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The Bone & Joint Journal
Vol. 104-B, Issue 10 | Pages 1189 - 1189
1 Oct 2022
Prijs J Liao Z Ashkani-Esfahani S Olczak J Gordon M Jayakumar P Jutte PC Jaarsma RL IJpma FFA Doornberg JN


The Bone & Joint Journal
Vol. 104-B, Issue 8 | Pages 911 - 914
1 Aug 2022
Prijs J Liao Z Ashkani-Esfahani S Olczak J Gordon M Jayakumar P Jutte PC Jaarsma RL IJpma FFA Doornberg JN

Artificial intelligence (AI) is, in essence, the concept of ‘computer thinking’, encompassing methods that train computers to perform and learn from executing certain tasks, called machine learning, and methods to build intricate computer models that both learn and adapt, called complex neural networks. Computer vision is a function of AI by which machine learning and complex neural networks can be applied to enable computers to capture, analyze, and interpret information from clinical images and visual inputs. This annotation summarizes key considerations and future perspectives concerning computer vision, questioning the need for this technology (the ‘why’), the current applications (the ‘what’), and the approach to unlocking its full potential (the ‘how’).

Cite this article: Bone Joint J 2022;104-B(8):911–914.


Bone & Joint Open
Vol. 2, Issue 2 | Pages 119 - 124
1 Feb 2021
Shah RF Gwilym SE Lamb S Williams M Ring D Jayakumar P

Aims

The increase in prescription opioid misuse and dependence is now a public health crisis in the UK. It is recognized as a whole-person problem that involves both the medical and the psychosocial needs of patients. Analyzing aspects of pathophysiology, emotional health, and social wellbeing associated with persistent opioid use after injury may inform safe and effective alleviation of pain while minimizing risk of misuse or dependence. Our objectives were to investigate patient factors associated with opioid use two to four weeks and six to nine months after an upper limb fracture.

Methods

A total of 734 patients recovering from an isolated upper limb fracture were recruited in this study. Opioid prescription was documented retrospectively for the period preceding the injury, and prospectively at the two- to four-week post-injury visit and six- to nine-month post-injury visit. Bivariate and multivariate analysis sought factors associated with opioid prescription from demographics, injury-specific data, Patient Reported Outcome Measurement Instrumentation System (PROMIS), Depression computer adaptive test (CAT), PROMIS Anxiety CAT, PROMIS Instrumental Support CAT, the Pain Catastrophizing Scale (PCS), the Pain Self-efficacy Questionnaire (PSEQ-2), Tampa Scale for Kinesiophobia (TSK-11), and measures that investigate levels of social support.


Orthopaedic Proceedings
Vol. 102-B, Issue SUPP_9 | Pages 31 - 31
1 Oct 2020
Jayakumar P Furlough K Uhler L Grogan-Moore M Gliklich R Rathouz P Bozic KJ
Full Access

Introduction

The application of artificial intelligence (A.I) using patient reported outcomes (PROs) to predict benefits, risks, benefits and likelihood of improvement following surgery presents a new frontier in shared decision-making. The purpose of this study was to assess the impact of an A.I-enabled decision aid versus patient education alone on decision quality in patients with knee OA considering total knee replacement (TKR). Secondarily we assess impact on shared decision-making, patient satisfaction, functional outcomes, consultation time, TKR rates and treatment concordance.

Methods

We performed a randomized controlled trial involving 130 new adult patients with OA-related knee pain. Patients were randomized to receive the decision aid (intervention group, n=65) or educational material only (control group, n=65) along with usual care. Both cohorts completed patient surveys including PROs at baseline and between 6–12 weeks following initial evaluation or TKR. Statistical analysis included linear mixed effect models, Mann-Whitney U tests to assess for differences between groups and Fisher's exact test to evaluate variations in surgical rates and treatment concordance.


The Bone & Joint Journal
Vol. 102-B, Issue 1 | Pages 42 - 47
1 Jan 2020
Jayakumar P Teunis T Vranceanu AM Williams M Lamb S Ring D Gwilym S

Aims

Patient engagement in adaptive health behaviours and interactions with their healthcare ecosystem can be measured using self-reported instruments, such as the Patient Activation Measure (PAM-13) and the Effective Consumer Scale (ECS-17). Few studies have investigated the influence of patient engagement on limitations (patient-reported outcome measures (PROMs)) and patient-reported experience measures (PREMs). First, we assessed whether patient engagement (PAM-13, ECS-17) within two to four weeks of an upper limb fracture was associated with limitations (the Quick Disabilities of the Arm, Shoulder and Hand questionnaire (QuickDASH), and Patient-Reported Outcome Measurement Information System Upper Extremity Physical Function computer adaptive test (PROMIS UE PF) scores) measured six to nine months after fracture, accounting for demographic, clinical, and psychosocial factors. Secondly, we assessed the association between patient engagement and experience (numerical rating scale for satisfaction with care (NRS-C) and satisfaction with services (NRS-S) six to nine months after fracture.

Methods

A total of 744 adults with an isolated fracture of the proximal humerus, elbow, or distal radius completed PROMs. Due to multicollinearity of patient engagement and psychosocial variables, we generated a single variable combining measures of engagement and psychosocial factors using factor analysis. We then performed multivariable analysis with p < 0.10 on bivariate analysis.


The Bone & Joint Journal
Vol. 101-B, Issue 6 | Pages 715 - 723
1 Jun 2019
Jayakumar P Teunis T Williams M Lamb SE Ring D Gwilym S

Aims

The purpose of this study was to identify factors associated with limitations in function, measured by patient-reported outcome measures (PROMs), six to nine months after a proximal humeral fracture, from a range of demographic, injury, psychological, and social variables measured within a week and two to four weeks after injury.

Patients and Methods

We enrolled 177 adult patients who sustained an isolated proximal humeral fracture into the study and invited them to complete PROMs at their initial outpatient visit within one week of injury, between two and four weeks, and between six to nine months after injury. There were 128 women and 49 men; the mean age was 66 years (sd 16; 18 to 95). In all, 173 patients completed the final assessment. Bivariate analysis was performed followed by multivariable regression analysis accounting for multicollinearity using partial R2, correlation matrices, and variable inflation factor.


The Bone & Joint Journal
Vol. 100-B, Issue 6 | Pages 693 - 702
1 Jun 2018
Jayakumar P Overbeek CL Vranceanu A Williams M Lamb S Ring D Gwilym S

Aims

Outcome measures quantifying aspects of health in a precise, efficient, and user-friendly manner are in demand. Computer adaptive tests (CATs) may overcome the limitations of established fixed scales and be more adept at measuring outcomes in trauma. The primary objective of this review was to gain a comprehensive understanding of the psychometric properties of CATs compared with fixed-length scales in the assessment of outcome in patients who have suffered trauma of the upper limb. Study designs, outcome measures and methodological quality are defined, along with trends in investigation.

Materials and Methods

A search of multiple electronic databases was undertaken on 1 January 2017 with terms related to “CATs”, “orthopaedics”, “trauma”, and “anatomical regions”. Studies involving adults suffering trauma to the upper limb, and undergoing any intervention, were eligible. Those involving the measurement of outcome with any CATs were included. Identification, screening, and eligibility were undertaken, followed by the extraction of data and quality assessment using the Consensus-Based Standards for the Selection of Health Measurement Instruments (COSMIN) criteria. The review is reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) criteria and reg

istered (PROSPERO: CRD42016053886).


Orthopaedic Proceedings
Vol. 96-B, Issue SUPP_1 | Pages 9 - 9
1 Jan 2014
Jayakumar P Hartmann C Eastwood D
Full Access

Aim

To review the natural history of upper limb osteochondromas and assess their functional effect.

Materials

We performed a retrospective casenote review of a consecutive patient cohort presenting between 1997–2012 with upper limb osteochondromas. Indications for surgical intervention were noted and considered to be cosmetic, functional (including pain relief) and ‘prophylactic’ in terms of deformity prevention. All patients were invited to complete questionnaires for the PODCI, DASH, OSS and MHS scores.


Orthopaedic Proceedings
Vol. 95-B, Issue SUPP_24 | Pages 11 - 11
1 May 2013
Ramachandran M Jayakumar P Hosalkar H Moller-Madsen B
Full Access

Aim

This pilot study aimed to identify the important symptomatic, functional and psychosocial aspects of hip disorders from the perspective of adolescent patients and their families in order to begin developing a patient-focused instrument (Bridging Adolescent Self-Reported Hip – BASH - score).

Methods

This was a qualitative patient-centred study at a tertiary paediatric orthopaedic centre involving 50 adolescents aged 13–17 years, composed of five groups of 10 adolescents with slipped capital femoral epiphysis (SCFE), hip dysplasia (DDH), labral tears undergoing arthroscopic treatment, lower limb trauma and a miscellaneous group with conditions including Perthes' disease. A control group of 100 adolescents were also interviewed from a local school. Adolescent and separate concurrent parent groups underwent an ‘open’ phase face-to-face or telephone interview (theme development). This involved agreeing or disagreeing with statements, and open exploration of ideas related to the ‘day in the life’ of an adolescent with hip problems in order to generate and specify themes. This was followed by ranking and finally, scoring and testing.


Orthopaedic Proceedings
Vol. 94-B, Issue SUPP_XXXIX | Pages 230 - 230
1 Sep 2012
Vanhegan I Malik A Jayakumar P Islam SU Haddad F
Full Access

Introduction

The number of revision hip arthroplasty procedures is rising annually with 7852 such operations performed in the UK in 2010. These are expensive procedures due to pre-operative investigation, surgical implants and instrumentation, protracted hospital stay, and pharmacological costs. There is a paucity of robust literature on the costs associated with the common indications for this surgery.

Objective

We aim to quantify the cost of revision hip arthroplasty by indication and identify any short-fall in relation to the national tariff.


The Journal of Bone & Joint Surgery British Volume
Vol. 94-B, Issue 5 | Pages 619 - 623
1 May 2012
Vanhegan IS Malik AK Jayakumar P Ul Islam S Haddad FS

Revision arthroplasty of the hip is expensive owing to the increased cost of pre-operative investigations, surgical implants and instrumentation, protracted hospital stay and drugs. We compared the costs of performing this surgery for aseptic loosening, dislocation, deep infection and peri-prosthetic fracture. Clinical, demographic and economic data were obtained for 305 consecutive revision total hip replacements in 286 patients performed at a tertiary referral centre between 1999 and 2008. The mean total costs for revision surgery in aseptic cases (n = 194) were £11 897 (sd 4629), for septic revision (n = 76) £21 937 (sd 10 965), for peri-prosthetic fracture (n = 24) £18 185 (sd 9124), and for dislocation (n = 11) £10 893 (sd 5476). Surgery for deep infection and peri-prosthetic fracture was associated with longer operating times, increased blood loss and an increase in complications compared to revisions for aseptic loosening. Total inpatient stay was also significantly longer on average (p < 0.001). Financial costs vary significantly by indication, which is not reflected in current National Health Service tariffs.


The Journal of Bone & Joint Surgery British Volume
Vol. 94-B, Issue 3 | Pages 290 - 296
1 Mar 2012
Jayakumar P Ramachandran M Youm T Achan P

Hip arthroscopy is particularly attractive in children as it confers advantages over arthrotomy or open surgery, such as shorter recovery time and earlier return to activity. Developments in surgical technique and arthroscopic instrumentation have enabled extension of arthroscopy of the hip to this age group. Potential challenges in paediatric and adolescent hip arthroscopy include variability in size, normal developmental change from childhood to adolescence, and conditions specific to children and adolescents and their various consequences. Treatable disorders include the sequelae of traumatic and sports-related hip joint injuries, Legg–Calve–Perthes’ disease and slipped capital femoral epiphysis, and the arthritic and septic hip. Intra-articular abnormalities are rarely isolated and are often associated with underlying morphological changes.

This review presents the current concepts of hip arthroscopy in the paediatric and adolescent patient, covering clinical assessment and investigation, indications and results of the experience to date, as well as technical challenges and future directions.


Orthopaedic Proceedings
Vol. 93-B, Issue SUPP_II | Pages 137 - 137
1 May 2011
Jayakumar P Tibrewal S Prime M Sriranganathan R Basu I Vemulapalli K Banan H
Full Access

Introduction: The proximal femoral nail antirotation (PFNA) system is a cephalomedullary device originally designed to contend with the challenge of unstable tro-chanteric femoral fractures with the novel helical blade component aimed at limiting femoral head limiting cutout. We demonstrate its use in a variety of cases.

Methods: This is a prospective study of 370 consecutive patients treated with short and long PFNA systems at a single center with 1-year follow-up. The device was used for unstable trochanteric femoral fractures (AO-classification 31. A.2 and A.3), prophylactic and definitive fixation of pathological fractures and high energy femoral fractures for a wide age range (19–101 years). Clinical outcome involved assessment of general mobility & function, operative and post-operative parameters & complications. Radiological outcome involved assessment of blade tip-apex distance, nail tip-femoral scar distance and distal locking configurations.

Results: 17% died within the follow-up period. 72% achieved their pre-trauma mobility status and nearly all fractures healed within 6 months including those in over 85 years. Of 18 problematic cases, serious complications included deep infection, loss of proximal reduction, ipsilateral femoral shaft fracture and periprosthetic supra-condylar fracture. There were no cases of acetabular penetration or blade cut-out. Short PFNA was associated with the majority of femoral shaft fractures and the only significant finding regarding instrumentation.

Discussion: This study supports long PFNA design theory demonstrating adequate purchase in the femoral head-neck zone, shown by lack of cut-out. Positive results have been demonstrated in a variety of cases making it a useful option in fractures in all ages and indications alongside unstable trochanteric configurations.


Orthopaedic Proceedings
Vol. 93-B, Issue SUPP_I | Pages 16 - 16
1 Jan 2011
Malik A Chou D Jayakumar P Witt J
Full Access

Juvenile idiopathic arthritis (JIA) affecting the hip can cause debilitating pain and walking disability in children. Total hip replacement offers the potential of a pain free joint and a significant improvement in function. There remains the concern regarding the high rates of aseptic loosening of cemented total hip replacements in this group of patients, and there is evidence that younger patients have higher failure rates.

The aim of this study was to look at the results of uncemented total hip replacement in children with Juvenile Idiopathic Arthritis and in particular to assess any problems associated with performing this surgery in the presence of open growth plates in the acetabular and trochanteric regions.

Between 1995 and 2005, 56 uncemented total hip replacements were carried out in 37 children with JIA with a mean follow up of 7.5 years (range 3 to 12.5). 25 of the hips had ceramic on ceramic bearings. The mean age at surgery was 13.9 years (range 11–16). 19 patients underwent bilateral procedures. All patients showed a significant improvement in their HSS Hip scores (p< 0.01). Two CAD CAM femoral stems were revised for gross subsidence and three acetabular components were revised for loosening. Four polyethylene liners were exchanged due to wear. 51 of 53 (96%) femoral stems and 50 (94%) acetabular components remain well fixed at latest follow up with no signs of loosening. There were no dislocations or infections.

Uncemented fixation appears to work well in this challenging group of patients even in the presence of open growth plates. Implant choice is important to avoid problems of subsidence and loosening. Ceramic bearings available for small implant sizes give promise of improved performance compared to polyethylene over the long term.


The Journal of Bone & Joint Surgery British Volume
Vol. 92-B, Issue 2 | Pages 189 - 195
1 Feb 2010
Jayakumar P Barry M Ramachandran M

Non-accidental injury (NAI) in children includes orthopaedic trauma throughout the skeleton. Fractures with soft-tissue injuries constitute the majority of manifestations of physical abuse in children. Fracture and injury patterns vary with age and development, and NAI is intrinsically related to the mobility of the child. No fracture in isolation is pathognomonic of NAI, but specific abuse-related injuries include multiple fractures, particularly at various stages of healing, metaphyseal corner and bucket-handle fractures and fractures of ribs. Isolated or multiple rib fractures, irrespective of location, have the highest specificity for NAI. Other fractures with a high specificity for abuse include those of the scapula, lateral end of the clavicle, vertebrae and complex skull fractures.

Injuries caused by NAI constitute a relatively small proportion of childhood fractures. They may be associated with significant physical and psychological morbidity, with wide- ranging effects from deviations in normal developmental progression to death.

Orthopaedic surgeons must systematically assess, recognise and act on the indicators for NAI in conjunction with the paediatric multidisciplinary team.


Orthopaedic Proceedings
Vol. 90-B, Issue SUPP_III | Pages 447 - 447
1 Aug 2008
Jayakumar P Casey A Leung C
Full Access

Background: The phenomenon of heterotopic ossification (HO) is a well-known complication of joint replacement surgery. However, the clinical associations and effects of HO in cervical arthroplasty are unclear. This study investigates the incidence of HO in cervical disc replacement, identifies potential associated risk factors, and assesses the relationship of HO with clinical outcomes.

Method: The patient population (n=90; 39 men, 51 women; mean age 45 years; range 26–79 yr; standard deviation, 9.8 yr) was acquired from the original multi-center, prospective, observational Bryan Disc Study by the European Consortium. The presence of HO was defined in accordance with the McAfee classification based on cervical lateral x-rays at 12 months post surgery and interpreted by an independent neurosurgeon and a radiologist. Secondary outcome measurements included Odom’s criteria and the Medical Outcomes Study Short-Form 36-Item Health Survey.

Results: 16 out of the total 90 patients (17.8%) experienced HO. 6 patients (6.7%) experienced Grade 3 and 4 HO. 10 patients’ (11%) artificial discs demonstrated movement of less than 2 degrees on flexion and extension cervical x-ray at 12 months post-operatively. 4 of these patients had HO of Grade 3 or 4. Male sex ([chi]2 = 4.1; P = 0.0407) and older patients (P = 0.023; odds ratio = 1.10; 95% confidence interval = 1.01–1.19) were associated with development of HO.

Discussion: HO is known to restrict movement of large joint and lumbar disc replacements. Our study demonstrates male sex and older age as potential risk factors in development of HO after cervical disc arthroplasty. There is a strong association between HO and subsequent loss of movement of implanted cervical artificial discs. Failure to preserve motion may expedite the onset of symptomatic adjacent segment level disease making this an important complication requiring further investigation. Grade 3 or 4 HO limited movement in 4.4% of patients.


Orthopaedic Proceedings
Vol. 88-B, Issue SUPP_II | Pages 222 - 223
1 May 2006
Molloy S Jayakumar P Kaila R Gow F Saifuddin A
Full Access

Background: There is conflicting evidence of correlation between clinical outcome and severity of thoracolumbar spine fractures in neurologically intact patients1. Kalyan et al2 presented the results of their prospective study of thoracolumbar spinal fractures and concluded that the clinical outcome was consistently better predicted by the severity of disc injury than that of the bony fracture. They suggested that if severe disc injury was present, treatment of the disc injury may result in a better short term clinical outcome. The aim of this study was to detail the incidence and type of disc injury in patients with thoracolumbar spinal fractures with intact neurology.

Methods: Retrospective analysis of a prospectively collected spinal injury database at a regional spinal injuries unit. Only patients with a thoracolumbar spinal fracture and intact neurology were included. Retrospective analysis of magnetic resonance imaging (MRI) findings. One hundred and thirty nine neurologically intact patients (89M:50F, mean age 36 years, range 15 – 77yrs) with a thoracolumbar (T11 –L5) spinal fracture were admitted to our spinal unit over the last 11 years (1994 – 2004). Patient data was collected prospectively onto a spinal injuries database. All of these patients had an MRI scan on admission. All types of thoracolumbar fracture were included in this study and the presence or absence of an associated disc injury was recorded retrospectively from the MRI study. The type of disc injury was also recorded.

Results: The incidence of severe disc injury adjacent to a thoracolumbar spinal fracture in our cohort of patients was 43% (60 patients). Disc prolapse or extradural herniation was seen in 16 patients (11%). Intraosseous disc herniation into an adjacent vertebral body was seen in 20 patients (14%). Internal disc disruption was seen in 24 patients (17%). Disc injury was found at more than one level in 21 patients (15%).

Conclusion: The incidence of severe disc injury in our study of neurologically intact patients with a thoracolumbar fracture was considerable (43%). Kalyan et al2 suggested that treatment directed at addressing the disc injury in these patients may promote earlier pain relief and also earlier return to pre-morbid activities. If this is the case, then the decision making regarding operative versus non-operative management, in a patient with a thoracolumbar fracture and intact neurology, should be based on the severity of the disc injury as well as the bony injury.