PubMed Health⌕ Search

SEARCH · PubMed Health

Results for “Multiple Classification Analysis”

Explore indexed PubMed citations for clinical trials, systematic reviews and public health research. Read source abstracts and follow each citation to its original PubMed record.

Quote a phrase for an exact phrase match. Source license links do not imply unrestricted reuse.

At least 1,261 records · Page 70Linked to original sources

Molecular phylogeny and character evolution in the Western Palaearctic Helicidae s.l. (Gastropoda: Stylommatophora).

In this study, we present a molecular phylogeny for the west Palaearctic Helicidae sensu lato based on sequence data from two mitochondrial (COI, 16S rDNA) and two nuclear (ITS-1, 18S rDNA) genes. Maximum likelihood analysis and Bayesian inference revealed well supported monophyletic clades partly conflicting traditional classifications. Based on these results, we propose the following system. The Western Palaearctic Helicidae s.l. consist of two families, Helicidae and Hygromiidae. Within the Helicidae, three well supported subfamilies can be recognised: the Helicinae, Ariantinae, and Helicodontinae. The Hygromiidae consist of three clades: the Hygromiinae, the Helicellinae, and a yet unnamed clade comprising the genera Sphincterochila and Cochlicella. We then used the phylogeny to study the evolution of anatomical, and ecological characters traditionally used for systematic classification. In the Helicidae s.l., two independent evolutionary transitions to life in xeric environments occurred, which allowed the occupation of new niches with a subsequent radiation of the Helicellinae-Cochlicella/Sphincterochila clade and the Helicinae. Whereas, the multiplication of the Glandulae mucosae is a synapomorphy of the Hygromiidae, the lovedart sac apparatus is present in all groups and thus, the trait cannot provide a synapomorphy for either families or subfamilies. Additionally, we evaluated the use of structural molecular genetic characters for taxonomic assessment. The presence of an unique loop region of the 16S rDNA gene and a short tandem repeat in the ITS-1 region provide independent evidence for the monophyly of these major two groups, and can be used for preliminary classification.

Animals↗

Analysis of age-specific predicted transmitting abilities for final scores in Holsteins with a random regression model.

Conformation final scores obtained by the Holstein Association were used in this study. Five subsets were sampled from the original complete data, which contained about 7 million records, and (co)variance components for additive genetic, permanent environmental, and residual effects were estimated with a multiple-trait (MT) model at different ages of cows and with a random regression model. Transmitting abilities were predicted with the random-regression (RR) model and with the repeatability model for the national evaluation, using the entire data set. The RR model included fixed and random regressions on age at classification for additive genetic and permanent environmental effects. Additive genetic and residual variances estimated with the MT model increased with aging. Genetic correlations between age groups decreased with their distance. Heritability and repeatability estimates with the RR model were 0.27 and 0.88 on average, increasing with cow's age. Correlations between transmitting abilities predicted with the RR model at various ages and with the repeatability model were in the range of 0.89 to 0.99. In the 1980s, predicted transmitting abilities (PTA) of sires increased with their daughters' age, but in 1991 and 1995, the PTA decreased. In general, sires whose daughters were evaluated at mature ages tended to have higher PTA. For sires and cows, genetic trends estimated from the repeatability model and from the RR model were similar. The low genetic trend of cows at 60 mo for recent years was due to many grade cows that had only single records and little pedigree information.

Aging↗

Analysis of loss of heterozygosity for tumor-suppressor genes can accurately classify and predict the clinical behavior of mucinous tumors arising from the appendix.

BACKGROUND: Pseudomyxoma peritonei is a rare heterogenous clinical syndrome with a variable clinical course. On the basis of the hypothesis that cumulative mutational damage can predict biological aggressiveness, we evaluated the utility of integrated histopathology and molecular analysis for patients with pseudomyxoma peritonei syndrome. METHODS: Tissue specimens from 23 mucinous appendiceal tumors were analyzed. DNA samples from multiple sites were analyzed for loss of heterozygosity by using a panel of 15 allelic loss microsatellite markers and K-ras-2 point mutational damage. The fractional mutational rate (FMR), determined as the number of mutated markers divided by the total number of informative markers, was calculated by using the six most informative markers and the K-ras-2 gene. Kappa statistics were calculated to test the association between FMR and the histopathologic classification. RESULTS: Our study included 6 female and 17 male patients with a mean age of 53.6 years and a mean survival of 43.9 months. We found an association between tumor loss of heterozygosity markers and histopathologic classification (P < .05). In addition, there was also an association between the FMR and pathological classification as well as between the FMR and survival (P < .05). An FMR less than .25 indicated low-grade disease, an FMR of .25 to .50 indicated intermediate grade, and an FMR greater than .5 indicated a high-grade tumor. CONCLUSIONS: Mutational profiling of accumulated allelic loss and point mutational damage correlated strongly with histopathologic definitions of pseudomyxoma peritonei disease and helped to predict the prognosis of these patients. FMR, along with histopathology, offers a comprehensive classification of these rare tumors.

Adenocarcinoma, Mucinous↗

Fiberoptic endoscopic examination and biopsy in determining the extent of nasopharyngeal carcinoma.

This is a prospective study on the use of flexible endoscope and multiple biopsies in the assessment of nasopharyngeal carcinoma in 72 patients. This study confirmed the presence of submucosal growth pattern in nasopharyngeal carcinoma in 72 patients. This study confirmed the presence of submucosal growth pattern in nasopharyngeal carcinoma and this occurred in 13.8% of patients. Occult microscopic extension of tumor not detectable by fiberoptic endoscopy occurred in another 51.4% of patients. It has also been shown that multiple biopsy is superior to clinical examination in evaluating the extent of disease in nasopharyngeal carcinoma. Multiple biopsies are suggested for the early detection of nasopharyngeal carcinoma in high-risk cases. Although the better-defined tumor extent do not currently influence the treatment policy of nasopharyngeal carcinoma, and it is too early to assess its prognostic significance, it betters our understanding of the behavior of this tumor. Future analysis in correlation with long-term follow-up data may help to improve the stage classification systems and treatment strategy.

Biopsy↗

Theoretical recombination processes incorporating interference effects.

With the acquisition of genetic, physical, and sequence maps, linkage relationships among genes (markers) may be more accurately approached in terms of global models for the distribution of recombination events that take into account interference. There are two principal analytical methods used for ascertaining linkage relationships. The first method, the Haldane-Kosambi differential equation approach, has the limitation that all of its calculations rest on consideration of only three gene markers, where recombination depends only on the physical distance between markers. In this formulation the resulting map function is in general not feasible for use with multiple markers. The second method starts with a model of the crossover process from which recombination values are determined. The best studied global recombination processes are based on sequential (renewal) crossover formation processes, the count-location crossover structure, and crossovers evolving by a cascade mechanism. This paper, containing both review and new results, concentrates on two aspects of recombination structures: (i) classifications and characterizations of multimarker crossover distributions; and (ii) analysis of regular and higher order crossover interference forms. In eucaryotic species, the general impression is that positive interference prevails, while in procaryotic and viral organisms, there may be circumstances of negative interference. We would propose in estimating the crossover formation process a binomial count distribution or any other count distribution satisfying property (a) of Theorem 9.1 and a location distribution fitted by the data. It is also reasonable to try one or more obligate crossover points superimposed on independent Poisson processes determining other crossover points. This latter model also generates a situation of positive interference (Theorem 3.1).

Animals↗

Independent predictive value of the overall number of metastatic N1 and N2 stations in lung cancer.

OBJECTIVE: The number of metastatic N2 stations is a known prognostic factor in patients with non-small-cell lung cancer (NSCLC). However, involvement of N1 stations as well as that of N2 stations seems to be important in the prognosis of these patients. We therefore attempt to clarify the significance of the total number of metastatic stations in pathologic N1 and N2 NSCLCs. METHODS: Patients with either pathologic N1 (n = 51) or N2 (n = 96) NSCLC who had undergone major pulmonary resection with complete mediastinal dissection were included in this retrospective study. All positive nodes were characterized by location according to the TNM classification system. The hilar station was included with the N2 stations. RESULTS: The total number of metastatic stations in patients with N2 disease ranged from 1 to 8 (average 2.5), whereas that in patients with N1 disease ranged from 1 to 3 (average 1.2). The incidence of multiple-station metastasis (> or = 3 metastatic stations) among N2 patients (35%) was significantly higher than that among N1 patients (2%) (p < 0.001). Multivariate analysis of survival showed pathologic N1 status (relative risk = 0.443, p = 0.013) and < or = 2 metastatic stations (relative risk = 0.515, p = 0.020) to be significant and independent prognostic factors. Age, sex, cell type, resected lobe, and pathological T status were statistically insignificant determinates of survival. CONCLUSIONS: The total number of metastatic stations (< or = 2 vs > or = 3) is an independent prognostic indicator in patients with completely resected pathologic N1 or N2 NSCLC. The number of metastatic stations will be useful as a stratification factor in prospective clinical trials of these patients.

Aged↗

Cholangitis: a histologic classification based on patterns of injury in liver biopsies.

Inflammatory disorders of the biliary tract present difficult diagnostic problems in liver needle biopsies. The aim of this study was to perform a detailed histologic analysis of liver biopsies from patients with biliary tract disorders, classify them by pattern of inflammation, and determine the accuracy of the histologic classification by clinical follow-up. Percutaneous liver needle biopsies from the surgical pathology files of UmassMemorial Healthcare (UMMHC) from 2000 to 2003 with a diagnosis suggesting a biliary tract process (n = 32) and four biopsies from cases with systemic non-biliary tract disorders were analyzed for multiple histologic features and classified as one of five patterns: acute cholangitis/pericholangitis (ACP), lymphocytic cholangitis (LC), granulomatous (G), ductopenia (D), or non-specific (NS). When compared to the "gold standard" diagnosis based on all clinical data, the concordance between the histologic classification and the clinical diagnosis was: 50% for ACP and bile duct obstruction; 77% for LC and immune-mediated cholangitis NOS; 100% for G and G cholangitis; 100% for D and idiopathic adulthood D; and 50% for NS and non-biliary tract disorders. Our findings suggest that classifying biopsies by pattern of injury is helpful in guiding the subsequent clinical work-up. ACP pattern correlates with bile duct obstruction, infection, and ischemia. LC correlates with serologic studies supporting immune-mediated processes. G pattern suggests further work-up for PBC, drug, tuberculosis, or sarcoidosis. D pattern establishes the clinical diagnosis. NS pattern includes cases of primary sclerosing cholangitis, which cannot be diagnosed by biopsy alone.

Acute Disease↗

[Neuropsychological pattern of cognitive impairment in Alzheimer type dementia and vascular dementia].

BACKGROUND: Cummings et al, 1987, hypothesized that Alzheimer dementia type (ADT) patients would present poorer performances than vascular dementia (VD) patients on the neuropsychological tests that mainly involve cortical neurological structures, and that VD would perform worse on tests that mainly involve subcortical structures. The main purpose of the research was to identify a cognitive impairment pattern that discriminates the type of dementia in the initial stages. METHOD: Two groups of patients, one affected by mild ADT (n = 30) and the other by multi-infarct dementia (VD, n = 30) were given a neuropsychological battery. The battery was composed by Temporal Orientation (Benton et al.); Vocabulary, Similarities, Digits, Coding and Kohs (WAIS) of Wechsler; the Colour-Form Test of Weigh; the Trail Making Test (A and B) (Halstead-Reitan Neuropsychological Battery); Tapping (McQuarrie); Logical Memory, Visual Memory and Paired Association (Wechsler Memory Scale) of Wechsler; Delayed Memory (Russell). The two groups were similar in age and socio-cultural features. The z-score and its statistical significance on the Mann-Whitney test were made and we performed an exploratory discriminant analysis to the classification. RESULTS: In general, results were poorer in the ADT group. But we detected no significant differences in the tests, although some test (Immediate Visual Memory and Kohs' Blocks) almost reached significance. The discriminant analysis reached a classification of the 67% of the subjects into the ADT group and the 70% of the subjects into the VD group. CONCLUSIONS: In the initial stages of dementia it is difficult to differentiate between a cortical pattern of cognitive impairment in ADT and a subcortical pattern in VD, a distinction that the other researchers have reported. When complex tests were used the performance depended on the coordination of multiple related systems. These findings are in agreement with the holistic models of higher mental functions.

Aged↗

Insulin, intact and split proinsulin, and coronary artery disease in young men.

BACKGROUND: Glucose intolerance and hyperinsulinemia are common disturbances in nondiabetic men with premature coronary artery disease (CAD). To investigate the relation between insulin-like molecules and severity of coronary atherosclerosis, 62 consecutive nondiabetic men presenting with a first myocardial infarction before the age of 45 were studied along with 41 healthy, age-matched, male, population-based control subjects. METHODS AND RESULTS: Specific two-site immunoradiometric assays were used to distinguish intact proinsulin, (des 31,32) proinsulin, and "true" insulin in fasting plasma and during an oral glucose tolerance test (OGTT). Global coronary atherosclerosis and number and severity of distinct stenoses were determined in the patients in 15 proximal coronary arterial segments by use of separate semiquantitative classification systems. The patients had a two- to threefold increase in insulin and insulin propeptide concentrations in the fasting state as well as during the OGTT. Severity of coronary atherosclerosis correlated significantly (P < .05 to P < .01) with basal proinsulin (r = .40) and the proinsulin area under the curve (AUC) (r = .34), basal insulin (r = .31), basal C peptide (r = .30), and the glucose AUC (r = .30). In multiple stepwise regression analysis including insulin-like molecules, major plasma lipoproteins, and lipoprotein subfractions, basal proinsulin (increase in R2 = .09) and dense LDL triglycerides (increase in R2 = .10) predicted 19% of the variation of the global coronary atherosclerosis score after adjustment for age, body mass index, fasting insulin concentration, and VLDL triglycerides. CONCLUSIONS: This study shows that young, nondiabetic, male survivors of myocardial infarction are truly hyperinsulinemic during an OGTT and suggests a close association between proinsulin and coronary atherosclerosis.

Adrenergic beta-Antagonists↗

A comparative study of discriminating human heart failure etiology using gene expression profiles.

BACKGROUND: Human heart failure is a complex disease that manifests from multiple genetic and environmental factors. Although ischemic and non-ischemic heart disease present clinically with many similar decreases in ventricular function, emerging work suggests that they are distinct diseases with different responses to therapy. The ability to distinguish between ischemic and non-ischemic heart failure may be essential to guide appropriate therapy and determine prognosis for successful treatment. In this paper we consider discriminating the etiologies of heart failure using gene expression libraries from two separate institutions. RESULTS: We apply five new statistical methods, including partial least squares, penalized partial least squares, LASSO, nearest shrunken centroids and random forest, to two real datasets and compare their performance for multiclass classification. It is found that the five statistical methods perform similarly on each of the two datasets: it is difficult to correctly distinguish the etiologies of heart failure in one dataset whereas it is easy for the other one. In a simulation study, it is confirmed that the five methods tend to have close performance, though the random forest seems to have a slight edge. CONCLUSIONS: For some gene expression data, several recently developed discriminant methods may perform similarly. More importantly, one must remain cautious when assessing the discriminating performance using gene expression profiles based on a small dataset; our analysis suggests the importance of utilizing multiple or larger datasets.

Data Interpretation, Statistical↗

Effect of aerosol microphysical properties on polarization of skylight: sensitivity study and measurements.

We analyze the sensitivity of the degree of linear polarization in the Sun's principal plane as a function of aerosol microphysical parameters: the real and imaginary parts of the refractive index, the median radius and geometric standard deviation of the bimodal size distribution (both fine and coarse modes), and the relative number weight of the fine mode at a wavelength of 675 nm. We use Mie theory for single-scattering simulations and the doubling-adding method with the inclusion of polarization for multiple scattering. It is shown that the behavior of the degree of linear polarization is highly sensitive to both the small mode of the bimodal size distribution and the real part of the refractive index of aerosols, as well as to the aerosol optical thickness; whereas not all parameters influence the polarization equally. A classification of the importance of the input parameters is given. This sensitivity study is applied to an analysis of ground-based polarization measurements. For the passive remote sensing of microphysical and optical properties of aerosols, a ground-based spectral polarization measuring system was built, which aims to measure the Stokes parameters I, Q, and U in the visible (from 410 to 789 nm) and near-infrared (from 674 to 995 nm) spectral range with a spectral resolution of 7 nm in the visible and 2.4 nm in the near infrared. We compare polarization measurements taken with radiative transfer simulations under both clear- and hazy-sky conditions in an urban area (Cabauw, The Netherlands, 51.58 degrees N, 4.56 degrees E). Conclusions about the microphysical properties of aerosol are drawn from the comparison.

Journal Article↗

Lysotypes and plasmidial profile of Salmonella serovar typhimurium isolated from children with enteric processes in the cities of Rio de Janeiro, RJ, and Salvador, BA - Brazil.

The lysotypes, plasmidial profiles, and profiles of resistance to antimicrobial agents were determined in 111 Salmonella Typhimurium strains isolated from feces and blood of children treated in Rio de Janeiro and in Salvador. Six distinct lysotypes (19, 41, 97, 105, 120 and 193) were recognized, with a predominance of lysotype 193 (59.7%) in Rio de Janeiro and of phage type 105 (38.4) in Salvador. Approximately 86.7% of the lysotype 193 strains presented multiple resistance to more than six antimicrobial agents, whereas 93% of lysotype 105 strains were fully susceptible. More than 90% of the strains presented plasmids distributed into 36 different profiles in Rio de Janeiro and into 10 profiles in Salvador. A 40 MDa plasmid was the most frequent (47%) in the strains from Rio de Janeiro, whereas a 61 MDa plasmid predominated (14.5%) in Salvador. Combined analysis of plasmid profile and classification into lysotypes (especially those belonging to types 105 and 103, proved to be more discriminatory than the other methods applied).

Bacterial Typing Techniques↗

Locomotion and proliferation of glioblastoma cells in vitro: statistical evaluation of videomicroscopic observations.

OBJECT: The motility and doubling of human glioblastoma cells were investigated by means of statistical evaluation of large sets of data obtained using computer-aided videomicroscopy. METHODS: Data were obtained on cells in four established glioblastoma cell lines and also on primary tumor cells cultured from fresh surgical samples. Growth rates and cell cycle times were measured in individual microscopic fields. The averages of cell cycle time and the duplication time for the recorded cell populations were 26.2 +/- 5.6 hours and 38 +/- 4 hours, respectively. With these parameters, no significant differences among the cell lines were revealed. Also, there was no correlation in the cell cycle time of a parent cell and its progeny in any of the cultures. Statistical analysis of cell locomotion revealed an exponential distribution of cell velocities and strong fluctuations in individual cell velocities across time. The average velocity values ranged from 4.2 to 27.9 micro/hour. In spite of the uniform histopathological classification of the four tumors, each cell line produced by these tumors displayed distinct velocity distribution profiles and characteristic average velocity values. A comparison of recently established primary cultures with cell lines that had propagated multiple times indicated that cells derived from different tumors sustain their characteristic locomotor activity after several passages. CONCLUSIONS: It can be inferred from the data that statistical evaluation of physical parameters of cell locomotion can provide additional tools for tumor diagnosis.

Brain Neoplasms↗

Primary endocrinomas (carcinoids and variant neoplasms) of the gallbladder. A statistical evaluation of 138 reported cases.

This study was carried out to obtain extensive information on carcinoids (the carcinoid group) and related variant endocrinomas (the variant group) of the gallbladder, and to statistically analyze their characteristics from various clinicopathologic aspects. A total of 138 cases were collected from the international sources, 101 belonging to the carcinoid group and 37 to the variant group. The first group consisted of 81 cases of typical and 20 atypical carcinoids. Comparative evaluation was attempted mainly between the carcinoid and variant groups, and occasionally between the typical and atypical carcinoid series when statistical significance was suspected. The carcinoid group showed a statistically significant difference from the variant group by exhibiting a younger average age (61.7 years vs 69.7 years: P<0.01), a higher incidence of associated cholelithiasis (87.3% vs 56.0%: P<0.01), a higher incidence of small tumors 50 mm or less (85.2% vs 52.9%: P<0.01), a smaller average tumor-size (29.6 mm vs 58.7 mm: P<0.01), a lower rate of metastases (40.7% vs 70.6%: P<0.05), a higher immunoreactivity rate of chromogranin (100.0% vs 66.7%: P<0.01), a lower immunoreactivity rate of gastrin (23.8% vs 70.6%: P<0.01), and a higher five-year survival rate (60.4% vs 21.3%: P<0.0005). Significant differences in various clinicopathological aspects confirmed between the carcinoid group and the variant group suggested that endocrine carcinomas of these two groups perform a different clinical pattern, represented most clearly by postoperative outcomes. These groupings are decided on the basis of histologic patterns, namely, well to poorly differentiated endocrine carcinomas (typical to atypical carcinoids) and undifferentiated or anaplastic variants of other endocrine carcinomas. The basic criteria for such classification of these endocrine carcinomas based on international agreements are required.

Age Factors↗

Differentiation of idiopathic Parkinson's disease, multiple system atrophy, progressive supranuclear palsy, and healthy controls using magnetization transfer imaging.

The differentiation of multiple system atrophy (MSA) and progressive supranuclear palsy (PSP) from idiopathic Parkinson's disease (IPD) is difficult. Magnetization transfer imaging (MTI), a measure that correlates with myelination and axonal density, was employed in this study in the attempt to distinguish between these disorders. Measurements were carried out in 15 patients with IPD, 12 patients with MSA, 10 patients with PSP, and in 20 aged-matched healthy control subjects. The main finding was a change in the magnetization transfer ratio in the globus pallidus, putamen, caudate nucleus, substantia nigra, and white matter in IPD, MSA, and PSP patients, matching the pathological features of the underlying disorder. Furthermore, stepwise linear discriminant analysis provided a good classification of the individual patients into the different disease groups. All IPD patients and control subjects were correctly separated from the MSA and PSP cohort, and all PSP patients and 11 of 12 MSA patients were correctly separated from the IPD and control cohort. There was also a fairly good discrimination of IPD patients from control subjects and of MSA from PSP patients. In conclusion, MTI revealed degenerative changes in patients with different parkinsonian syndromes matching the underlying pathological features of the different diseases, underlining the high potential of this method in distinguishing MSA and PSP from IPD.

Aged↗

Ploidy and morphology in osteosarcoma.

In a cytometric DNA study of high-grade osteosarcoma, the relationship between DNA content and morphology was analyzed. The investigation, based on microspectrophotometry of tissue sections and flow cytometry (FCM), included both primary lesions and recurrences. FCM analysis, applied to a consecutive series of 47 primary osteosarcomas, disclosed that 2 were diploid and 45 were nondiploid, 8 of which were tetraploid. Multiple aneuploid peaks were detected in 13 tumors. Among the nondiploid tumors, there was no clear relationship between the peak DNA value(s) and the histologic subtype (osteoblastic, chondroblastic, fibroblastic) or grade (III-IV). The proliferative activity, as reflected by the percentage of S-phase cells, could be determined in 38 of the 47 tumors analyzed by FCM. The percentage was higher for aneuploid than for tetraploid lesions; however, the distribution of S-phase cells was not related to the histologic subtype or the grade of the tumors. To assess the reliability of a single sample for FCM, the DNA content of biopsy and surgical specimens was compared in 20 tumors; there was complete agreement in all cases with respect to the classification of the lesion as diploid, tetraploid or aneuploid. Analysis by FCM or microspectrophotometry of 12 local recurrences and 16 metastases and the corresponding 19 primary tumors showed that an aneuploid characteristic of the primary lesion was retained during progression of the disease. In 12 tumors analyzed by microspectrophotometry in tissue sections, comparison of chondroblastic and osteoblastic/fibroblastic areas within the same lesion consistently disclosed hyperploidy in both areas.(ABSTRACT TRUNCATED AT 250 WORDS)

DNA, Neoplasm↗

What do chronic obstructive pulmonary disease patients die from? A multiple cause coding analysis.

Information on obstructive lung disease (OLD) deaths is generally derived from the underlying cause of death on the death certificate. This neglects information on other conditions mentioned and may underestimate the burden of disease. Descriptive analyses of all conditions mentioned on the death certificate for all decedents where OLD (chronic obstructive pulmonary disease or asthma) was mentioned as a contributing cause of death were conducted for England and Wales for 1993-1999. OLD was mentioned in 312,664 or 8.0% of all deaths. OLD comprised the underlying cause of death in 59.8% of deaths with any mention of OLD. Where OLD was not the underlying cause of death, the leading causes by the International Classification of Disease version 9 chapter were diseases of the circulatory system, neoplasms, and non-OLD diseases of the respiratory system. The top single causes were acute myocardial infarction, other ischaemic heart disease, and lung cancer. The current analysis confirms that using the underlying cause of death underestimates the contribution of obstructive lung disease to mortality in England and Wales, in contrast to myocardial infarction where underlying cause of death captures most (94%) mentions on the death certificate.

Adolescent↗

Classification of chemical and biological warfare agent simulants by surface-enhanced Raman spectroscopy and multivariate statistical techniques.

Initial results demonstrating the ability to classify surface-enhanced Raman (SERS) spectra of chemical and biological warfare agent simulants are presented. The spectra of two endospores (B. subtilis and B. atrophaeus), two chemical agent simulants (dimethyl methylphosphonate (DMMP) and diethyl methylphosphonate (DEMP)), and two toxin simulants (ovalbumin and horseradish peroxidase) were studied on multiple substrates fabricated from colloidal gold adsorbed onto a silanized quartz surface. The use of principal component analysis (PCA) and hierarchical clustering were used to evaluate the efficacy of identifying potential threat agents from their spectra collected on a single substrate. The use of partial least squares-discriminate analysis (PLS-DA) and soft independent modeling of class analogies (SIMCA) on a compilation of data from separate substrates, fabricated under identical conditions, demonstrates both the feasibility and the limitations of this technique for the identification of known but previously unclassified spectra.

Biological Warfare↗