three positions: compensated (all lower extremity compensatory mechanisms maintained), partially compensated (removal of ankle dorsiflexion and knee flexion, with maintained hip extension), and uncompensated (ankle, knee, and hip compensation set to the age and pelvic incidence norms). RESULTS:A total of 288 patients were included (mean age 60 yr, 70.5% females). As the model transitioned from the compensated to uncompensated position, the initial posterior translation of the pelvis decreased significantly to an anterior translation versus the ankle (P.Shift: 30 to -7.6 mm). This was associated with a decrease in pelvic retroversion (pelvic tilt: 24.1-16.1), hip extension (SFA: 203-200), knee flexion (knee angle: 5.5-0.4), and ankle dorsiflexion (ankle angle: 5.3-3.7). As a result, the anterior malalignment of the trunk significantly increased: sagittal vertical axis (65-120 mm) and G-SVA (C7-ankle from 36 to 127 mm). CONCLUSIONS:Removal of lower limbs compensation revealed an unsustainable truncal malalignment with two-fold greater SVA.
PMID: 36972137
ISSN: 1528-1159
CID: 5534972
One-year Postoperative Radiographic and Patient-reported Outcomes Following Cervical Deformity Correction Are Not Affected by a Short-term Unplanned Return to the OR
Fourman, Mitchell S; Lafage, Renaud; Ames, Christopher; Smith, Justin S; Passias, Peter G; Shaffrey, Christopher I; Mundis, Gregory; Protopsaltis, Themistocles; Gupta, Munish; Klineberg, Eric O; Bess, Shay; Lafage, Virginie; Kim, Han Jo
STUDY DESIGN/METHODS:Retrospective analysis of a prospectively collected multicenter database. OBJECTIVE:The objective of this study was to assess the radiographic and health-related quality of life (HRQoL) impact of a short-term (<1 y) return to the operating room (OR) after adult cervical spine deformity (ACSD) surgery. SUMMARY OF BACKGROUND DATA/BACKGROUND:Returns to the OR within a year of ACSD correction can be particularly devastating to these vulnerable hosts as they often involve compromise of the soft tissue envelope, neurological deficits, or hardware failure. This work sought to assess the impact of a short-term reoperation on 1-year radiographic and HRQoL outcomes. MATERIALS AND METHODS/METHODS:Patients operated on from January 1, 2013, to January 1, 2019, with at least 1 year of follow-up were included. The primary outcome was a short-term return to the OR. Variables of interest included patient demographics, Charlson Comorbidity Index, HRQoL measured with the modified Japanese Orthopaedic Association), Neck Disability Index, and EuroQuol-5D Visual Analog Scale (EQ-5D VAS) and radiographic outcomes, including T1 slope, C2-C7 sagittal Cobb angle, T1 slope-Cobb angle, and cervical sagittal vertical axis. Comparisons between those who did versus did not require a 1-year reoperation were performed using paired t tests. A Kaplan-Meier survival curve was used to estimate reoperation-free survival up to 2 years postoperatively. RESULTS:A total of 121 patients were included in this work (age: 61.9±10.1 yr, body mass index: 28.4±6.9, Charlson Comorbidity Index: 1.0±1.4, 62.8% female). A 1-year unplanned return to the OR was required for 28 (23.1%) patients, of whom 19 followed up for at least 1 year. Indications for a return to the OR were most commonly for neurological complications (5%), infectious/wound complications (5.8%), and junctional failure (6.6%) No differences in demographics, comorbidities, preoperative or 1-year postoperative HRQoL, or radiographic outcomes were seen between operative groups. CONCLUSION/CONCLUSIONS:Reoperation <1 year after ACSD surgery did not influence 1-year radiographic outcomes or HRQoL.
PMID: 36856490
ISSN: 1528-1159
CID: 5533012
Distal junctional kyphosis in adult cervical deformity patients: where does it occur?
Ye, Jichao; Rider, Sean M; Lafage, Renaud; Gupta, Sachin; Farooqi, Ali S; Protopsaltis, Themistocles S; Passias, Peter G; Smith, Justin S; Lafage, Virginie; Kim, Han-Jo; Klineberg, Eric O; Kebaish, Khaled M; Scheer, Justin K; Mundis, Gregory M; Soroceanu, Alex; Bess, Shay; Ames, Christopher P; Shaffrey, Christopher I; Gupta, Munish C
PURPOSE:To evaluate the impact of the lowest instrumented vertebra (LIV) on Distal Junctional kyphosis (DJK) incidence in adult cervical deformity (ACD) surgery. METHODS:Prospectively collected data from ACD patients undergoing posterior or anterior-posterior reconstruction at 13 US sites was reviewed up to 2-years postoperatively (n = 140). Data was stratified into five groups by level of LIV: C6-C7, T1-T2, T3-Apex, Apex-T10, and T11-L2. DJK was defined as a kyphotic increase > 10° in Cobb angle from LIV to LIV-1. Analysis included DJK-free survival, covariate-controlled cox regression, and DJK incidence at 1-year follow-up. RESULTS:25/27 cases of DJK developed within 1-year post-op. In patients with a minimum follow-up of 1-year (n = 102), the incidence of DJK by level of LIV was: C6-7 (3/12, 25.00%), T1-T2 (3/29, 10.34%), T3-Apex (7/41, 17.07%), Apex-T10 (8/11, 72.73%), and T11-L2 (4/8, 50.00%) (p < 0.001). DJK incidence was significantly lower in the T1-T2 LIV group (adjusted residual = -2.13), and significantly higher in the Apex-T10 LIV group (adjusted residual = 3.91). In covariate-controlled regression using the T11-L2 LIV group as reference, LIV selected at the T1-T2 level (HR = 0.054, p = 0.008) or T3-Apex level (HR = 0.081, p = 0.010) was associated with significantly lower risk of DJK. However, there was no difference in DJK risk when LIV was selected at the C6-C7 level (HR = 0.239, p = 0.214). CONCLUSION:DJK risk is lower when the LIV is at the upper thoracic segment than the lower cervical segment. DJK incidence is highest with LIV level in the lower thoracic or thoracolumbar junction.
PMID: 36928488
ISSN: 1432-0932
CID: 5517302
Enabling Technologies and the Development of Single Position Lateral Spine Surgery
Patel, Karan S; Lebovic, Jordan; Jegede, Kolawole; Protopsaltis, Themistocles
Technological advances have paved the way for surgical innovation in spine surgery. These advances have allowed for the creation of more accurate and less invasive surgical techniques. Spine surgeons play a critical role in the integration of new technology into the surgical workflow with the goal of improving safety, efficiency, and clinical outcomes. Navigation and robotic techniques are emerging technologies that have begun to revolutionize spine surgery. One particular advancement these technologies have recently enabled is single position prone lateral surgery. This review provides a history and brief overview of the different applications of new technologies in spine surgery. It will also discuss their enablement of single position prone lateral surgery in order to more critically evaluate their utilization.
PMID: 36821742
ISSN: 2328-5273
CID: 5508992
External Validation of the National Surgical Quality Improvement Program Calculator Utilizing a Single Institutional Experience for Adult Spinal Deformity Corrective Surgery
Naessig, Sara; Pierce, Katherine; Ahmad, Waleed; Passfall, Lara; Krol, Oscar; Kummer, Nicholas A.; Williamson, Tyler; Imbo, Bailey; Tretiakov, Peter; Moattari, Kevin; Joujon-Roche, Rachel; Zhong, Jack; Balouch, Eaman; O"™Connell, Brooke; Maglaras, Constance; Diebo, Bassel; Lafage, Renaud; Lafage, Virginie; Vira, Shaleen; Hale, Steven; Gerling, Michael; Protopsaltis, Themistocles; Buckland, Aaron; Passias, Peter G.
Background: Identify the external applicability of the American College of Surgeons"™ National Surgical Quality Improvement Program (NSQIP) risk calculator in the setting of adult spinal deformity (ASD) and subsets of patients based on deformity and frailty status. Methods: ASD patients were isolated in our single-center database and analyzed for the shared predictive variables displayed in the NSQIP calculator. Patients were stratified by frailty (not frail <0.03, frail 0.3"“0.5, severely frail >0.5), deformity [T1 pelvic angle (TPA) > 30, pelvic incidence minus lumbar lordosis (PI-LL) > 20], and reoperation status. Brier scores were calculated for each variable to validate the calculator"™s predictability in a single center"™s database (Quality). External validity of the calculator in our ASD patients was assessed via Hosmer-Lemeshow test, which identified whether the differences between observed and expected proportions are significant. Results: A total of 1606 ASD patients were isolated from the Quality database (48.7 years, 63.8% women, 25.8 kg/m2); 33.4% received decompressions, and 100% received a fusion. For each subset of ASD patients, the calculator predicted lower outcome rates than what was identified in the Quality database. The calculator showed poor predictability for frail, deformed, and reoperation patients for the category "any complication" because they had Brier scores closer to 1. External validity of the calculator in each stratified patient group identified that the calculator was not valid, displaying P values >0.05. Conclusion: The NSQIP calculator was not a valid calculator in our single institutional database. It is unable to comment on surgical complications such as return to operating room, surgical site infection, urinary tract infection, and cardiac complications that are typically associated with poor patient outcomes. Physicians should not base their surgical plan solely on the NSQIP calculator but should consider multiple preoperative risk assessment tools.
SCOPUS:85156248554
ISSN: 2211-4599
CID: 5500202
The Effect of Inpatient Step Count on Complications in the Elderly Patient after Adult Spinal Deformity Surgery
Ani, Fares; Bono, Juliana; Walia, Arnaav; van Perrier, Gregory; O"™Connell, Brooke; Maglaras, Constance; Protopsaltis, Themistocles S.; Raman, Tina
Background: The number of elderly patients undergoing adult spinal deformity (ASD) surgery has increased with the advent of new techniques and more nuanced understanding of global malalignment as patients age. The relationship between inpatient physical activity after ASD surgery and postoperative complications in elderly patients has not been reported; thus, we sought to investigate this relationship. Methods: We performed a medical record review of 185 ASD patients older than 65 years (age: 71.5 ± 4.7; body mass index: 30.0 ± 6.1, American Society of Anesthesiologists: 2.7 ± 0.5, and levels fused: 10.5 ± 3.4). We derived the number of feet walked over the first 3 days after surgery from physical therapy documentation and evaluated for association with 90-day perioperative complications. Patients who sustained an incidental durotomy were excluded from the study. Results: The 185 patients were divided into groups based on whether they were among the 50th percentile for number of feet walked (62 ft). Walking less than 62 ft after ASD surgery was associated with higher incidence of postoperative complications (54.3%, P = 0.05), cardiac complications (34.8%, P = 0.03), pulmonary complications (21.7%, P = 0.01), and ileus (15.2%, P = 0.03). Patients who developed any postoperative complication (106 ± 172 vs 211 ± 279 ft, P = 0.001), ileus (26 ± 49 vs 174 ± 248 ft, P = 0.001), deep venous thrombosis (23 ± 30 vs 171 ± 247 ft, P = 0.001), and cardiac complications (58 ± 94 vs 192 ± 261 ft) walked less than patients who did not. Conclusion: Elderly patients who walked less than 62 ft in the first 3 days after ASD surgery have a higher rate of postoperative complications, specifically pulmonary and ileus compared with those patients who walked more. Steps walked after ASD surgery may be a helpful and practical addition to the surgeon"™s armamentarium for monitoring the recovery of their patients. Clinical Relevence: Monitoring the steps walked by patients after ASD surgery can be a practical and useful tool for surgeons to track and improve their patients"™ recovery.
SCOPUS:85158892485
ISSN: 2211-4599
CID: 5500582