Implementing AI Models for Prognostic Predictions in High-Risk Burn Patients.

BACKGROUND AND OBJECTIVES: Burn injuries range from minor medical issues to severe, life-threatening conditions. The severity and location of the burn dictate its treatment; while minor burns might be treatable at home, severe burns necessitate medical intervention, sometimes in specialized burn centers with extended follow-up care. This study aims to leverage artificial intelligence (AI)/machine learning (ML) to forecast potential adverse effects in burn patients. METHODS: This retrospective analysis considered burn patients admitted to Chi Mei Medical Center from 2010 to 2019. The study employed 14 features, comprising supplementary information like prior comorbidities and laboratory results, for building models for predicting graft surgery, a prolonged hospital stay, and overall adverse effects. Overall, 70% of the data set trained the AI models, with the remaining 30% reserved for testing. Three ML algorithms of random forest, LightGBM, and logistic regression were employed with evaluation metrics of accuracy, sensitivity, specificity, and the area under the receiver operating characteristic curve (AUC). RESULTS: In this research, out of 224 patients assessed, the random forest model yielded the highest AUC for predictions related to prolonged hospital stays (>14 days) at 81.1%, followed by the XGBoost (79.9%) and LightGBM (79.5%) models. Besides, the random forest model of the need for a skin graft showed the highest AUC (78.8%), while the random forest model and XGBoost model of the occurrence of adverse complications both demonstrated the highest AUC (87.2%) as well. Based on the best models with the highest AUC values, an AI prediction system is designed and integrated into hospital information systems to assist physicians in the decision-making process. CONCLUSIONS: AI techniques showcased exceptional capabilities for predicting a prolonged hospital stay, the need for a skin graft, and the occurrence of overall adverse complications for burn patients. The insights from our study fuel optimism for the inception of a novel predictive model that can seamlessly meld with hospital information systems, enhancing clinical decisions and bolstering physician-patient dialogues.

Isoorientin Decreases Cell Migration via Decreasing Functional Activity and Molecular Expression of Proton-Linked Monocarboxylate Transporters in Human Lung Cancer Cells.

Aggressive tumor cells mainly rely on glycolysis, and further release vast amounts of lactate and protons by monocarboxylate transporter (MCT), which causes a higher intracellular pH (pHi) and acidic extracellular pH. Isoorientin, a principle flavonoid compound extracted from several plant species, shows various pharmacological activities. However, effects of isoorientin on anticancer and MCT await to explore in human lung cancer cells. Human lung cancer tissues were obtained from cancer patients undergoing surgery, while the human lung adenocarcinoma cells (A549) were bought commercially. Change of pHi was detected by microspectrofluorometry method with a pH-sensitive fluorescent dye, BCECF. MTT and wound-healing assay were used to detect the cell viability and migration, respectively. Western blot techniques and immunocytochemistry staining were used to detect the protein expression. Our results indicated that the expression of MCTs1/4 and CD147 were upregulated significantly in human lung tissues. In experiments of A549 cells, under HEPES-buffer, the resting pHi was 7.47, and isoorientin (1-300µM) inhibited functional activity of MCT concentration-dependently (up to -42%). Pretreatment with isoorientin (3-100µM) for 24h, MCT activity and cell migration were significantly inhibited (-25% and -40%, respectively), while the cell viability was not affected. Moreover, the expression of MCTs1/4, CD147, and matrix metalloproteinase (MMP) 2/9 were significantly down regulated. In summary, MCTs1/4 and CD147 are significantly upregulated in human lung adenocarcinoma tissues, and isoorientin inhibits cells-migration by inhibiting activity/expression of MCTs1/4 and MMPs2/9 in human lung cancer cells. These novel findings suggest that isoorientin could be a promising pharmacological agent for lung cancer.

Distant Intramuscular Metastases of Head and Neck Squamous Cell Carcinoma.

OBJECTIVES: Metastasis of head and neck squamous cell carcinoma (HNSCC) usually occurs regionally in the neck lymph nodes, but also more infrequently at distant organs (eg, the lungs, bone, and liver). Intramuscular metastasis (IMM) has rarely been described. Therefore, we aimed to identify this disease characteristic and to evaluate available medical management options. METHODS: Data of surgically treated HNSCC patients (n = 1150) at the Chi Mei Medical Center, Taiwan (2005-2015), were retrospectively reviewed. Literature searches were also conducted (1985-2015) to analyze the behavior of HNSCC with distant IMMs. RESULTS: We identified 1 HNSCC patient with histopathologically proven IMMs. Ten similar cases were also identified in the available literature. Two-thirds of lesions arose in patients with laryngeal/hypopharyngeal malignancies, and two-thirds of lesions were located in the lower limbs. Lesions were subjectively painful and usually had rim enhancement with central hypoattenuation in contrast-enhanced computed tomography/magnetic resonance imaging. The mean duration between primary tumor diagnosis and secondary lesion detection was 13.7 months. No patient survived more than 2 years after establishing a diagnosis of HNSCC with IMMs. CONCLUSIONS: Distant IMMs are extremely rare in HNSCC patients and have a poor clinical outcome. Differentiating this disease from sarcoma via anatomic distribution or diagnostic imaging studies is not straightforward. Biopsies for histopathologic examination are mandatory. Treatment of HNSCC patients with IMMs is mainly palliative for life quality preservation and not lifetime prolongation. Radiotherapy is established as a first-line treatment for symptom control with surgical intervention usually preserved for refractory cases.

Tigecycline salvage therapy for necrotizing fasciitis caused by Vibrio vulnificus: Case report in a child.

Necrotizing fasciitis caused by Vibrio vulnificus is rarely reported in children. We describe a 12-year-old immunocompetent boy with necrotizing fasciitis caused by V. vulnificus. He was cured by radical and serial debridement and salvage therapy with intravenous cefpirome plus tigecycline. The in vitro antibacterial activity of combination regimens and a literature review of pediatric V. vulnificus infection are described.

Independent predictors of mortality for necrotizing fasciitis: a retrospective analysis in a single institution.

BACKGROUND: Necrotizing fasciitis (NF), a life-threatening soft tissue infection, requires early diagnosis, prompt and repeated surgical intervention, and broad-spectrum antibiotic therapy. The aim of this study was to identify the independent predictors of mortality among patients with NF in Taiwan. METHODS: We retrospectively reviewed the medical records of all patients who were admitted to Chi-Mei Medical Center, Tainan, Taiwan, with a diagnosis of NF. The definitive diagnosis was confirmed by the surgical findings, including (1) dishwater or foul-smelling discharge, (2) presence of necrotic fascia or lack of fascial bleeding, and (3) lack of resistance of normally adherent muscular fascia to blunt dissection. To identify factors associated with mortality, variables including personal history and comorbidities, clinical symptoms and signs, laboratory data, and microbiological data were compared between survivors and nonsurvivors. RESULTS: From January 2003 to December 2009, 472 patients treated for NF were included in the study. The overall mortality was 12.1% (n = 57) and the 30-day mortality was 11.0% (n = 52). Multivariate analysis revealed eight independent predictors of mortality for NF including liver cirrhosis, soft tissue air, Aeromonas infection, age older than 60 years, band polymorphonuclear neutrophils >10%, activated partial thromboplastin time >60 s, bacteremia, and serum creatinine >2 mg/dL. CONCLUSION: We identified eight independent predictors of mortality that provided useful information on the severity of NF and guidance for treatment. Prospective studies are required to examine the fitness and sufficiency of these variables as effective predictors of NF mortality.

Resurfacing of total penile full-thickness burn managed with the Versajet hydrosurgery system.

Reconstruction of penile skin loss resulting from various causes is a challenge for clinician. Especially in a potent man, functional and cosmetic outcomes are demanded. Conservative treatment with topical agents is not enough for the full-thickness burn although hypertrophic scar and secondary contracture usually occurs. Resurfacing of total penile full-thickness burn after wound management with the Versajet hydrosurgery system (a water-jet powered debrider) is described for the first use in our hospital.

Post-traumatic stress disorder after severe burn in southern Taiwan.

This cross-sectional study was conducted to examine the prevalence and risk factors of post-traumatic stress disorder (PTSD) after severe burn, and the need for psychological intervention for burn patients in southern Taiwan. Participants (N=82) were assessed by means of the Mini-International Neuropsychiatry Interview (MINI) scale with a structured questionnaire. Results showed that the prevalence of post-traumatic stress disorder in burn patients who met the DSM-IV criteria for PTSD was 26.8%. The risk factors related to PTSD in burn patients were: female, unmarried, and a lack of leisure arrangements after adjusting for confounding factors. PTSD patients needed more psychological intervention than the non-PTSD patients. These results suggest that PTSD after severe burn was not uncommon in southern Taiwan. The identified risk factors could provide clues to help burn care professionals provide multidisciplinary intervention.

Evolution of the free groin flap: the superficial circumflex iliac artery perforator flap.

BACKGROUND: The free groin flap, revolutionary in 1972, has gradually lost its relative popularity because of the new free flaps available as well as because of some of its inherent disadvantages, including a short arterial pedicle, variable arterial anatomy, the generally small caliber of the included blood vessels, its bulkiness, and numbness at the donor site. METHODS: From December of 2002 to May of 2004, the authors successfully overcame a number of these disadvantages by means of clinical application of the superficial circumflex iliac artery perforator flap in 12 patients (age range, 15 to 67 years). These surgical procedures involved nine recipient sites in the upper limbs, two in the foot, and one in the buccal region. RESULTS: This flap not only overcomes most of the disadvantages of the free groin flap but also demonstrates many of its advantages, including the following: (1) concealment of the donor-site scar; (2) primary closure of the donor site; (3) the availability of a large cutaneous flap (25 x 8 cm to 6 x 4 cm); (4) non-hair-bearing skin; (5) longer arterial pedicle (3 to 13 cm); (6) typically requiring no vessel grafting; (7) seldom being a "bulgy" flap; (8) smaller are of numbness at the donor site; and (9) less time required for flap dissection (0.5 to 1.5 hours). CONCLUSIONS: The superficial circumflex iliac artery perforator flap is an evolution of the conventional free groin flap. This flap not only overcomes most of the disadvantages of the free groin flap but also offers the many advantages of the successful application of the free groin flap.