1
|
Characterizing and quantifying low-value diagnostic imaging internationally: a scoping review. BMC Med Imaging 2022; 22:73. [PMID: 35448987 PMCID: PMC9022417 DOI: 10.1186/s12880-022-00798-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Accepted: 04/12/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Inappropriate and wasteful use of health care resources is a common problem, constituting 10-34% of health services spending in the western world. Even though diagnostic imaging is vital for identifying correct diagnoses and administrating the right treatment, low-value imaging-in which the diagnostic test confers little to no clinical benefit-is common and contributes to inappropriate and wasteful use of health care resources. There is a lack of knowledge on the types and extent of low-value imaging. Accordingly, the objective of this study was to identify, characterize, and quantify the extent of low-value diagnostic imaging examinations for adults and children. METHODS A scoping review of the published literature was performed. Medline-Ovid, Embase-Ovid, Scopus, and Cochrane Library were searched for studies published from 2010 to September 2020. The search strategy was built from medical subject headings (Mesh) for Diagnostic imaging/Radiology OR Health service misuse/Medical overuse OR Procedures and Techniques Utilization/Facilities and Services Utilization. Articles in English, German, Dutch, Swedish, Danish, or Norwegian were included. RESULTS A total of 39,986 records were identified and, of these, 370 studies were included in the final synthesis. Eighty-four low-value imaging examinations were identified. Imaging of atraumatic pain, routine imaging in minor head injury, trauma, thrombosis, urolithiasis, after thoracic interventions, fracture follow-up and cancer staging/follow-up were the most frequently identified low-value imaging examinations. The proportion of low-value imaging varied between 2 and 100% inappropriate or unnecessary examinations. CONCLUSIONS A comprehensive list of identified low-value radiological examinations for both adults and children are presented. Future research should focus on reasons for low-value imaging utilization and interventions to reduce the use of low-value imaging internationally. SYSTEMATIC REVIEW REGISTRATION PROSPERO: CRD42020208072.
Collapse
|
2
|
Can we reduce CT scan and hospital costs in children with blunt trauma using four parameters? ANNALS OF PEDIATRIC SURGERY 2022. [DOI: 10.1186/s43159-021-00142-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Blunt trauma is one of the most common causes of admission to the emergency service in childhood. Children with trauma are generally evaluated in emergency services where pediatric and adult patients are together, and difficulties are experienced in managing children exposed to trauma. CT is preferred for quick detection and grading of toracoabdominal, skeleton, and neurological injury in high energy trauma. The present study aims to determine the severity of trauma and whether CT exposure can be reduced and patient cost using four parameters.
This study was conducted with 586 pediatric patients exposed to blunt abdominal trauma. The clinical prediction rule consisted of four parameters, including abdominal pain, physical examination findings, aspartate aminotransferase (AST), and chest x-ray (CXR, which was used to predict intraabdominal injury in patients with blunt trauma. Patients with no parameters of the clinical decision rule were considered very low risk, and those with one or more parameters were considered at risk. The hospital cost of the patients with and without clinical decision rule was calculated and compared.
Results
In our study, according to the four-variable clinical prediction rule, 88.1% of the patients had a very low risk of intraabdominal injury and 11.9% of them were at risk. The sensitivity was 97.3%, specificity 98.2%, and accuracy was 97.4% in very low-risk patients with four variables clinical prediction rule. In the very low-risk patients, the abnormal CT rate was 0.3% and conservative treatment was performed. With the use of four variables, 0.17% of solid organ injuries may be overlooked. In the risk of patients, 2.9% of these patients were abnormal CT findings, while tube thoracostomy was performed in four patients with pneumothorax, conservative treatment was performed in other patients.
It was determined that routine computed tomography scan increased the patient cost by 5.5 times.
Conclusion
Patients exposed to blunt trauma with a very low risk of intra-abdominal injury can be identified with a four-variable clinical prediction rule. According to the four-variable clinical prediction rule, very low-risk patients do not require immediate CT. The hospital costs can be reduced by reducing the CT scan. However, it should be kept in mind that a small proportion of intra-abdominal injuries may be overlooked.
Collapse
|
3
|
Sigal AP, Deaner T, Woods S, Mannarelli E, Muller AL, Martin A, Schoener A, Brower M, Ong A, Geng T, Guillen F, Lahmann B, Wasser T, Valente C. External validation of a pediatric decision rule for blunt abdominal trauma. J Am Coll Emerg Physicians Open 2022; 3:e12623. [PMID: 35072160 PMCID: PMC8760953 DOI: 10.1002/emp2.12623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 11/04/2021] [Accepted: 11/23/2021] [Indexed: 11/16/2022] Open
Abstract
INTRODUCTION Blunt traumatic injuries are a leading cause of morbidity and mortality in the pediatric population. Contrast-enhanced multidetector computed tomography is the best imaging tool for screening patients at risk of blunt abdominal injury. The Pediatric Emergency Care Applied Research Network (PECARN) abdominal rule was derived to identify patients at low risk for significant abdominal injury who do not require imaging. METHODS We conducted a retrospective review of pediatric patients with blunt trauma to validate the PECARN rule in a non-pediatric specialized hospital from February 3, 2013, through December 31, 2019. We excluded those with penetrating or mild isolated head injury. The PECARN decision rule was retrospectively applied for the presence of a therapeutic intervention, defined as a laparotomy, angiographic embolization, blood transfusion, or administration of intravenous fluids for pancreatic or gastrointestinal injury. Sensitivity and specificity analysis were conducted along with the negative and positive predictive values. RESULTS A total of 794 patients were included in the final analysis; 23 patients met the primary outcome for an acute intervention. The PECARN clinical decision rule (CDR) had a sensitivity of 91.3%, a negative predictive value of 99.5, and a negative likelihood ration of 0.16. CONCLUSION In a non-pediatric specialty hospital, the PECARN blunt abdominal CDR performed with comparable sensitivity and negative predictive value to the derivation and external validation study performed at specialized children's hospitals.
Collapse
Affiliation(s)
- Adam P. Sigal
- Department of Emergency MedicineReading HospitalWest ReadingPennsylvaniaUSA
| | - Traci Deaner
- Department of Emergency MedicineReading HospitalWest ReadingPennsylvaniaUSA
| | - Sam Woods
- Department of Emergency MedicineReading HospitalWest ReadingPennsylvaniaUSA
| | | | - Alison L. Muller
- Department of SurgerySection of Trauma and Critical CareReading HospitalWest ReadingPennsylvaniaUSA
| | - Anthony Martin
- Department of SurgerySection of Trauma and Critical CareReading HospitalWest ReadingPennsylvaniaUSA
| | | | | | - Adrian Ong
- Department of SurgerySection of Trauma and Critical CareReading HospitalWest ReadingPennsylvaniaUSA
| | - Thomas Geng
- Department of SurgerySection of Trauma and Critical CareReading HospitalWest ReadingPennsylvaniaUSA
| | - Felipe Guillen
- Drexel University College of MedicinePhiladelphiaPennsylvaniaUSA
| | - Brian Lahmann
- Department of Emergency MedicineReading HospitalWest ReadingPennsylvaniaUSA
| | - Tom Wasser
- Department of Emergency MedicineReading HospitalWest ReadingPennsylvaniaUSA
| | | |
Collapse
|
4
|
Badru F, Osei H, Munoz-Abraham AS, Saxena S, Breeden R, Piening N, Starr D, Xu P, Greenspon J, Fitzpatrick CM, Villalona GA, Chatoorgoon K. Screening Laboratory Testing in Asymptomatic Minor Pediatric Blunt Trauma Leads to Unnecessary Needle Sticks. Pediatr Emerg Care 2021; 37:e821-e824. [PMID: 30973496 DOI: 10.1097/pec.0000000000001810] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Screening blood work after minor injuries is common in pediatric trauma. The risk of missed injuries versus diagnostic necessity in an asymptomatic patient remains an ongoing debate. We evaluated the clinical utility of screening blood work in carefully selected asymptomatic children after minor trauma. METHODS Patients seen at a level 1 pediatric center with "minor trauma" for blunt trauma between 2010 and 2015 were retrospectively reviewed. Exclusion criteria were age <4 of >18 years, a Glasgow Coma Scale score of <15, penetrating trauma, nonaccidental trauma, hemodynamic instability, abdominal findings (pain, distension, bruising, tenderness), hematuria, pelvic/femur fracture, multiple fractures, and operative intervention. Data abstraction included demographics, blood work, interventions, and disposition. RESULT A total of 1308 patients were treated during the study period. Four hundred thirty-three (33%) met inclusion criteria. Mean ± SD age was 12.7 ± 4 years (range, 4-18 years), and 59% were male. Seventy-eight percent were discharged home from the emergency department. All patients had blood work. Twenty-eight percent had at least one abnormal laboratory value. The most common abnormal blood work was leukocytosis (16%). Thirty percent had an intervention, and none prompted by abnormal blood work. One patient had an intra-abdominal finding (psoas hematoma). CONCLUSION When appropriately selected, screening laboratory testing in asymptomatic minor pediatric blunt trauma patients leads to unnecessary needle sticks without significant advantage.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | - Perry Xu
- Saint Louis School of Medicine, St. Louis
| | | | | | | | | |
Collapse
|
5
|
Shakur AH, Huang S, Qian X, Chang X. SURVFIT: Doubly sparse rule learning for survival data. J Biomed Inform 2021; 117:103691. [PMID: 33610882 DOI: 10.1016/j.jbi.2021.103691] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Revised: 12/16/2020] [Accepted: 01/12/2021] [Indexed: 10/22/2022]
Abstract
Survival data analysis has been leveraged in medical research to study disease morbidity and mortality, and to discover significant bio-markers affecting them. A crucial objective in studying high dimensional medical data is the development of inherently interpretable models that can efficiently capture sparse underlying signals while retaining a high predictive accuracy. Recently developed rule ensemble models have been shown to effectively accomplish this objective; however, they are computationally expensive when applied to survival data and do not account for sparsity in the number of variables included in the generated rules. To address these gaps, we present SURVFIT, a "doubly sparse" rule extraction formulation for survival data. This doubly sparse method can induce sparsity both in the number of rules and in the number of variables involved in the rules. Our method has the computational efficiency needed to realistically solve the problem of rule-extraction from survival data if we consider both rule sparsity and variable sparsity, by adopting a quadratic loss function with an overlapping group regularization. Further, a systematic rule evaluation framework that includes statistical testing, decomposition analysis and sensitivity analysis is provided. We demonstrate the utility of SURVFIT via experiments carried out on a synthetic dataset and a sepsis survival dataset from MIMIC-III.
Collapse
Affiliation(s)
- Ameer Hamza Shakur
- Industrial and Systems Engineering, University of Washington, Seattle, United States.
| | - Shuai Huang
- Industrial and Systems Engineering, University of Washington, Seattle, United States.
| | - Xiaoning Qian
- Electrical and Computer Engineering, Texas A&M University, United States.
| | - Xiangyu Chang
- School of Management, Xi'an Jiaotong University, China.
| |
Collapse
|
6
|
Le MTP, Herrmann J, Groth M, Reinshagen K, Boettcher M. Traumatic Gallbladder Perforation in Children - Case Report and Review. ROFO-FORTSCHR RONTG 2021; 193:889-897. [PMID: 33535261 DOI: 10.1055/a-1339-1904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
BACKGROUND Gallbladder perforation is a very rare finding in children. Clinical and radiografic presentations are often vague. Hence it is a challenging diagnosis, often missed during initial evaluation with potentially fatal consequences. The aim of this case report and review was to identify factors that might help to diagnose and manage future cases. METHODS We present a case of gallbladder perforation in an 8-year-old child after blunt abdominal trauma caused by a handlebar in which imaging modalities such as ultrasound and magnetic resonance imaging (MRI) helped us to determine proper management. We identified and evaluated comparable cases for isolated traumatic gallbladder injury. A review of the recent literature was performed by online search in Pubmed and Google Scholar using "gallbladder injury in children", "gallbladder perforation children", "blunt abdominal trauma children" as keywords. We focused on articles exclusively in the pediatric section. The literature from the period 2000-2020 was taken into account to review the state of the art in diagnosis and management. RESULTS AND CONCLUSION Recent literature for gallbladder injury in pediatrics is sparse compared to the adult counterpart. Only eight published cases of isolated gallbladder injury in children were identified. Since the onset of symptoms may not develop acutely and often develops in an indistinct manner, radiografic examinations play an important role in the diagnostic progress. The authors advise caution in cases of blunt abdominal trauma especially involving handlebars, intraperitoneal free fluid, and severe abdominal pain. We advocate high suspicion of gallbladder perforation if the gallbladder wall displays discontinuation or cannot be definitively differentiated in sonografic examination. Echogenic fluid within the gallbladder should always lead to suspicion of intraluminal bleeding. Repeated clinical and imaging examinations are mandatory since the onset of signs and symptoms may be delayed. KEY POINTS · Awareness of gallbladder perforation in blunt abdominal trauma of the upper abdomen.. · Particularly high index of suspicion in cases involving handlebar injuries.. · Repeated clinical and imaging examinations are highly recommended.. CITATION FORMAT · Le MT, Herrmann J, Groth M et al. Traumatic Gallbladder Perforation in Children - Case Report and Review. Fortschr Röntgenstr 2021; 193: 889 - 897.
Collapse
Affiliation(s)
- Melanie Thanh Phuong Le
- Department of Paediatric Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jochen Herrmann
- Department of Diagnostic and Interventional Radiology and Nuclear Medicine, Section of Paediatric Radiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Michael Groth
- Department of Diagnostic and Interventional Radiology and Nuclear Medicine, Section of Paediatric Radiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Konrad Reinshagen
- Department of Paediatric Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Michael Boettcher
- Department of Paediatric Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| |
Collapse
|
7
|
Odia OA, Yorkgitis B, Gurien L, Hendry P, Crandall M, Skarupa D, Fishe JN. An evidence-based algorithm decreases computed tomography use in hemodynamically stable pediatric blunt abdominal trauma patients. Am J Surg 2020; 220:482-488. [DOI: 10.1016/j.amjsurg.2020.01.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 01/02/2020] [Accepted: 01/03/2020] [Indexed: 11/25/2022]
|
8
|
Zeeshan M, Hamidi M, O'Keeffe T, Hanna K, Kulvatunyou N, Tang A, Joseph B. Pediatric Liver Injury: Physical Examination, Fast and Serum Transaminases Can Serve as a Guide. J Surg Res 2019; 242:151-156. [PMID: 31078899 DOI: 10.1016/j.jss.2019.04.021] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Revised: 02/21/2019] [Accepted: 04/04/2019] [Indexed: 11/19/2022]
Abstract
BACKGROUND The aim of our study was to determine if the combination of physical examination (PE), serum transaminases along with Focused Assessment with Sonography in Trauma (FAST) would effectively rule out major hepatic injuries (HIs) after blunt abdominal trauma (BAT) in hemodynamically stable pediatric patients. METHODS We conducted a 9-year retrospective study of pediatric patients (<18 y) with BAT. We collected data on liver enzymes (aspartate transaminase [AST] and alanine transaminase [ALT]), FAST, and PE findings. Definitive diagnosis and staging of HI were based on abdominal CT scanning. The sensitivity and specificity of ALT/AST, FAST, and PE were then calculated individually and in combination. RESULTS We identified a total of 423 pediatric patients with BAT. Mean age was 11 y, median abdominal Abbreviated Injury Scale was 3 [2-4], and mean ED-SBP was 132 mm Hg. One hundred ninety-eight patients had HI of which 107 were major HI, defined by the American Association for the Surgery of Trauma as ≥grade III. Using ROC curve analysis, optimum ALT and AST thresholds were determined to be 90 U/L and 120 U/L, respectively. The sensitivity of FAST was 50% while that of PE was 40%. Combining PE with AST/ALT and FAST had an overall sensitivity of 97%, a specificity of 95%, a positive predictive value of 87%, and a negative predictive value of 98%. CONCLUSIONS In hemodynamically stable pediatric blunt abdominal trauma patients, CT scanning can be avoided using a combination of readily available tests thus avoiding unnecessary radiation exposure. However, pediatric patients with positive PE, FAST, and elevated AST/ALT may eventually require CT scan to further evaluate liver injuries.
Collapse
Affiliation(s)
- Muhammad Zeeshan
- Division of Trauma, Emergency Surgery, Critical Care, and Burns, Department of Surgery, University of Arizona, Tucson, Arizona
| | - Mohammad Hamidi
- Division of Trauma, Emergency Surgery, Critical Care, and Burns, Department of Surgery, University of Arizona, Tucson, Arizona
| | - Terence O'Keeffe
- Division of Trauma, Emergency Surgery, Critical Care, and Burns, Department of Surgery, University of Arizona, Tucson, Arizona
| | - Kamil Hanna
- Division of Trauma, Emergency Surgery, Critical Care, and Burns, Department of Surgery, University of Arizona, Tucson, Arizona
| | - Narong Kulvatunyou
- Division of Trauma, Emergency Surgery, Critical Care, and Burns, Department of Surgery, University of Arizona, Tucson, Arizona
| | - Andrew Tang
- Division of Trauma, Emergency Surgery, Critical Care, and Burns, Department of Surgery, University of Arizona, Tucson, Arizona
| | - Bellal Joseph
- Division of Trauma, Emergency Surgery, Critical Care, and Burns, Department of Surgery, University of Arizona, Tucson, Arizona.
| |
Collapse
|
9
|
Dou J, Zhou Y, Cui Y, Chen M, Wang C, Zhang Y. AST-to-Platelet Ratio Index as Potential Early-Warning Biomarker for Sepsis-Associated Liver Injury in Children: A Database Study. Front Pediatr 2019; 7:331. [PMID: 31497584 PMCID: PMC6713043 DOI: 10.3389/fped.2019.00331] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2018] [Accepted: 07/23/2019] [Indexed: 12/29/2022] Open
Abstract
Background: Sepsis-associated liver injury (SALI) is a risk factor of poor outcome in patients with sepsis. The early warning biomarkers for identifying SALI remain poorly defined. Aims: To identify the potential predictors of occurrence of SALI in pediatric patients with sepsis. Methods: We retrospectively analyzed the sepsis database based on the medical records of patients admitted to the pediatric intensive care unit (PICU) in Shanghai Children's Hospital from July 2014 to June 2018. Patients' demographics, co-morbidities and laboratory variables were collected. Univariate and multivariate logistic analysis were used to explore risk factors of SALI, and receiver operating characteristic (ROC) curve analysis was used to evaluate their predictive significances for SALI occurrence. Results: Of 1,645 eligible patients, 1,147 patients were included, and 105 cases had SALI. The indexes including AST-to-platelet ratio index (APRI), γ-GT and lactate dehydrogenase (LDH) were independent risk factors for SALI. Moreover, APRI was powerful to predict SALI in children (AUC: 0.889, 95% CI: 0.851-0.927) with a sensitivity of 84.6 % and a specificity of 84.3 % at the cutoff point of 0.340. APRI was superior to LDH and not inferior to γ-GT for predicting SALI. Conclusion: APRI is an independent risk factor of SALI occurrence, and elevated APRI within 24 h after PICU admission (>0.340) is a potential predictor for SALI in children.
Collapse
Affiliation(s)
- Jiaying Dou
- Department of Critical Care Medicine, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Yiping Zhou
- Department of Critical Care Medicine, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Yun Cui
- Department of Critical Care Medicine, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Min Chen
- Department of Information Technology, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Chunxia Wang
- Department of Critical Care Medicine, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China.,Institute of Pediatric Critical Care, Shanghai Jiao Tong University, Shanghai, China
| | - Yucai Zhang
- Department of Critical Care Medicine, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China.,Institute of Pediatric Critical Care, Shanghai Jiao Tong University, Shanghai, China
| |
Collapse
|