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"Hematologic Tests - methods"
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Impact from point-of-care devices on emergency department patient processing times compared with central laboratory testing of blood samples: a randomised controlled trial and cost-effectiveness analysis
by
Walter, Elizabeth
,
Ajami, Allan
,
Asha, Stephen Edward
in
Acute Coronary Syndrome - diagnosis
,
Acute coronary syndromes
,
Adolescent
2014
Objective To determine if time to disposition decisions for emergency department (ED) patients can be reduced when blood tests are processed using point-of-care (POC) devices and to conduct a cost-effectiveness analysis of POC compared with laboratory testing. Methods This randomised trial enrolled adults suspected of an acute coronary syndrome or presenting with conditions considered to only require blood tests available by POC. Participants were randomised to have blood tests processed by POC or laboratory. Outcomes measured were time to disposition decision and ED length-of-stay (LOS). The cost-effectiveness analysis calculated the total and mean costs per ED presentation, as well as total and mean benefits in time saved to disposition decision. Results There were 410 POC participants and 401 controls. The mean times to a disposition decision for POC versus controls were 3.24 and 3.50 h respectively, a difference of 7.6% (95% CI 0.4% to 14.3%, p=0.04), and 4.32 and 4.52 h respectively for ED LOS, a difference of 4.4% (95% CI −2.7% to 11.0%, p=0.21). Improved processing time was greatest for participants enrolled by senior staff with a reduction in time to disposition decision of 19.1% (95% CI 7.3% to 29.4%, p<0.01) and ED LOS of 15.6% (95% CI 4.9% to 25.2%, p=0.01). Mean pathology costs were $12 higher in the POC group (95% CI $7 to $18) and the incremental cost-effectiveness ratio was $113 per hour saved in time to disposition decision for POC compared with standard laboratory testing. Conclusions Small improvements in disposition decision time were achieved with POC testing for a moderate increase in cost. Greatest benefit may be achieved when POC is targeted to senior medical staff.
Journal Article
Establishment of improved review criteria for hematology analyzers in cancer hospitals
2021
Background Although hematologic review criteria for general hospitals have been established, they may be insufficient for cancer hospitals. This study aimed to establish the appropriate review criteria for hematology analyzers in cancer hospitals. Methods A total of 1003 samples from our hospital were randomly selected for blood smear preparation and microscopic review. The review criteria of the International Consensus Group for Hematology Review (ICGH) and Chinese consensus group were used to obtain the review, true‐negative (TN), true‐positive (TP), false‐negative (FN), and false‐positive (FP) rates, as well as the triggered rules. Our review criteria were established by comparing flag or numeric value information of TP and FP samples, adjusting rules to obtain better efficiency, a low slide review rate, and an acceptable FN rate. Results Overall, 197 (19.64%) samples showed positive smear findings. Compared to the ICGH criteria, the slide review rate of the newly established criteria declined from 51.25% to 39.28%, and the TP and TN rates increased from 17.85% and 46.06% to 23.13% and 55.83%, respectively. The FN rate of the newly established criteria was 3.69%. Another set of samples used to validate the newly established criteria yielded the review, FN, and FP rates as 33.49%, 1.86%, and 25.58%, respectively. Conclusion The newly established review criteria for hematology analyzers enabled the prompt identification, smear, and further verification of doubtful specimens, without a significant increase in the workload, thus improving the efficiency of the review process. This study provided data support for other cancer hospitals to establish review criteria. The automated hematologic analyzers are widely used in medical laboratories, and review criteria keep the balance between quality and efficiency in hematologic analysis system. The reported review criteria were unsuitable for cancer hospitals, thus, the new review criteria were established on basis of the characteristic of our hospital. We evaluated the performance of the newly‐established criteria and obtained the review, false‐negative, and false‐positive rates as 39.28%, 3.69%, and 17.35%, respectively.
Journal Article
Use of a portable system with ultrasound and blood tests to improve prenatal controls in rural Guatemala
by
Crispín Milart, Patricia Hanna
,
Diaz Molina, César Augusto
,
Martínez-Fernández, Andrés
in
Adolescent
,
Adult
,
Analysis
2016
Background
Maternal and neonatal mortality figures remain unacceptably high worldwide and new approaches are required to address this problem. This paper evaluates the impact on maternal and neonatal mortality of a pregnancy care package for rural areas of developing countries with portable ultrasound and blood/urine tests.
Methods
An observational study was conducted, with intervention and control groups not randomly assigned. Setting: Rural areas of the districts of Senahu, Campur and Carcha, in Alta Verapaz Department (Guatemala). The control group is composed by 747 pregnant women attended by the community facilitator, which is the common practice in rural Guatemala. The intervention group is composed by 762 pregnant women attended under the innovative Healthy Pregnancy project. That project strengthens the local prenatal care program, providing local nurses training, portable ultrasound equipment and blood and urine tests. The information of each pregnancy is registered in a medical exchange tool, and is later reviewed by a gynecology specialist to ensure a correct diagnosis and improve nurses training.
Results
No maternal deaths were reported within the intervention group, versus five cases in the control group. Regarding neonatal deaths, official data revealed a 64 % reduction for neonatal mortality. A 37 % prevalence of anemia was detected. Non-urgent referral was recommended to 70 pregnancies, being fetal malpresentation the main reported cause.
Conclusion
Impact data on maternal mortality (reduction to zero) and neonatal mortality (NMR was reduced to 36 %) are encouraging, although we are aware of the limitations of the study related to possible biasing and the small sample size.
The major reduction of maternal and neonatal mortality provides promising prospects for these low-cost diagnostic procedures, which allow to provide high quality prenatal care in isolated rural communities of developing countries.
Trial registration
This research was not registered because it is an observational study where the assignment of the medical intervention was not at the discretion of the investigators.
Journal Article
Compliance with Home-based Fortification Strategies for Delivery of Iron and Zinc: Its Effect on Haematological and Growth Markers among 6-24 months Old Children in North India
by
Gupta, Shilpi
,
Dhingra, Usha
,
Black, Robert E
in
Anthropometry
,
Anthropometry - methods
,
Biomarkers - blood
2014
Compliance is a key component in successful implementation of the
delivery of micronutrients among children. The present study evaluates
the compliance with two home-based food fortification strategies
(fortified complementary food or sprinkle) for providing iron and zinc
among children aged 6-24 months. A total of 292 children were randomly
allocated to receive either rice-based fortified complementary food and
nutrition education (Cf=101), sprinkle and nutrition education (Mp=97),
or nutrition education alone as control (Ed=94). All the enrolled
children were breastfed at the beginning of the study and were advised
to continue breastfeeding. Biweekly information on compliance and
anthropometry was collected. Complete haemogram estimation was
conducted at baseline and end of the study. Compliance with the
fortified complementary food was higher compared to sprinkle (Cf=81%,
Mp=64% child-days). Consumption of the fortified complementary food for
6 months resulted in a significant increase in mean haemoglobin in the
intervention group compared to control group (Cf 1.29±1.6 g/dL; Ed
0.23±1.3 g/dL; p<0.001). Our results showed that fortified
complementary food had higher compliance than sprinkle and is a
suitable delivery mechanism for iron and zinc in preschool children.
Journal Article
Prediction of checkpoint inhibitor immunotherapy efficacy for cancer using routine blood tests and clinical data
by
Vuong, Lynda
,
Samstein, Robert M.
,
Hakimi, A. Ari
in
631/114/1305
,
631/67/1059/2325
,
692/308/409
2025
Predicting whether a patient with cancer will benefit from immune checkpoint inhibitors (ICIs) without resorting to advanced genomic or immunologic assays is an important clinical need. To address this, we developed and evaluated SCORPIO, a machine learning system that utilizes routine blood tests (complete blood count and comprehensive metabolic profile) alongside clinical characteristics from 9,745 ICI-treated patients across 21 cancer types. SCORPIO was trained on data from 1,628 patients across 17 cancer types from Memorial Sloan Kettering Cancer Center. In two internal test sets comprising 2,511 patients across 19 cancer types, SCORPIO achieved median time-dependent area under the receiver operating characteristic curve (AUC(t)) values of 0.763 and 0.759 for predicting overall survival at 6, 12, 18, 24 and 30 months, outperforming tumor mutational burden (TMB), which showed median AUC(t) values of 0.503 and 0.543. Additionally, SCORPIO demonstrated superior predictive performance for predicting clinical benefit (tumor response or prolonged stability), with AUC values of 0.714 and 0.641, compared to TMB (AUC = 0.546 and 0.573). External validation was performed using 10 global phase 3 trials (4,447 patients across 6 cancer types) and a real-world cohort from the Mount Sinai Health System (1,159 patients across 18 cancer types). In these external cohorts, SCORPIO maintained robust performance in predicting ICI outcomes, surpassing programmed death-ligand 1 immunostaining. These findings underscore SCORPIO’s reliability and adaptability, highlighting its potential to predict patient outcomes with ICI therapy across diverse cancer types and healthcare settings.
Using multiple datasets from real-world evidence and completed trials, a machine learning model using routine blood and clinical data is shown to be predictive of patient response to immune checkpoint inhibitor therapy, across cancer types and outperforming standard biomarkers.
Journal Article
Detection of COVID-19 Infection from Routine Blood Exams with Machine Learning: A Feasibility Study
2020
The COVID-19 pandemia due to the SARS-CoV-2 coronavirus, in its first 4 months since its outbreak, has to date reached more than 200 countries worldwide with more than 2 million confirmed cases (probably a much higher number of infected), and almost 200,000 deaths. Amplification of viral RNA by (real time) reverse transcription polymerase chain reaction (rRT-PCR) is the current gold standard test for confirmation of infection, although it presents known shortcomings: long turnaround times (3-4 hours to generate results), potential shortage of reagents, false-negative rates as large as 15-20%, the need for certified laboratories, expensive equipment and trained personnel. Thus there is a need for alternative, faster, less expensive and more accessible tests. We developed two machine learning classification models using hematochemical values from routine blood exams (namely: white blood cells counts, and the platelets, CRP, AST, ALT, GGT, ALP, LDH plasma levels) drawn from 279 patients who, after being admitted to the San Raffaele Hospital (Milan, Italy) emergency-room with COVID-19 symptoms, were screened with the rRT-PCR test performed on respiratory tract specimens. Of these patients, 177 resulted positive, whereas 102 received a negative response. We have developed two machine learning models, to discriminate between patients who are either positive or negative to the SARS-CoV-2: their accuracy ranges between 82% and 86%, and sensitivity between 92% e 95%, so comparably well with respect to the gold standard. We also developed an interpretable Decision Tree model as a simple decision aid for clinician interpreting blood tests (even off-line) for COVID-19 suspect cases. This study demonstrated the feasibility and clinical soundness of using blood tests analysis and machine learning as an alternative to rRT-PCR for identifying COVID-19 positive patients. This is especially useful in those countries, like developing ones, suffering from shortages of rRT-PCR reagents and specialized laboratories. We made available a Web-based tool for clinical reference and evaluation (This tool is available at https://covid19-blood-ml.herokuapp.com/).
Journal Article
Haematological effects of minimized compared to conventional extracorporeal circulation after coronary revascularization procedures
by
Karapanagiotidis, Georgios
,
Grosomanidis, Vasilios
,
Deliopoulos, Apostolos
in
Aged
,
Coronary Artery Bypass - adverse effects
,
Coronary Artery Bypass - methods
2010
During the last decade, minimized extracorporeal circulation (MECC) systems have shown beneficial effects to the patients over the conventional cardiopulmonary bypass (CECC) circuits. This is a prospective randomized study of 99 patients who underwent coronary artery bypass grafting (CABG) surgery, evaluating the postoperative haematological effects of these systems. Less haemodilution (p=0.001) and markedly less haemolysis (p<0.001), as well as better preservation of the coagulation system integrity (p=0.01), favouring the MECC group, was found. As a clinical result, less bank blood requirements were noted and a quicker recovery, as far as mechanical ventilation support and ICU stay are concerned, was evident with the use of MECC systems. As a conclusion, minimized extracorporeal circulation systems may attenuate the adverse effects of conventional circuits on the haematological profile of patients undergoing CABG surgery.
Journal Article
Variability and Error in Cardiac Troponin Testing: An ACLPS Critical Review
by
Herman, Daniel S
,
Kavsak, Peter A
,
Greene, Dina N
in
Aged
,
Biomarkers - blood
,
Blood Specimen Collection - instrumentation
2017
To provide a comprehensive overview of the complexities associated with cardiac troponin (cTn) testing. An emphasis is placed on the sources of error, organized into the preanalytical, analytical, and postanalytical phases of the testing pathway. Controversial areas are also explored.
A case scenario and review of the relevant literature describing laboratory considerations involving cTn testing are described.
Advanced comprehension of the specific assay used in a given laboratory is necessary for optimal reporting, utilization, and quality monitoring of cTn.
cTn assays are reliable diagnostic tests for acute myocardial infarction, but understanding their limitations is required for appropriate result interpretation.
Journal Article
Point of care testing: randomised controlled trial of clinical outcome
1998
Abstract Objectives: To describe the proportion of patients attending an accident and emergency department for whom blood analysis at the point of care brought about a change in management; to measure the extent to which point of care testing resulted in differences in clinical outcome for these patients when compared with patients whose samples were tested by the hospital laboratory. Design: Open, single centre, randomised controlled trial. Blood samples were randomly allocated to point of care testing or testing by the hospital's central laboratory. Setting: The accident and emergency department of the Bristol Royal Infirmary, a large teaching hospital which cares for an inner city population. Subjects: Representative sample of patients who attended the department between April 1996 and April 1997 and who required blood tests. Data collection was structured in 8 hour blocks so that all hours of the day and all days of the week were equally represented. Main outcome measures: The proportion of patients for whom point of care testing brought about a change in treatment in which timing was considered to be critical to clinical outcome. Mortality, the length of stay in hospital, admission rate, the amount of time spent waiting for results of blood tests, the amount of time taken to decide on management plans, and the amount of time patients spent in the department were compared between patients whose samples were tested at the point of care and those whose samples were sent to the laboratory. Results: Samples were obtained from 1728 patients. Changes in management in which timing was considered to be critical occurred in 59 out of 859 (6.9%, 95% confidence interval 5.3% to 8.8%) patients in the point of care arm of the trial. Decisions were made 74 minutes earlier (68 min to 80 min, P<0.0001) when point of care testing was used for haematological tests as compared to central laboratory testing, 86 minutes earlier (80 min to 92 min, P<0.0001) for biochemical tests, and 21 minutes earlier (−3 min to 44 min, P=0.09) for analyses of arterial blood gases. There were no differences between the groups in the amount of time spent in the department, length of stay in hospital, admission rates, or mortality. Conclusion: Point of care testing reduced the time taken to make decisions on patient management that were dependent on the results of blood tests. It also brought about faster changes in treatment for which timing was considered to be critical in about 7% of patients. These changes did not affect clinical outcome or the amount of time patients spent in the department. Key messages Point of care testing reduced the amount of time doctors spent waiting for results of blood tests when compared to the time spent waiting for results from the hospital laboratory in an accident and emergency department The time taken to decide on a management plan was also reduced as a result of the shorter time spent waiting for results of point of care tests About 7% of patients who needed urgent blood testing had changes in treatment in which timing was considered to be critical when point of care testing was used Patients did not spend less time in the accident and emergency department even when test results were available more quickly and patient management decisions were made more quickly. This suggests that the availability of test results is not the factor which slows down the arrangement of further care Improvements in process, such as a reduction in the time doctors wait for test results and the ability to make clinical decisions more quickly, do not seem to improve clinical outcome in this sample of patients
Journal Article