1.Deploying artificial intelligence in the detection of adult appendicular and pelvic fractures in the Singapore emergency department after hours: efficacy, cost savings and non-monetary benefits.
John Jian Xian QUEK ; Oliver James NICKALLS ; Bak Siew Steven WONG ; Min On TAN
Singapore medical journal 2025;66(4):202-207
INTRODUCTION:
Radiology plays an integral role in fracture detection in the emergency department (ED). After hours, when there are fewer reporting radiologists, most radiographs are interpreted by ED physicians. A minority of these interpretations may miss diagnoses, which later require the callback of patients for further management. Artificial intelligence (AI) has been viewed as a potential solution to augment the shortage of radiologists after hours. We explored the efficacy of an AI solution in the detection of appendicular and pelvic fractures for adult radiographs performed after hours at a general hospital ED in Singapore, and estimated the potential monetary and non-monetary benefits.
METHODS:
One hundred and fifty anonymised abnormal radiographs were retrospectively collected and fed through an AI fracture detection solution. The radiographs were re-read by two radiologist reviewers and their consensus was established as the reference standard. Cases were stratified based on the concordance between the AI solution and the reviewers' findings. Discordant cases were further analysed based on the nature of the discrepancy into overcall and undercall subgroups. Statistical analysis was performed to evaluate the accuracy, sensitivity and inter-rater reliability of the AI solution.
RESULTS:
Ninety-two examinations were included in the final study radiograph set. The AI solution had a sensitivity of 98.9%, an accuracy of 85.9% and an almost perfect agreement with the reference standard.
CONCLUSION
An AI fracture detection solution has similar sensitivity to human radiologists in the detection of fractures on ED appendicular and pelvic radiographs. Its implementation offers significant potential measurable cost, manpower and time savings.
Humans
;
Singapore
;
Emergency Service, Hospital
;
Fractures, Bone/diagnostic imaging*
;
Artificial Intelligence
;
Retrospective Studies
;
Adult
;
Male
;
Female
;
Cost Savings
;
Middle Aged
;
Pelvic Bones/diagnostic imaging*
;
Reproducibility of Results
;
Aged
;
Sensitivity and Specificity
;
Radiography
2.Deformity Correction Using the "Sandwich" Technique for a Non-Union Hoffa Fracture.
Wilson Wy THAM ; Yuet Peng KHOR ; Yu Han CHEE
Annals of the Academy of Medicine, Singapore 2019;48(2):63-66
Adult
;
Bone and Bones
;
diagnostic imaging
;
injuries
;
Femoral Fractures
;
surgery
;
therapy
;
Foot Deformities, Acquired
;
diagnosis
;
etiology
;
therapy
;
Fracture Fixation, Intramedullary
;
adverse effects
;
methods
;
Fractures, Ununited
;
diagnostic imaging
;
etiology
;
surgery
;
Humans
;
Intra-Articular Fractures
;
diagnostic imaging
;
surgery
;
Male
;
Radiography
;
methods
;
Reoperation
;
methods
;
Treatment Outcome
3.Imaging findings of bone infarction in children with systemic lupus erythematosus.
Yu ZHANG ; Xiao-Min DUAN ; Hai-Bing MEI
China Journal of Orthopaedics and Traumatology 2018;31(3):272-275
OBJECTIVETo investigate diagnostic value of MRI, X ray and CT for bone infarction in children with systemic lupus erythematosus.
METHODSEleven systemic lupus erythematosus children with bone infarction were retrospectively analyzed from January 2015 to January 2017 , and tested by MRI, X-ray and CT. Among them, including 1 male and 10 females aged from 6 to 16 years old with an average of 13 years old. All patients were detected by MRI, 9 patients were detected by X-ray and 3 patients were detected by CT, imaging findings were analyzed.
RESULTSThe location of bone infarction involved 60 sits, 30 sites located on metaphyseal-diaphyseal region, 8 located on patella, 21 located on epiphysis, and 1 located on talus. Focus of 11 patients were detected by MRI, the main manifestation showed geographic change, long T1 and T2 signal could seen around focus, and showed double ring sign and three ring sign; 5 of 9 patients by X-ray examination detected focus;2 of 3 patients by CT examination detected focus. No abnormity seen at early stage by X-ray and CT examination, and low density focus around harden edge at chronic stage.
CONCLUSIONSMRI could display bone fracture at early stage, X-ray and CT could only display lesion at chronic stage, MRI is the most effective method in diagnosing bone infarction.
Adolescent ; Bone and Bones ; diagnostic imaging ; pathology ; Child ; Female ; Humans ; Infarction ; diagnostic imaging ; Lupus Erythematosus, Systemic ; complications ; Magnetic Resonance Imaging ; Male ; Radiography ; Tomography, X-Ray Computed
4.Radiologic Prevalence and Features of Metacarpal Pseudoepiphysis on Normal Korean Children.
Ho Min LEE ; Jong Pil KIM ; Suk KANG ; Young Sung KIM ; Min Young LEE
The Journal of the Korean Orthopaedic Association 2018;53(3):234-242
PURPOSE: Pseudoepiphysis originates from the secondary ossification center of the non-ossification end during the normal pediatric growth process. It is not uncommonly found in the course of metacarpal and metatarsal ossification. We investigated the radiologic prevalence and features of pseudoepiphysis in normal Korean children. MATERIALS AND METHODS: Sex and age distribution following radiologic prevalence as well as the features of metacarpal pseudoepiphysis of 2,320 Korean children aged below 15 years of age and younger who underwent hand radiography between January 2009 and February 2016 were analyzed. RESULTS: A total of 304 out of 2,320 patients had pseudoepiphysis on metacarpal bone, which is a prevalence of 13.1%. Male showed higher prevalence (16.6% for male and 10.5% for female). The peak age was 11 years for boys and 5 years for girls. The first metacarpal bone was most prevalent, with 9.6% of the total population, followed by the second metacarpal bone (5.2%) and fifth metacarpal bone (2.5%). The prevalence of single pseudoepiphysis was 9.4%, and that of multiple pseudoepiphysis was 3.7%. The prevalence of incomplete pseudoepiphysis was 8.9% and was higher than complete pseudoepiphysis (5.6%). CONCLUSION: The prevalence of metacarpal pseudoepiphysis in normal Korean children was 13.1%. It is necessary to be aware of the radiologic features and distributions of pseudoepiphysis to avoid misinterpretation as a bone disease or traumatic fracture in pediatric patients.
Age Distribution
;
Bone Diseases
;
Child*
;
Female
;
Hand
;
Humans
;
Male
;
Metatarsal Bones
;
Prevalence*
;
Radiography
5.Solid Freeform Techniques Application in Bone Tissue Engineering for Scaffold Fabrication.
Saurabh SHIVALKAR ; Sangeeta SINGH
Tissue Engineering and Regenerative Medicine 2017;14(3):187-200
Solid freeform techniques are revolutionising technology with great potential to fabricate highly organized biodegradable scaffolds for damaged tissues and organs. Scaffolds fabricated via Solid freeform (SFF) techniques have more pronounced effect in bone tissue engineering. SFF techniques produce various types of scaffolds from different biomaterials with specific pore size, geometries, orientation, interconnectivity and anatomical shapes. Scaffolds needs to be designed from such biomaterials which can attach directly to natural tissues and mimic its properties, so ideally mechanical properties of scaffolds should be same as that of regenerating tissues for best results. The scaffolds designed without optimized mechanical properties would lead to the reduced nutrition diffusion within tissue engineered constructs (TECs) causing tissue necrosis. These scaffolds are mainly processed from ceramics and polymers like calcium phosphate, polydioxane, €-polycaprolactone, polylactic and polyglycolic acids etc. While, hydrogel scaffolds provide bridge for encapsulated cells and tissues to integrate with natural ECM. Likewise, 2D images from radiography were not sufficient for the prediction of the brain structure, cranial nerves, vessel and architecture of base of the skull and bones, which became possible using the 3D prototyping technologies. Any misrepresentation can lead to fatal outcomes. Biomodelling from these techniques for spinal surgery and preoperative planning are making its way toward successful treatment of several spinal deformities and spinal tumor. In this review we explored laser based and printing SFF techniques following its methodologies, principles and most recent areas of application with its achievements and possible challenges faced during its applications.
Biocompatible Materials
;
Bone and Bones*
;
Brain
;
Calcium
;
Ceramics
;
Congenital Abnormalities
;
Cranial Nerves
;
Diffusion
;
Fatal Outcome
;
Hydrogel
;
Necrosis
;
Polyglycolic Acid
;
Polymers
;
Printing, Three-Dimensional
;
Radiography
;
Skull
6.Management of Melorheostosis.
Je Hyoung YEO ; Sung Taek JUNG ; Min Cheol KIM ; Young Woo CHUNG
The Journal of the Korean Orthopaedic Association 2017;52(5):453-461
Melorheostosis is a very rare sclerosing bone disease with pain, joint stiffness, and limitation of motion. Its characteristic on radiography is a dense bone formation along the side of the bone, resembling the flow of candle grease. Various conservative or surgical methods have been practiced in treating pain and deformities. This is a report on the successful treatment result of six cases of melotheostosis, involving the metatarsal, metacarpal, clavicle, and tibia, which weretreated by conservative and operative treatment methods.
Arthralgia
;
Bone Diseases
;
Clavicle
;
Congenital Abnormalities
;
Melorheostosis*
;
Metatarsal Bones
;
Osteogenesis
;
Radiography
;
Tibia
7.Histological Analysis of In Vitro Co-Culture and In Vivo Mice Co-Transplantation of Stem Cell-Derived Adipocyte and Osteoblast.
Sang Soo HAN ; Jong Jin CHOI ; Dong Eun LEE ; Hyon Seok JANG ; Hyung Min CHUNG ; Sung Hwan MOON ; Sun Woong KANG
Tissue Engineering and Regenerative Medicine 2016;13(3):227-234
Many researchers have focused on the role of adipocytes in increasing efficient bone tissue engineering and osteogenic differentiation of stem cells. Previous reports have not reached a definite consensus on whether adipocytes positively influence in vitro osteogenic differentiation and in vivo bone formation. We investigated the adipocyte influence on osteogenic differentiation from adipose-derived stromal cells (ADSCs) and bone formation through histological analysis in vitro and in vivo. Using the direct co-culture system, we analyzed the influence of adipocytes to promote the differentiation fate of ADSCs. Using co-transplantation of ADSC-derived adipocytes and osteoblasts into the dorsal region of mice, the osteogenesis and bone quality were determined by histological morphology, radiography, and the measurement of the Ca²⁺ concentration. The adipocyte negatively affected the osteoblast differentiation of ADSCs in the in vitro system and induced osteogenesis of osteoblasts in the in vivo system through co-transplantation. Interestingly, in the co-transplanted adipocytes and osteoblasts, the bone formation areas decreased in the osteoblast only group compared with the mixed adipocytes and osteoblast group 6 weeks after transplantation. Conversely, co-transplantation and osteoblast transplantation had similar degrees of calcification as observed from radiography analysis and the measurement of the Ca²⁺ concentrations. Our results revealed that adipocytes inhibited osteoblast differentiation in vitro but enhanced the efficacy of osteogenesis in vivo. In addition, the adipocytes controlled the activity of osteoclasts in the newly formed bone tissue. Our approach can be used to reconstruct bone using stem cell-based tissue engineering and to enhance the understanding of the role adipocytes play.
Adipocytes*
;
Animals
;
Bone and Bones
;
Coculture Techniques*
;
Consensus
;
In Vitro Techniques*
;
Mice*
;
Osteoblasts*
;
Osteoclasts
;
Osteogenesis
;
Radiography
;
Stem Cells
;
Stromal Cells
;
Tissue Engineering
9.F-18 Sodium Fluoride Positron Emission Tomography/Computed Tomography for Detection of Thyroid Cancer Bone Metastasis Compared with Bone Scintigraphy.
Hyunjong LEE ; Won Woo LEE ; So Yeon PARK ; Sang Eun KIM
Korean Journal of Radiology 2016;17(2):281-288
OBJECTIVE: The aim of the study was to compare the diagnostic performances of F-18 sodium fluoride positron emission tomography/computed tomography (bone PET/CT) and bone scintigraphy (BS) for the detection of thyroid cancer bone metastasis. MATERIALS AND METHODS: We retrospectively enrolled 6 thyroid cancer patients (age = 44.7 ± 9.8 years, M:F = 1:5, papillary:follicular = 2:4) with suspected bone metastatic lesions in the whole body iodine scintigraphy or BS, who subsequently underwent bone PET/CT. Pathologic diagnosis was conducted for 4 lesions of 4 patients. RESULTS: Of the 17 suspected bone lesions, 10 were metastatic and 7 benign. Compared to BS, bone PET/CT exhibited superior sensitivity (10/10 = 100% vs. 2/10 = 20%, p = 0.008), and accuracy (14/17 = 82.4% vs. 7/17 = 41.2%, p < 0.025). The specificity (4/7 = 57.1%) of bone PET/CT was not significantly different from that of BS (5/7 = 71.4%, p > 0.05). CONCLUSION: Bone PET/CT may be more sensitive and accurate than BS for the detection of thyroid cancer bone metastasis.
Adult
;
Bone Neoplasms/*radiography/secondary
;
Bone and Bones/*radiography
;
Contrast Media/*chemistry
;
Female
;
Fluorine Radioisotopes/chemistry
;
Humans
;
Male
;
Middle Aged
;
Positron-Emission Tomography
;
Retrospective Studies
;
Sodium Fluoride/*chemistry
;
Thyroid Neoplasms/*pathology
;
Tomography, X-Ray Computed
;
Whole Body Imaging
10.Maturation Disparity between Hand-Wrist Bones in a Chinese Sample of Normal Children: An Analysis Based on Automatic BoneXpert and Manual Greulich and Pyle Atlas Assessment.
Ji ZHANG ; Fangqin LIN ; Xiaoyi DING
Korean Journal of Radiology 2016;17(3):435-442
OBJECTIVE: To assess the maturation disparity of hand-wrist bones using the BoneXpert system and Greulich and Pyle (GP) atlas in a sample of normal children from China. MATERIALS AND METHODS: Our study included 229 boys and 168 girls aged 2-14 years. The bones in the hand and wrist were divided into five groups: distal radius and ulna, metacarpals, proximal phalanges, middle phalanges and distal phalanges. Bone age (BA) was assessed separately using the automatic BoneXpert and GP atlas by two raters. Differences in the BA between the most advanced and retarded individual bones and bone groups were analyzed. RESULTS: In 75.8% of children assessed with the BoneXpert and 59.4% of children assessed with the GP atlas, the BA difference between the most advanced and most retarded individual bones exceeded 2.0 years. The BA mean differences between the most advanced and most retarded individual bones were 2.58 and 2.25 years for the BoneXpert and GP atlas methods, respectively. Furthermore, for both methods, the middle phalanges were the most advanced group. The most retarded group was metacarpals for BoneXpert, while metacarpals and the distal radius and ulna were the most retarded groups according to the GP atlas. Overall, the BAs of the proximal and distal phalanges were closer to the chronological ages than those of the other bone groups. CONCLUSION: Obvious and regular maturation disparities are common in normal children. Overall, the BAs of the proximal and distal phalanges are more useful for BA estimation than those of the other bone groups.
Age Determination by Skeleton
;
Asian Continental Ancestry Group*
;
Bone and Bones
;
Child*
;
China
;
Developmental Disabilities
;
Female
;
Hand
;
Humans
;
Metacarpal Bones
;
Pattern Recognition, Automated
;
Radiography
;
Radius
;
Ulna
;
Wrist

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