Overcoming the Challenges in the Development and Implementation of Artificial Intelligence in Radiology:A Comprehensive Review of Solutions Beyond Supervised Learning

Artificial intelligence (AI) in radiology is a rapidly developing field with several prospective clinical studies demonstrating its benefits in clinical practice. In 2022, the Korean Society of Radiology held a forum to discuss the challenges and drawbacks in AI development and implementation. Various barriers hinder the successful application and widespread adoption of AI in radiology, such as limited annotated data, data privacy and security, data heterogeneity, imbalanced data, model interpretability, overfitting, and integration with clinical workflows. In this review, some of the various possible solutions to these challenges are presented and discussed; these include training with longitudinal and multimodal datasets, dense training with multitask learning and multimodal learning, self-supervised contrastive learning, various image modifications and syntheses using generative models, explainable AI, causal learning, federated learning with large data models, and digital twins.

Osteotomy around the Knee: Indication and Preoperative Planning / 대한정형외과학회잡지

Osteotomy around the knee is a widely considered surgical procedure for osteoarthritis with lower extremity malalignment. High tibial osteotomy (HTO) is performed for varus deformity, while distal femur osteotomy (DFO) is performed for valgus deformity. However, if the correction is insufficient, double osteotomy can also be considered. This report included the basic principles and current concepts of patient selection and preoperative planning in osteotomy around the knee.

Atypical Fracture of the Ulna Associated with 3 Years of Bisphosphonate Medication / 대한정형외과학회잡지

There have been many studies regarding the relationship between long-term use of bisphosphonate and atypical femoral fractures in the literature. However, studies regarding atypical fractures of the upper limbs are severely limited, especially in Korea. Here, we report an atypical fracture of the ulna in a patient with bisphosphonate medication for a relatively short period of 3 years without any history of fractures at other sites.

Diagnosis and Treatment of Bizarre Parosteal Osteochondromatous Proliferation / 대한정형외과학회잡지

PURPOSE: There have been a few reports of bizarre parosteal osteochondromatous proliferation (BPOP) in Korea to date. The purpose of this study was to investigate the etiology, diagnosis, treatment, and prognosis of BPOP and to report the clinical outcomes from a single institution. MATERIALS AND METHODS: Between 1999 and 2016, six patients who were diagnosed and treated operatively at Yeungnam University Medical Center were reviewed retrospectively. The analysis was performed using medical records, simple radiographs, magnetic resonance imaging (MRI), and pathology results, based on clinical and oncological results. All patients underwent surgical treatment for complete resection. We also analyzed one patient who was initially diagnosed with BPOP, showing different clinical features during the follow-up period. RESULTS: The age of patients ranged from 17 to 60 years. All patients did not show a history of trauma. All patients showed localized edema on the tumor lesion, and three patients also showed tenderness. The tumor lesions were distributed to the femur, tibia, and humerus. All patients underwent marginal resection or wide resection. The mean follow-up period was 50.3 months. There was a malignant change in one patient, but no recurrence or metastasis. CONCLUSION: In this study, there was no difference in the incidence of BPOP in accordance with sex. Moreover, there was no significant relationship between trauma and onset of BPOP. Unlike previous reports, no recurrence occurred after complete resection. If BPOP is diagnosed, it is necessary to consider the possibility of malignant change and distinguish it from other malignant tumors.

Pseudoaneurysm after Knee Arthroscopic Synovectomy in a Septic Arthritis Patient / 대한정형외과학회잡지

Arthroscopic synovectomy is a widely-used method to treat septic knee arthritis. To date, many authors have reported minimal complications related to arthroscopic treatment, especially vascular injuries. A three-dimensional computed tomography angiography revealed a pseudoaneurysm that arise from the popliteal artery near the arthroscopic site in septic arthritis patients with atherosclerosis and neurofibromatosis. A careful arthroscopic procedure via the posteromedial or posterolateral portal is recommended for the prevention of this complication. We, therefore, recommend close observation after arthroscopic procedure, despite the occurrence of complications; nonetheless, early diagnosis and treatment are important. We report a case of pseudoaneurysm of the popliteal artery with a complicating arthroscopic synovectomy in septic arthritis with literature review.

New Skeletal Muscle Mass Index in Diagnosis of Sarcopenia

BACKGROUND: We sought to develop a novel index based on the skeletal muscle mass that reflects the change of quality of life (QOL), and is the most appropriate index for the body composition of the elderly in Korea. Whether lower extremity skeletal muscle mass index (LESMI) is an appropriate novel new index to diagnose patients with sarcopenia was also evaluated. A cut-off value for each index was reported to facilitate the diagnosis of patients with sarcopenia in a Korean population. METHODS: We used the 5th Korean National Health and Nutrition Examination Survey data from 2010. We analyzed 409 elderly patients, including 231 men and 178 women, aged ≥65 years. Patients were diagnosed by calculating their skeletal muscle index based on the skeletal muscle mass measured using dual energy X-ray absorptiometry. Obesity and osteoporosis were used to screen data and EuroQOL-5 dimension as a health questionnaire. RESULTS: The prevalence of sarcopenia in each index was obtained based on its cut-off value for diagnosing sarcopenia. There was a significant difference between the obesity rate of elderly patients diagnosed with sarcopenia and those who were not based on each index. There was no significant difference in the prevalence of osteoporosis between the groups. Sarcopenia diagnosis based on the LESMI was significantly correlated with QOL. CONCLUSIONS: LESMI, a novel index based on skeletal muscle mass, reflects changes in QOL and is appropriate for the body composition of elderly people in Korea.

Staged Treatment of Bicondylar Tibial Plateau Fracture (Schatzker Type V or VI) Using Temporary External Fixator: Correlation between Clinical and Radiological Outcomes

PURPOSE: This study is to investigate clinical and radiological results of staged treatment using a temporary external fixator in bicondylar tibial plateau fractures (TPFs) and to evaluate correlation between prognostic factors and postoperative clinical outcomes. MATERIALS AND METHODS: Twenty-four bicondylar TPF patients were selected. All patients were operated by a temporary external fixator first and then open reduction and internal fixation with dual plating. Clinical and radiological outcomes were evaluated. RESULTS: The mean American Knee Society score (AKSS) was 85.3. The mean Western Ontario and McMaster Universities Osteoarthritis index was 11.2. The mean range of motion (ROM) was 123.4°. The mean medial tibial plateau angle (mTPA) was 88.3°, and the mean proximal posterior tibial angle (PPTA) was 8.4°. Compared with the uninjured limb, the mean difference of mTPA was 1.5° and that of PPTA was 4.0°. The difference of PPTA and the AKSS demonstrated negative correlation (p=0.007). Patients with normal mTPA showed better ROM than those with abnormal mTPA (p=0.041). CONCLUSIONS: Staged treatment using a temporary external fixator in bicondylar TPFs showed good clinical and radiological outcomes. Surgeons should evaluate the reduction status intraoperatively by fluoroscopy and also refer to the uninjured limb radiologically.

Diagnostic Tools for Acute Anterior Cruciate Ligament Injury: GNRB, Lachman Test, and Telos

PURPOSE: The purpose of this study is to compare the accuracy of the GNRB arthrometer (Genourob), Lachman test, and Telos device (GmbH) in acute anterior cruciate ligament (ACL) injuries and to evaluate the accuracy of each diagnostic tool according to the length of time from injury to examination. MATERIALS AND METHODS: From September 2015 to September 2016, 40 cases of complete ACL rupture were reviewed. We divided the time from injury to examination into three periods of 10 days each and analyzed the diagnostic tools according to the time frame. RESULTS: An analysis of the area under the curve (AUC) of a receiver operating characteristic curve showed that all diagnostic tools were fairly informative. The GNRB showed a higher AUC than other diagnostic tools. In 10 cases assessed within 10 days after injury, the GNRB showed statistically significant side-to-side difference in laxity (p<0.001), whereas the Telos test and Lachman test did not show significantly different laxity (p=0.541 and p=0.413, respectively). CONCLUSIONS: All diagnostic values of the GNRB were better than other diagnostic tools in acute ACL injuries. The GNRB was more effective in acute ACL injuries examined within 10 days of injury. The GNRB arthrometer can be a useful diagnostic tool for acute ACL injuries.

High Tibial Osteotomy versus Unicompartmental Knee Arthroplasty for Medial Compartment Arthrosis with Kissing Lesions in Relatively Young Patients

PURPOSE: The purpose of this study is to compare the clinical and radiographic outcomes of high tibial osteotomy (HTO) and unicompartmental arthroplasty (UKA) in advanced medial compartment arthritis accompanied by kissing lesions in relatively young patients. MATERIALS AND METHODS: Forty-five patients were divided into the HTO (n=23) and UKA (n=22) groups. Clinically, we evaluated the Lysholm knee scoring scale, visual analogue scale, Hospital for Special Surgery, and Western Ontario and McMaster Universities Osteoarthritis index scores preoperatively, 6 and 12 months postoperatively, and at the final follow-up. Radiographically, we measured the femoral-tibial angle and mechanical axis deviation preoperatively and at the final follow-up. RESULTS: All clinical outcomes gradually improved in both groups from the postoperative period to the final follow-up. At the final follow-up, all clinical outcomes were slightly better in the UKA group than in the HTO group; however, differences were not statistically significant. CONCLUSIONS: HTO is comparable to UKA in terms of clinical outcomes. Thus, the results of this study suggest that HTO might be a good alternative treatment to UKA for medial unicompartmental arthritis accompanied by kissing lesions in relatively young patients.

Cutaneous Cryptococcosis Caused by Intravenous Line in Patient with Rheumatoid Arthritis

Primary cutaneous cryptococcosis is a fungal infection caused by Cryptococ cus neoformans which is frequently occurred in the immunosuppressed host. The treatment of primary cutaneous cryptococcosis is mainly fluconazole, and the prognosis is relatively good. We report a case of primary cutaneous cryptococcosis due to intravenous line on the left forearm after lumbar stenosis surgery in a patient with rheumatoid arthritis, who finally underwent second, fourth, and fifth ray amputation.

Unhealed Wound of the Lower Leg due to Synovial Fistula of the Ankle Joint / 대한족부족관절학회지

Synovial fistula of the ankle joint is an uncommon complication from an ankle sprain. This may likely result in an unhealed wound around the ankle joint due to continuous leakage of joint fluid. However, in the event of an open wound on the lower leg, and not on the joint, it may be difficult to consider synovial fistula as a cause of the open wound. We experienced an interesting case with an unhealed open wound on the lower leg due to a synovial fistula of the ankle joint following an ankle sprain. We obtained good results after a treatment using a self-produced suction drainage device on the unhealed open wound.

Fabella Syndrome: A Rare Cause of Common Peroneal Nerve Palsy / 대한정형외과학회잡지

The fabella has been considered to have a minor clinical significance. However, there have been a few reports describing the fabella as one of the causes of peroneal nerve palsy (PNP). This report describes a 66-year-old farmer who complained of acute neurologic symptoms involving the fabella. Surgical extirpation was performed and neurologic function was recovered dramatically. Recently, there have been no published reports on fabella syndrome with common PNP. Here, we report an unusual case of common PNP with the fabella as a cause.

Results of Clinical and Oncological Outcomes in Treatment of the Humerus Malignant Bone Tumor: Comparison according to the Treatment Methods / 대한정형외과학회잡지

PURPOSE: The purpose of this study was to compare the clinical and oncological outcomes between the primary and metastatic malignant tumor of humerus. MATERIALS AND METHODS: Between May 2005 and May 2014, 42 cases of malignant tumor in humerus that were followed-up for at least 1 year were entered into the study and analyzed retrospectively. Cases were divided into two groups, the primary (group 1, 15 cases) and metastatic (group 2, 27 cases), according to the origin of the tumor. The clinical and oncological outcomes between the primary and metastatic malignant tumor of humerus were analyzed and compared. RESULTS: In the group 1, nine cases were osteosarcoma and six cases were chondrosarcoma. The tumor lesions were distributed in the proximal area of the humerus. In the group 2, 12 cases originated from lung cancer, six cases from liver cancer, and two cases from bladder cancer. The lesions were usually distributed in the midshaft area. The patients underwent various surgical treatments, including wide excision with tumor prosthesis, curettage with bone grafting, intramedullary nailing, open reduction, and internal fixation with plate. Kaplan-Meier 5-year survival estimates were 87.5% for group 1, and 1-year survival estimates were 70.1% and 2-year survival estimates were 40.1% for group 2. The mean Musculoskeletal Tumor Society score was high in both groups. However group 1 showed a higher score on the functional index compared to group 2. CONCLUSION: Primary malignant bone tumors of the humerus usually involve the proximal site and tumor prosthesis is the main treatment. The metastatic malignant bone tumor usually involves the midshaft area and intramedullary nailing and radiation therapy is the main therapy. Although treatment of the primary malignant tumor increases the survival rate, treatment of metastatic malignant tumor does not affect the survival rate, though it helps in relieving pain.

Comparison of Difference in Hematologic and Hemodynamic Outcomes between Primary Total Knee Arthroplasty and Revision of Infected Total Knee Arthroplasty

PURPOSE: This study is to identify preoperative cautions for revision of infected total knee arthroplasty (TKA) by understanding the differences in hematologic and hemodynamic changes between primary TKA and revision of infected TKA. MATERIALS AND METHODS: The study included 40 patients in each of the two groups: one group with patients who underwent TKA and the other group with patients who underwent revision of infected TKA. All patients matched for age and body mass index. The following data were compared between the groups: changes in blood pressure, variations in hemoglobin level, amount of postoperative blood loss and transfused blood, incidence of blood transfusion, white blood cell (WBC) count, albumin level, erythrocyte sedimentation rate (ESR), C-reactive protein (CRP), and liver enzyme level. RESULTS: The hemoglobin levels, transfusion rate, and the amount of blood loss were significantly higher in the revision group (p=0.012). In both groups, CRP reached the highest level on the 3rd postoperative day but it was normalized 2 weeks postoperatively; however, the revision TKA group showed a greater tendency to normalization (p=0.029). There were significant differences between the groups in ESR, WBC, blood pressure, and changes in liver enzyme levels. CONCLUSIONS: Revision of infected TKA results in greater hemodynamic variations than primary TKA. Therefore, more efforts should be made to identify pre- and postoperative hemodynamic changes and hematologic status.

An Acute Pulmonary Embolism Accompanying Greater Saphenous Vein Thrombosis / 대한내과학회지

Pulmonary embolism is most commonly related to deep vein thrombosis of the lower extremities. However, recent studies show that the thrombosis of superficial veins can also progress to deep vein thrombosis and pulmonary embolism. To our knowledge, there is no Korean report of pulmonary embolism associated with superficial vein thrombosis. We experienced an 82-year-old woman complaining of dyspnea and chest pain. On chest dynamic computed tomography (CT), pulmonary embolism was diagnosed. To evaluate the origin of the pulmonary embolism, abdominal CT, Doppler ultrasonography, and ascending venography of both lower extremities were done. We found no deep vein thrombosis, while thrombus of the proximal left greater saphenous vein was seen. We report a case of pulmonary embolism accompanying greater saphenous vein thrombosis without deep vein thrombosis.

The Diagnostic Strategy for Malignant Bone Tumors / 대한정형외과학회잡지

Malignant bone tumors would be classified as primary malignant bone tumors, secondary malignant bone tumors, and metastatic bone tumors. Primary malignant bone tumors are rare diseases occupying 1% of adult cancers, and 6% of pediatric cancers. The chief complaint of malignant bone tumor patients is pain different from that of malignant soft tissue tumor patients. Diagnostic procedures start with clinical evaluation including current illness, past medical history, family history, and physical examination. Then we take a radiograph first and obtain important and diagnostic clues from it. However pathological diagnosis and information about the extent of tumor are required to obtain a more definite diagnosis and staging. Examinations for detection of local and systemic tumor extent are scintigraphy, computed tomography (CT), magnetic resonance imaging, and positron emission tomography-CT. If the clinical and radiographic information suggests aggressive or malignant bone tumor, the patient should be referred to a bone tumor specialist without further evaluations.

The Effect of Indigocarmine on Improvement of the Polyp Detection Rate during Colonoscopic Examination with Hood Cap

BACKGROUND/AIMS: Hood cap-assisted chromocolonoscopy using indigocarmine is expected to improve the detection rate of colorectal polyps, especially adenomatous polyps. Therefore, aim of the present study was to evaluate the usefulness of hood cap-assisted chromocolonoscopy in routine colonoscopic examinations. METHODS: From January, 2013 through March, 2013, a total of 86 patients were enrolled (M:F=33:53, mean age=60 years). For each patient, hood cap-assisted colonoscopic examination was performed, followed by hood cap-assisted chromocolonoscopy using 0.2% indigocarmine from the cecum to the hepatic flexure. Total numbers and characteristics of polyps were compared before and after indigo carmine dye spraying. RESULTS: Prior to dye spraying, 48 polyps were found in 37 patients, and after dye spraying, 53 additional polyps were found in 34 patients. Of these undetected polyps, 45 (85%) were small sized polyps (< or =0.5 cm). Histologically, 19 (36%) were adenomatous polyps, and of these, 15 (28%) were tubular adenomas and 4 (8%) were serrated adenomas. As for the polyp detection rate, there was no difference between the expert and the non-expert groups. CONCLUSION: Hood cap-assisted chromocolonoscopic examination using indigocarmine was helpful in detecting cecum and ascending colon polyps, especially small sized polyps (<0.5 cm) and neoplastic polyps.

Two Cases of Spinal Epidural Abscess in Hemodialysis Patients / 영남의대학술지

While epidural abscesses are rare in hemodialysis patients, they can cause severe neurological complications that can be fatal because only nonspecific symptoms appear in the early stages of the infection. Their incidence increased recently due to intravenous drug abuse, invasive spinal surgery, percutaneous vertebral procedures, and the development of diagnostic modalities. The increased number of cases is related to the use of dialysis catheters in hemodialysis patients. If a patient has fever and back pain, doctors should eliminate the possibility of other common diseases and consider spinal epidural infection. Early diagnosis and proper treatment are important to prevent neurological complications. In this paper, the symptoms, blood work, magnetic resonanceimaging (MRI) findings, and clinical course of two hemodialysis patients who developed spinal epidural abscesses are described.

A Case of Successful Treatment of Refractory Synovitis Acne Pustulosis Hyperostosis Osteitis (SAPHO) Syndrome with Adalimumab / 영남의대학술지

Synovitis acne pustulosis hyperostosis osteitis (SAPHO) syndrome is a rare disease that involves the skin, bones and joints. It is thought to be caused by infection with low-toxicity bacteria and to be the result of reactive infectious osteitis. However, this hypothesis has not yet been clearly established. New SAPHO syndrome treatment methods are needed because the disease does not respond to treatment in many cases. In this paper, a case is reported of SAPHO syndrome with pain in the acromioclavicular joint and with squamous and pustular macules on the palms and soles. First, the patient was treated with aceclofenac, prednisolon and sulfasalazine for two weeks. However, the symptoms were not relieved, so methotrexate and pamidronate were added to the treatment. Since no improvement was seen after four weeks of treatment, adalimumab was prescribed. The skin lesions were relieved two weeks later, and the bone pain and arthralgia, four weeks later. No recurrence or adverse effects were observed at the 22-week follow-up.

A Case of Oral Myiasis Caused by Lucilia sericata (Diptera: Calliphoridae) in Korea

We report here a case of oral myiasis in the Republic of Korea. The patient was a 37-year-old man with a 30-year history of Becker's muscular dystrophy. He was intubated due to dyspnea 8 days prior to admission to an intensive care unit (ICU). A few hours after the ICU admission, 43 fly larvae were found during suction of the oral cavity. All maggots were identified as the third instars of Lucilia sericata (Diptera: Calliphoridae) by morphology. We discussed on the characteristics of myiasis acquired in Korea, including the infection risk and predisposing factors.