Use of neural networks to diagnose acute myocardial infarction. II. A clinical application.

Abstract:

:We investigated the ability of neural networks to diagnose acute myocardial infarction (AMI) from laboratory data only. Several networks were trained with different combinations of data obtained at admission and within the first 12 h and 24 h after admission. The data used included the electrocardiogram (ECG) and the concentrations in serum of potassium, creatine kinase B-subunit (CKB), and lactate dehydrogenase isoenzyme 1 for 250 patients with suspected AMI. Based on admission data, the correct diagnosis was predicted for 76% of the patients in the test group from the ECG data only, and the best combination of ECG results with other variables yielded correct diagnoses for 85% of the test group. Using all of the data available within 24 h, the network predicted the correct diagnosis for 99% of the test data. Almost the same high predictability was obtained by using only two CKB values-recorded at admission and within 12 h after admission-or by using just the latter one. Neural networks and quadratic discriminant analysis performed similarly, but the neural networks were more robust for combinations with many laboratory data.

journal_name

Clin Chem

journal_title

Clinical chemistry

authors

Pedersen SM,Jørgensen JS,Pedersen JB

subject

Has Abstract

pub_date

1996-04-01 00:00:00

pages

613-7

issue

4

eissn

0009-9147

issn

1530-8561

journal_volume

42

pub_type

杂志文章
  • Use of a quality-control plasma sample to decrease interassay variation in radioimmunoassays of apolipoprotein A-I.

    abstract::The apolipoprotein A-I (apo A-I) radioimmunoassay established in our laboratory involves use of purified apo A-I as the primary standard for quantifying apo A-I in plasma and a pooled plasma (quality-control sample) as a secondary standard to decrease interassay variation. The measured values for apo A-I increased ove...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Au YP,Hallaway BJ,Kottke BA

    更新日期:1986-07-01 00:00:00

  • Abbott TDx monoclonal antibody assay evaluated for measuring cyclosporine in whole blood.

    abstract::We report here the evaluation of the Abbott TDx assay with a monoclonal antibody for selectively quantifying cyclosporine (CsA) in whole blood. Over the clinically relevant concentration ranges, results with this assay demonstrated within- and between-run CVs of less than 2.5% and 5%, respectively; sensitivity of 25 m...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Yatscoff RW,Copeland KR,Faraci CJ

    更新日期:1990-11-01 00:00:00

  • Circulating epithelial cells in patients with benign colon diseases.

    abstract:BACKGROUND:Detection of circulating tumor cells (CTCs) in the peripheral blood is a rapidly developing research field with clear clinical implications for the staging and monitoring of cancer patients. Current CTC assays, including the US Food and Drug Administration-cleared CellSearch® system, typically use markers [e...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:10.1373/clinchem.2011.175570

    authors: Pantel K,Denève E,Nocca D,Coffy A,Vendrell JP,Maudelonde T,Riethdorf S,Alix-Panabières C

    更新日期:2012-05-01 00:00:00

  • A homogeneous fluorescent immunoassay for human immunoglobulin M.

    abstract::We describe a homogeneous substrate-labeled fluorescent immunoassay for human IgM. In this competitive-binding method we use a fluorogenic substrate for Escherichia coli beta-galactosidase, N-(6-aminohexyl)-7-beta-galactosyl-coumarin-3-carboxamide, which is covalently coupled to IgM. The fluorescence emission intensit...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Worah D,Yeung KK,Ward FE,Carrico RJ

    更新日期:1981-05-01 00:00:00

  • Direct solid-phase fluoroenzymeimmunoassay of 5 beta-pregnane-3 alpha, 20 alpha-diol-3 alpha-glucuronide in urine.

    abstract::A competitive solid-phase fluoroenzymeimmunoassay has been developed for rapidly measuring 5 beta-pregnane-3 alpha, 20 alpha-diol-3 alpha-glucuronide (Pd-3G) directly in diluted specimens of pre-breakfast urine. The assay involves use of an antiserum to Pd-3G and enzyme-labeled antigen prepared by chemically linking g...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Shah H,Saranko AM,Härkönen M,Adlercreutz H

    更新日期:1984-02-01 00:00:00

  • Role of biomarkers in identifying and understanding environmentally induced disease.

    abstract::Establishing associations between environmental agents and disease presents challenges to both epidemiologists and toxicologists, particularly in cases of complex gene-environment interactions and when there is a long latency between exposure and disease. Biologic markers, physiological signals that reflect exposure, ...

    journal_title:Clinical chemistry

    pub_type: 杂志文章,评审

    doi:

    authors: Silbergeld EK,Davis DL

    更新日期:1994-07-01 00:00:00

  • Evaluation of human serum albumin cobalt binding assay for the assessment of myocardial ischemia and myocardial infarction.

    abstract:BACKGROUND:Clinical diagnoses were correlated with results of a Co(II)-albumin binding assay in 167 patients treated at an emergency department of a health maintenance organization. METHODS:Patients were evaluated as being nonischemic or potentially ischemic through standard coronary disease indicators [creatine kinas...

    journal_title:Clinical chemistry

    pub_type: 临床试验,杂志文章

    doi:10.1373/49.4.581

    authors: Bhagavan NV,Lai EM,Rios PA,Yang J,Ortega-Lopez AM,Shinoda H,Honda SA,Rios CN,Sugiyama CE,Ha CE

    更新日期:2003-04-01 00:00:00

  • Total error assessment of five methods for cholesterol screening.

    abstract::We report the accuracy, imprecision, total analytical errors, and patient misclassification errors for cholesterol measured from capillary whole blood, venous whole blood, and venous plasma samples by five devices used in public cholesterol screening environments: Reflotron, Vision, Ektachem DT-60, QuickRead, and Lipo...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Miller WG,McKenney JM,Conner MR,Chinchilli VM

    更新日期:1993-02-01 00:00:00

  • Analyzing quality-control trends with moving slope charts.

    abstract::We have developed and evaluated a new procedure for detecting trends in quality-control measurements and applied it to laboratory data. The method requires the use of sequential or "moving" slope estimates to identify trends. Formulae are derived to estimate the regression error for the moving slope directly from the ...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Smith SJ,Myers GL

    更新日期:1991-03-01 00:00:00

  • Fully automated ultrasensitive digital immunoassay for cardiac troponin I based on single molecule array technology.

    abstract:BACKGROUND:The association between increases in cardiac troponin and adverse cardiac outcomes is well established. There is a growing interest in exploring routine cardiac troponin monitoring as a potential early indicator of adverse heart health trends. Prognostic use of cardiac troponin measurements requires an assay...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:10.1373/clinchem.2015.242081

    authors: Jarolim P,Patel PP,Conrad MJ,Chang L,Melenovsky V,Wilson DH

    更新日期:2015-10-01 00:00:00

  • Arsenic speciation in human organs following fatal arsenic trioxide poisoning--a case report.

    abstract::The aim of this investigation was to study the distribution of arsenic species in human organs following fatal acute intoxication by arsenic trioxide. The collected autopsy samples of most organs were ground and dried, and the total arsenic was measured by electrothermal atomic absorption spectrometry (ETAAS). The ars...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Benramdane L,Accominotti M,Fanton L,Malicier D,Vallon JJ

    更新日期:1999-02-01 00:00:00

  • Development of a marker of estrogenic exposure in human serum.

    abstract::The deleterious, disruptive effects of estrogen mimics on the endocrine system were discovered after the compounds were released into the environment. Their chemical structure does not obviously resemble that of steroid hormones; hence, their estrogenic effects were totally unexpected. In addition to occupational expo...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Sonnenschein C,Soto AM,Fernandez MF,Olea N,Olea-Serrano MF,Ruiz-Lopez MD

    更新日期:1995-12-01 00:00:00

  • Effect of weight loss on serum lipoprotein(a) concentrations in an obese population.

    abstract::To assess the distribution of serum concentrations of the atherogenic lipoprotein(a) [Lp(a)] in an obese population and the possible effects of weight reduction, we determined Lp(a) in 52 white, moderately obese subjects (16 men and 36 women). The subjects were participating in a weight-reduction program of diet, exer...

    journal_title:Clinical chemistry

    pub_type: 临床试验,杂志文章

    doi:

    authors: Corsetti JP,Sterry JA,Sparks JD,Sparks CE,Weintraub M

    更新日期:1991-07-01 00:00:00

  • Nanofluidic digital PCR for KRAS mutation detection and quantification in gastrointestinal cancer.

    abstract:BACKGROUND:Concomitant quantification of multiple mutant KRAS (v-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog) alleles may provide information in addition to that provided by standard mutation-detection procedures. We assessed the feasibility of a nanofluidic digital PCR array platform to detect and quantify KRAS...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:10.1373/clinchem.2012.186577

    authors: Azuara D,Ginesta MM,Gausachs M,Rodriguez-Moranta F,Fabregat J,Busquets J,Pelaez N,Boadas J,Galter S,Moreno V,Costa J,de Oca J,Capellá G

    更新日期:2012-09-01 00:00:00

  • Delta and conjugated bilirubin as complementary markers of early rejection in liver-transplant recipients.

    abstract::For 51 liver allograft recipients, we evaluated whether serum profiles of delta (Bd) and conjugated bilirubins (Bc) could be used to diagnose rejection during the first 30-50 postoperative days, in comparison with histology as the "gold standard." Daily measurements of aspartate aminotransferase, alkaline phosphatase,...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Wu TW,Levy GA,Yiu S,Au JX,Greig PD,Strasberg SM,Ettles M,Abecassis M,Superina RA,Langer B

    更新日期:1990-01-01 00:00:00

  • Oligosaccharide analysis in urine by maldi-tof mass spectrometry for the diagnosis of lysosomal storage diseases.

    abstract:BACKGROUND:There are 45 known genetic diseases that impair the lysosomal degradation of macromolecules. The loss of a single lysosomal hydrolase leads to the accumulation of its undegraded substrates in tissues and increases of related glycoconjugates in urine, some of which can be detected by screening of free oligosa...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:10.1373/clinchem.2012.201053

    authors: Xia B,Asif G,Arthur L,Pervaiz MA,Li X,Liu R,Cummings RD,He M

    更新日期:2013-09-01 00:00:00

  • An optimized continuous-monitoring procedure for semiautomated determination of serum acid phosphatase activity.

    abstract::A continuous-monitoring method for measuring acid phosphatase activity with alpha-naphthyl phosphate as the substrate was critically evaluated and modified. Using partially purified prostatic acid phosphatase, we show that certain conditions for the assay must be satisfied to ensure linearity. These conditions include...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Bais R,Edwards JB

    更新日期:1976-12-01 00:00:00

  • Gas-chromatographic determination of cholesterol sulfate in plasma and erythrocytes, for the diagnosis of recessive X-linked ichthyosis.

    abstract::We describe a rapid method for determining cholesterol sulfate in plasma and erythrocytes. After its single-step isolation by means of anion-exchange chromatography cholesterol sulfate is hydrolyzed, trimethylsilylated, and determined by gas chromatography with flame ionization detection. 5 beta-Cholestan-3 alpha-ol s...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Muskiet FA,Jansen G,Wolthers BG,Marinkovic-Ilsen A,van Voorst Vader PC

    更新日期:1983-07-01 00:00:00

  • Stable-isotope dilution liquid chromatography-electrospray injection tandem mass spectrometry method for fast, selective measurement of S-adenosylmethionine and S-adenosylhomocysteine in plasma.

    abstract:BACKGROUND:It has been postulated that changes in S-adenosylhomocysteine (AdoHcy), a potent inhibitor of transmethylation, provide a mechanism by which increased homocysteine causes its detrimental effects. We aimed to develop a rapid and sensitive method to measure AdoHcy and its precursor S-adenosylmethionine (AdoMet...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:10.1373/clinchem.2004.046995

    authors: Gellekink H,van Oppenraaij-Emmerzaal D,van Rooij A,Struys EA,den Heijer M,Blom HJ

    更新日期:2005-08-01 00:00:00

  • Effect of lyophilization on results of five enzymatic methods for cholesterol.

    abstract::We studied the effect of lyophilization of serum pools on the determination of cholesterol with the enzymatic methods used in five automated analyzers: SMAC (Technicon), the RA-1000 (Technicon), the aca (Du Pont), the TDx (Abbott), and the Ektachem 700P (Kodak). We prepared two serum pools: pool A (2.2 g/L) and pool B...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Kroll MH,Chesler R,Elin RJ

    更新日期:1989-07-01 00:00:00

  • Measurement and characterization of angiotensin peptides in plasma.

    abstract::We report a method for the extraction of angiotensin peptides from plasma with a mixture of acetone, 1 mol/L HCl, and water (40/1/5 by vol). The method is highly reproducible for the measurement of angiotensin I and angiotensin II in small sample volumes, with analytical recoveries of about 80% for both peptides. We i...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Hermann K,Ganten D,Unger T,Bayer C,Lang RE

    更新日期:1988-06-01 00:00:00

  • Ten commercial kits compared for assay of thyrotropin in the normal and thyrotoxic range.

    abstract::I developed a standard procedure for assessing sensitivity, intra-assay precision, parallelism of sample dilutions, and assay drift, using a single trial assay kit. I used this to compare the performance of 10 commercial kits with an in-house radioimmunoassay for human thyrotropin. No one kit stood out as clearly supe...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Evans MC

    更新日期:1988-01-01 00:00:00

  • Kinetic centrifugal analyzer and manual determination of serum urea nitrogen, with use of o-phthaldialdehyde reagent.

    abstract::o-Phthaldialdehdye reagent was used in assaying urea with a miniature centrifugal analyzer. Seventeen samples can be assayed kinetically in 2 min at a current cost of less than a penny per test. The reaction is initiated in the instrument upon simultaneous mixing of the o-phthaldialdehyde reagent containing 10 microli...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Levinson SS

    更新日期:1978-12-01 00:00:00

  • Glial Fibrillary Acidic Protein Serum Levels Distinguish between Intracerebral Hemorrhage and Cerebral Ischemia in the Early Phase of Stroke.

    abstract:BACKGROUND:Recent studies have suggested that glial fibrillary acidic protein (GFAP) serum concentrations distinguish between intracerebral hemorrhage (ICH) and ischemic stroke (IS) shortly after symptom onset. In this prospective multicenter trial we validated GFAP in an independent patient cohort and assessed the qua...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:10.1373/clinchem.2016.263335

    authors: Luger S,Witsch J,Dietz A,Hamann GF,Minnerup J,Schneider H,Sitzer M,Wartenberg KE,Niessner M,Foerch C,BE FAST II and the IGNITE Study Groups.

    更新日期:2017-01-01 00:00:00

  • Is the thrombopoietin assay useful for differential diagnosis of thrombocytopenia? Analysis of a cohort of 160 patients with thrombocytopenia and defined platelet life span.

    abstract:BACKGROUND:Thrombopoietin (TPO), the major hormone controlling platelet production, has been measured in thrombocytopenias with discordant results. The aim of our work was to assess the value of the TPO assay for differential diagnosis of thrombocytopenias in a large cohort of patients classified according to the resul...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Gouin-Thibault I,Cassinat B,Chomienne C,Rain JD,Najean Y,Schlageter MH

    更新日期:2001-09-01 00:00:00

  • Systematic Review and Metaanalysis Comparing the Bias and Accuracy of the Modification of Diet in Renal Disease and Chronic Kidney Disease Epidemiology Collaboration Equations in Community-Based Populations.

    abstract:BACKGROUND:The majority of patients with chronic kidney disease are diagnosed and monitored in primary care. Glomerular filtration rate (GFR) is a key marker of renal function, but direct measurement is invasive; in routine practice, equations are used for estimated GFR (eGFR) from serum creatinine. We systematically a...

    journal_title:Clinical chemistry

    pub_type: 杂志文章,meta分析

    doi:10.1373/clinchem.2017.276683

    authors: McFadden EC,Hirst JA,Verbakel JY,McLellan JH,Hobbs FDR,Stevens RJ,O'Callaghan CA,Lasserson DS

    更新日期:2018-03-01 00:00:00

  • Fully automated assay of glycohemoglobin with the Abbott IMx analyzer: novel approaches for separation and detection.

    abstract::We describe a novel assay for measuring glycohemoglobin directly from anticoagulated whole blood with the Abbott IMx analyzer. The glycohemoglobin is labeled with a soluble polyanionic affinity reagent and the anionic complex is then captured with a cationic solid-phase matrix. Glycohemoglobin is quantified by measuri...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Wilson DH,Bogacz JP,Forsythe CM,Turk PJ,Lane TL,Gates RC,Brandt DR

    更新日期:1993-10-01 00:00:00

  • Human urinary arsenic excretion after one-time ingestion of seaweed, crab, and shrimp.

    abstract::We studied chemical speciation of arsenic compounds in urine samples by using HPLC with inductively coupled plasma mass spectrometry detection. We examined urinary arsenic excretion patterns and the arsenic species excreted from nine human subjects who ingested seaweed products and crab (or shrimp). Fast urinary excre...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Le XC,Cullen WR,Reimer KJ

    更新日期:1994-04-01 00:00:00

  • Laboratory evaluation of the Boehringer Mannheim "Diagnostic M" automated discrete analyzer.

    abstract::We evaluated a new multiple-channel chemistry analyzer, the Boehringer Mannheim "Diagnostic M." This instrument can perform 25 tests at the rate of 120 1.3-mL serum samples per hour. The instrument may be run in either a profile mode or single-test mode. In the single-test mode only the necessary reagent is pumped. th...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Robinson CA,Proelss H,Stabler TV

    更新日期:1982-01-01 00:00:00

  • Osteocalcin concentrations in plasma prepared with different anticoagulants.

    abstract::We investigated the effects on plasma osteocalcin concentrations of different anticoagulants used to collect the blood samples. Plasma osteocalcin concentrations measured by enzyme immunoassay and radioimmunoassay are influenced by the nature of the anticoagulants used. The most significant difference between concentr...

    journal_title:Clinical chemistry

    pub_type: 杂志文章

    doi:

    authors: Power MJ,O'Dwyer B,Breen E,Fottrell PF

    更新日期:1991-02-01 00:00:00