Machine Learning for Child and Adolescent Health: A Systematic Review.

CONTEXT: In the last few decades, data acquisition and processing has seen tremendous amount of growth, thus sparking interest in machine learning (ML) within the health care system. OBJECTIVE: Our aim for this review is to provide an evidence map of the current available evidence on ML in pediatrics and adolescent medicine and provide insight for future research. DATA SOURCES: A literature search was conducted by using Medline, the Cochrane Library, the Cumulative Index to Nursing and Allied Health Literature Plus, Web of Science Library, and EBSCO Dentistry & Oral Science Source. STUDY SELECTION: Articles in which an ML model was assessed for the diagnosis, prediction, or management of any condition in children and adolescents (0-18 years) were included. DATA EXTRACTION: Data were extracted for year of publication, geographical location, age range, number of participants, disease or condition under investigation, study methodology, reference standard, type, category, and performance of ML algorithms. RESULTS: The review included 363 studies, with subspecialties such as psychiatry, neonatology, and neurology having the most literature. A majority of the studies were from high-income (82%; n = 296) and upper middle-income countries (15%; n = 56), whereas only 3% (n = 11) were from low middle-income countries. Neural networks and ensemble methods were most commonly tested in the 1990s, whereas deep learning and clustering emerged rapidly in the current decade. LIMITATIONS: Only studies conducted in the English language could be used in this review. CONCLUSIONS: The interest in ML has been growing across various subspecialties and countries, suggesting a potential role in health service delivery for children and adolescents in the years to come.

Effects of Lifestyle Modification Interventions to Prevent and Manage Child and Adolescent Obesity: A Systematic Review and Meta-Analysis.

The objective of this review was to assess the impact of lifestyle interventions (including dietary interventions, physical activity, behavioral therapy, or any combination of these interventions) to prevent and manage childhood and adolescent obesity. We conducted a comprehensive literature search across various databases and grey literature without any restrictions on publication, language, or publication status until February 2020. We included randomized controlled trials and quasi-experimental studies from both high income countries (HIC) and low-middle-income countries (LMICs). Participants were children and adolescents from 0 to 19 years of age. Studies conducted among hospitalized children and children with any pre-existing health conditions were excluded from this review. A total of 654 studies (1160 papers) that met the inclusion criteria were included in this review. A total of 359 studies targeted obesity prevention, 280 studies targeted obesity management, while 15 studies targeted both prevention and management. The majority of the studies (81%) were conducted in HICs, 10% of studies were conducted in upper middle income countries, while only 2% of the studies were conducted in LMICs. The most common setting for these interventions were communities and school settings. Evidence for the prevention of obesity among children and adolescents suggests that a combination of diet and exercise might reduce the BMI z-score (MD: -0.12; 95% CI: -0.18 to -0.06; 32 studies; 33,039 participants; I2 93%; low quality evidence), body mass index (BMI) by 0.41 kg/m2 (MD: -0.41 kg/m2; 95% CI: -0.60 to -0.21; 35 studies; 47,499 participants; I2 98%; low quality evidence), and body weight (MD: -1.59; 95% CI: -2.95 to -0.23; 17 studies; 35,023 participants; I2 100%; low quality evidence). Behavioral therapy alone (MD: -0.07; 95% CI: -0.14 to -0.00; 19 studies; 8569 participants; I2 76%; low quality evidence) and a combination of exercise and behavioral therapy (MD: -0.08; 95% CI: -0.16 to -0.00; 9 studies; 7334 participants; I2 74%; low quality evidence) and diet in combination with exercise and behavioral therapy (MD: -0.13; 95% CI: -0.25 to -0.01; 5 studies; 1806 participants; I2 62%; low quality evidence) might reduce BMI z-score when compared to the control group. Evidence for obesity management suggests that exercise only interventions probably reduce BMI z-score (MD: -0.13; 95% CI: -0.20 to -0.06; 12 studies; 1084 participants; I2 0%; moderate quality evidence), and might reduce BMI (MD: -0.88; 95% CI: -1.265 to -0.50; 34 studies; 3846 participants; I2 72%) and body weight (MD: -3.01; 95% CI: -5.56 to -0.47; 16 studies; 1701 participants; I2 78%; low quality evidence) when compared to the control group. and the exercise along with behavioral therapy interventions (MD: -0.08; 95% CI: -0.16 to -0.00; 8 studies; 466 participants; I2 49%; moderate quality evidence), diet along with behavioral therapy interventions (MD: -0.16; 95% CI: -0.26 to -0.07; 4 studies; 329 participants; I2 0%; moderate quality evidence), and combination of diet, exercise and behavioral therapy (MD: -0.09; 95% CI: -0.14 to -0.05; 13 studies; 2995 participants; I2 12%; moderate quality evidence) also probably decreases BMI z-score when compared to the control group. The existing evidence is most favorable for a combination of interventions, such as diet along with exercise and exercise along with behavioral therapy for obesity prevention and exercise alone, diet along with exercise, diet along with behavioral therapy, and a combination of diet, exercise, and behavioral therapy for obesity management. Despite the growing obesity epidemic in LMICs, there is a significant dearth of obesity prevention and management studies from these regions.

Laparoscopic total colectomy in an eight-year-old with familial adenomatous polyposis: A case report.

Familial Adenomatous Polyposis accounts for <1% of all the colorectal cancer cases, with progression to colorectal cancer usually at >20 years of age. Endoscopy is essential for the diagnosis with definitive treatment involving prophylactic total colectomy. With current surgical advances, this is routinely being performed with the aid of laparoscopy. Due to resource limitations and non-availability of the screening programs in the developing world, such cases remain under diagnosed. Genetic testing is necessary for prognostication of both the index case and their at-risk family members. Thus, we present a rare case of an eight-year-old female, with an early onset progression to colorectal cancer with Familial Adenomatous Polyposis. We performed a prophylactic laparoscopic total procto-colectomy with ileo-anal anastomosis, which to our knowledge is the first ever-performed procedure in Pakistan. We conclude that progression to colorectal carcinoma in familial adenomatous polyposis can present at an earlier age than that reported in the literature. Laparoscopic total colectomy has similar outcomes than open surgical methods with better cosmetic results.

Approaches to the management of pediatric ovarian masses in the 21st century: Systematic review and meta-analysis.

BACKGROUND: Laparoscopy is increasingly being adopted for the treatment of ovarian pathologies in adults. However, its implementation for the management of pediatric ovarian masses varies and the evidence, to date, has not been comprehensively analyzed. This review aims to compare laparoscopic and open surgical management of pediatric ovarian masses. METHODS: We searched PubMed, Cochrane Library and Google Scholar from the year 2000 till April 2017. Studies selected for this included those on epidemiological trends of pediatric ovarian lesions, assessing outcomes of laparoscopic management and comparison of laparoscopic and open surgical techniques for pediatric ovarian masses. A meta-analysis comparing outcomes of both modalities was performed using standard methodology. RESULTS: A total of 44 studies met the inclusion criteria of which 15 were on histological types of ovarian lesions, 24 assessed laparoscopic management only and five compared laparoscopy with open surgery for pediatric ovarian masses. Nonneoplastic lesions were the most common ranging from 36.5% to 73.7%, with cystic lesions being the most prevalent. Neoplastic lesions ranged between 26.3% and 63.5%, with germ cell tumors being the most common, while malignancy ranged between 3.5% and 10.8%. Laparoscopic management was generally advocated for managing benign lesions with a cautious approach for suspicion of malignant lesions. In comparison to open surgery, laparoscopic surgery had shorter operating time (MD = -33.24 min, 95% CI = -34.29 to -32.19, p < 0.0001), less intraop bleeding (MD = - 61.46 ml, 95% CI = -62.69 to -60.24, p < 0.0001), and reduced length of hospital stay (MD = -2.78 days, 95% CI= -2.82 to -2.74, p<0.0001). Complication rates were equivocal between the two approaches. Spillage rates could not be assessed. CONCLUSION: Limited evidence suggests that laparoscopic approach to presumptively benign ovarian masses have better outcomes when compared to open surgery with regards to operating time, blood loss and hospital stay. However, complication rates were similar between the two approaches. Studies with rigorous scientific methods are needed for a definitive recommendation, especially in resource limiting settings. However malignant lesions should still be managed with an open surgical approach to avoid upstaging of disease status. LEVEL OF EVIDENCE: II.

Multiple Magnet Ingestion leading to Bowel Perforation: A Relatively Sinister Foreign Body.

Foreign body ingestion is a common reason for seeking emergency care among children. One of the more serious foreign bodies are the ingestion of multiple magnets or concurrent ingestion of a magnet and a metallic foreign body. Conservative management with serial imaging can be misleading in such cases. Multiple magnets tend to have strong attractive forces among them and may encase loops of bowel within them. Once entrapped, pressure necrosis and perforation will ensue, and thus, a low threshold should be adopted for surgical exploration in such cases. We present the case of a two-year-old male who had an accidental, unwitnessed ingestion of multiple magnets and also report the subsequent surgical management and associated morbidity.

Amoebic liver abscess: Outcomes of percutaneous needle aspiration vs drain placement in paediatric population.

OBJECTIVE: To compare the effectiveness of percutaneous catheter drain placement with percutaneous needle aspiration in terms of hospital stay, time to resolution of symptoms and cost of intervention performed. Methods: The retrospective cohort study was conducted at Aga Khan University Hospital, Karachi, and comprised data of patients with amoebic liver abscess from, January 2006 to December 2016 which was collected using non-probability purposeful sampling. Primary outcome included length of hospital stay, time to resolution of symptoms and cost of intervention. Secondary outcomes included development of complications, need for re-intervention and abscess resolution. SPSS 22 was used for data analysis. . Results: Of the 62 patients, 36(58%) underwent percutaneous needle aspiration Group A, and 26(42%) were treated with percutaneous catheter drain placement Group B. Both groups were malnourished and anaemic at presentation. Overall, 56(90.3%) patients had single abscess and 44(71%) had it in the right lobe. Mean duration of symptoms was less in Group B compared to Group A (11.2±4.5 versus 16.4±3.2 days). Mean abscess size was 6.13cm ± 9.75cm in Group A and 7.40cm ± 8.40cm in Group B. The mean length of hospital stay Group A was shorter than in Group B (p=0.047) with earlier resolution of symptoms (p=0.027). Conclusion: Both methods were found to be effective in treating amoebic liver abscess in children, but percutaneous needle aspiration was more effective.

Twin Reversed Arterial Perfusion Sequence: Assessing the Role of the Correct Imaging Modality in a Rare Clinical Entity.

Acardiac twin formation is a rare anomaly. It is one of the most extreme complications of monozygotic twin pregnancies. Such occurrences are brought about when a normal twin donates blood to an abnormal twin through its umbilical arteries via vascular anastomoses at the level of the placenta, which is termed as twin reversed arterial perfusion sequence (TRAPS). Twin reversed arterial perfusion sequence is considered a rare variant of twin-to-twin transfusion syndrome. Due to the considerable blood transfer from the healthy twin to the parasitic one, cardiac failure can ensue in the healthy twin. The mortality of the acardiac twin is 100%. We present an obstetric case of a South Asian female, whose serial ultrasound scans consistently displayed a heterogeneous mass, initially labeled a teratoma. This was postoperatively diagnosed as an acardiac twin due to TRAPS. Thus, we would like to highlight the importance of umbilical artery Doppler in the prompt diagnosis of TRAPS so timely management may be undertaken to prevent morbidity and/or mortality of the normal twin.

Duplication cyst of the pylorus: a rare cause of gastric outlet obstruction.

Alimentary tract duplications are a rare congenital malformation. They can present with varied symptoms owing to the locality of the duplication, along the gastrointestinal tract. Out of these duplications, the ones along the pylorus are the most rare. These are usually only diagnosed intraoperatively, as it is not a common differential on imaging due to its rarity. In lieu of the literature currently available, pyloric duplication cyst can present anytime from 1 week of age to 5 years, with some cases being detected antenatally due to the prevalence of regular antenatal scanning. Surgery remains the main stay of treatment with the goal of complete excision of the cyst and complete removal of the cyst mucosal lining. We report the case of a 5-year-old girl, which to our knowledge is the first ever reported case from Karachi, Pakistan.