Jaundice,common condition in newborns,is characterized by yellowing of the skin and eyes due to elevated levels of bilirubin in the blood.Timely detection and management of jaundice are crucial to prevent potential co...Jaundice,common condition in newborns,is characterized by yellowing of the skin and eyes due to elevated levels of bilirubin in the blood.Timely detection and management of jaundice are crucial to prevent potential complications.Traditional jaundice assessment methods rely on visual inspection or invasive blood tests that are subjective and painful for infants,respectively.Although several automated methods for jaundice detection have been developed during the past few years,a limited number of reviews consolidating these developments have been presented till date,making it essential to systematically evaluate and present the existing advancements.This paper fills this gap by providing a thorough survey of automated methods for jaundice detection in neonates.The primary focus of the survey is to review the existing methodologies,techniques,and technologies used for neonatal jaundice detection.The key findings from the review indicate that image-based bilirubinometers and transcutaneous bilirubinometers are promising non-invasive alternatives,and provide a good trade-off between accuracy and ease of use.However,their effectiveness varies with factors like skin pigmentation,gestational age,and measurement site.Spectroscopic and biosensor-based techniques show high sensitivity but need further clinical validation.Despite advancements,several challenges including device calibration,large-scale validation,and regulatory barriers still haunt the researchers.Standardization,regulatory compliances,and seamless integration into healthcare workflows are the key hurdles to be addressed.By consolidating the current knowledge and discussing the challenges and opportunities in this field,this survey aims to contribute to the advancement of automatic jaundice detection and ultimately improve neonatal care.展开更多
Objectives: To study the reliability of a transcutaneous bilirubinometer (Bilicheck) to determine bilirubin levels in neonates consulting for jaundice in a Paediatric Emergency Department (ED), and to evaluate its use...Objectives: To study the reliability of a transcutaneous bilirubinometer (Bilicheck) to determine bilirubin levels in neonates consulting for jaundice in a Paediatric Emergency Department (ED), and to evaluate its usefulness as a screening method. Methods: Prospective observational study realized between June of 2005 and December of2005 inneonates consulting at a paediatric emergency department for jaundice, in whom we realized both transcutaneous and total serum bilirubin measurements (TcB and TSB). We collected demographic variables, analytical variables (serum and transcutaneous bilirubin levels), length of stay in the ED, and need for treatment. Results: 66 children were included aged 2 to 31 days (81% of the sample were 2 to 7 days old). There was a close and statistically significant correlation between TcB and TSB (r = 0.81, p < 0.001). The area under the ROC curve was of 0.90, allowing detecting newborns with jaundice susceptible of treatment with TcB levels ≥ 13 mg/dL (sensitivity 92%, specificity 63, 5%, a positive predictive value 39% and a negative predictive value 97%). The number of venous punctures could be reduced in 50%. The medium stay in the ED was of 2 hours when performing serum measurements. Conclusions: A linear correlation exists between TcB-TSB. TcB measurement cannot replace that of TsB, however it could be used as a screening method in an ED to determine which neonates need confirmation by TsB measurement. The use of transcutaneous bilirubinometer would reduce both the number of painful interventions in neonates and the medium length of stay in ED, consequently reducing iatrogenesis.展开更多
基金funded by the Indian Council of Medical Research(ICMR),New Delhi,Government of India under Grant No.EM/SG/Dev.Res/124/0812-2023.
文摘Jaundice,common condition in newborns,is characterized by yellowing of the skin and eyes due to elevated levels of bilirubin in the blood.Timely detection and management of jaundice are crucial to prevent potential complications.Traditional jaundice assessment methods rely on visual inspection or invasive blood tests that are subjective and painful for infants,respectively.Although several automated methods for jaundice detection have been developed during the past few years,a limited number of reviews consolidating these developments have been presented till date,making it essential to systematically evaluate and present the existing advancements.This paper fills this gap by providing a thorough survey of automated methods for jaundice detection in neonates.The primary focus of the survey is to review the existing methodologies,techniques,and technologies used for neonatal jaundice detection.The key findings from the review indicate that image-based bilirubinometers and transcutaneous bilirubinometers are promising non-invasive alternatives,and provide a good trade-off between accuracy and ease of use.However,their effectiveness varies with factors like skin pigmentation,gestational age,and measurement site.Spectroscopic and biosensor-based techniques show high sensitivity but need further clinical validation.Despite advancements,several challenges including device calibration,large-scale validation,and regulatory barriers still haunt the researchers.Standardization,regulatory compliances,and seamless integration into healthcare workflows are the key hurdles to be addressed.By consolidating the current knowledge and discussing the challenges and opportunities in this field,this survey aims to contribute to the advancement of automatic jaundice detection and ultimately improve neonatal care.
文摘Objectives: To study the reliability of a transcutaneous bilirubinometer (Bilicheck) to determine bilirubin levels in neonates consulting for jaundice in a Paediatric Emergency Department (ED), and to evaluate its usefulness as a screening method. Methods: Prospective observational study realized between June of 2005 and December of2005 inneonates consulting at a paediatric emergency department for jaundice, in whom we realized both transcutaneous and total serum bilirubin measurements (TcB and TSB). We collected demographic variables, analytical variables (serum and transcutaneous bilirubin levels), length of stay in the ED, and need for treatment. Results: 66 children were included aged 2 to 31 days (81% of the sample were 2 to 7 days old). There was a close and statistically significant correlation between TcB and TSB (r = 0.81, p < 0.001). The area under the ROC curve was of 0.90, allowing detecting newborns with jaundice susceptible of treatment with TcB levels ≥ 13 mg/dL (sensitivity 92%, specificity 63, 5%, a positive predictive value 39% and a negative predictive value 97%). The number of venous punctures could be reduced in 50%. The medium stay in the ED was of 2 hours when performing serum measurements. Conclusions: A linear correlation exists between TcB-TSB. TcB measurement cannot replace that of TsB, however it could be used as a screening method in an ED to determine which neonates need confirmation by TsB measurement. The use of transcutaneous bilirubinometer would reduce both the number of painful interventions in neonates and the medium length of stay in ED, consequently reducing iatrogenesis.