PubMed Health⌕ Search

SEARCH · PubMed Health

Results for “Statistical Distributions”

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 73 records · Page 4Linked to original sources

Statistical distribution of factors and factor images in factor analysis of medical image sequences.

From a time or energy image sequence, factor analysis of medical image sequences (FAMIS) estimates factors, representing kinetics or spectra in a given physiological compartment, and associated factor images, showing the compartments corresponding to each curve. In this paper, we show that the statistical properties of factor images and associated factors can be determined using a well known result from elementary probability theory. Numerical experiments are conducted to demonstrate that the variance observed in factor images can be predicted when the statistical properties of the original data are known. It is shown how these theoretical results can be used to relax the non-negativity constraints during FAMIS oblique analysis and to improve the quantitative interpretation of the factor images by associating a confidence interval with each pixel value.

Biophysical Phenomena↗

Statistical distributions and self-organizing phenomena: what conclusions should be drawn?

Some salient properties of the inverse power law distribution, the exponential distribution, catastrophe distributions, and the relationships among them were explored and compared. Self-organizing events may display any of these distributions. Catastrophe functions and their distributions do not display fractional (fractal) dimensions. Thus it is possible to have self-organization without the fractal. An empirical example from leadership emergence research illustrated a situation where a power law distribution provided a poor characterization of the data, but a swallowtail catastrophe model did so quite well. The results call into question some simplistic assumptions about the relationships among fractals, inverse power laws, self-organization and so-called pink noise.

Fractals↗

[Weibull statistical distribution in physiologic research].

An attempt is made to define more precisely the law of arterial pressure incidence rate in population of normal subjects and patients suffering from different diseases. The incidence rate is found to obey the Weibull three-parameter law.

Adolescent↗

Determination of depletion and statistical distribution of morantel-related residues in bovine milk following administration of morantel tartrate to dairy cows.

Residue depletion studies were conducted in dairy cattle to monitor morantel-related residues in milk following oral administration of morantel tartrate (Rumate. Eleven lactating cows of various ages, periods of lactation, and known milk production were orally dosed with the bolus formulation of morantel tartrate with an actual dose range of 8.4-9.8 mg/kg body weight. Representative samples of milk were collected at 10-14 h intervals post-dose, and subsamples were assayed for the major and minor hydrolysis products of morantel-related residues, MAPA and CP-20,107. Residues assayed as precursors of MAPA peaked at the second milking (24 h post-dose) and were below 25 ppb (range: less than 12-24 ppb). Precursors of CP-20,107, which confirm the identity of morantel, also peaked at 24 h post-dose (range: 2.1-3.3 ppb) and declined rapidly thereafter. A statistical model was used to project the level of residues at the upper limit of 99% of the total target animal (i.e., dairy cattle) population with 95% confidence. The calculated peak levels from this model were 50 and 5.0 ppb for morantel-related residues convertible to MAPA and CP-20,107, respectively.

Animals↗

On the statistical distribution of amino acid residue in randomly synthesized peptides.

The probability of randomly synthesized peptides having an excess of a given residue Ri (nRi > N/2; N = size of the peptide) decreases strongly with peptide size. For a strong specific interaction of a Ri, rich peptide with a given sequence of a ribotide chain, peptides should be reasonably large. We discuss how a compromise can be achieved that may have had an important role on the origin of the genetic code.

Amino Acids↗

Gamma-glutamyltransferase activity in plasma: statistical distributions, individual variations, and reference intervals.

Measurement of gamma-glutamyltransferase activity in plasma provides a useful index to liver function. Using as our study population those persons coming to the Center for Preventive Medicine, we described and measured the significance and importance of physiological and environmental variations. We established a classification for the variation factors. The three most important factors affecting this activity were drug intake, alcohol consumption, and excessive weight, followed by sex and age. We suggest a preliminary group of reference intervals for healthy subjects to be used in interpreting a laboratory test.

Adolescent↗

Antihypertensive effect of drugs: statistical distribution of the trough-to-peak ratio.

Explicit formulas for the distribution function, the expectation, and the variance of the ratio X/Y were calculated, where X and Y are dependent variables. We assumed that the pair (X, Log Y) has a bivariate normal distribution. The work was motivated by a recent draft from the American Food and Drug Administration (FDA) on the treatment of high blood pressure (FDA, 1990, Draft of the Proposed Guidelines for the Clinical Evaluation of Antihypertensive Drugs). The effect of antihypertensive drugs on blood pressure usually achieves a peak level and then decreases to a trough level before the next dose. The FDA recommended that the ratio of trough-to-peak effects should be at least 0.5. It is well known that trough and peak effects are correlated.

Analysis of Variance↗

Defining the statistical distribution of vesicle diameters facilitates quantitative assessment of spectral narrowing from small vesicles in protein/lipid interaction studies by 2H-NMR.

The diameters of vesicles comprising complexes of an integral membrane protein and 1,2-dimyristoyl-sn-glycero-3-phosphocholine, deuterated in the choline gamma-methyl groups, exhibited a lognormal distribution defined by the geometric mean (GM) and the logarithmic standard deviation (LSD). The range of vesicle sizes within each complex was very large (e.g., 99% of vesicles measured between 60 nm and 4,000 nm in one complex). This complicated assessment of spectral narrowing artefacts from small vesicles in broad line 2H-NMR results. Artefacts (e.g., decreases in quadrupole splitting and generation of two component spectra) resembled results attributed to membrane proteins in other 2H-NMR studies for which spectral narrowing was dismissed by demonstration of some vesicles > 400 nm in diameter. This was inadequate since 2H-NMR spectra from complexes with GM < 350 nm exhibited spectral narrowing artefacts despite the presence of some vesicles 1,200 nm in diameter. The nature and degree of artefact were determined by both GM and LSD. Quantifying vesicle sizes by GM and LSD accommodated the large size variation within a complex and facilitated quantitative assessment of artefacts through comparison of different complexes.

Bacteriorhodopsins↗

Modeling growth kinetics and statistical distribution of oligometastases.

The kinetics of development of micrometastases, and especially of small numbers of metastases (oligometastases), was explored by using simple assumptions to develop concepts that may be useful for framing future research. The conclusions depend on the assumptions and hence must be considered speculative. It is assumed that beyond a threshold size for initiation of metastatic spread, which varies widely from tumor to tumor, the rate at which a primary tumor sheds new metastases increases exponentially, in parallel with its exponential growth. This increasing rate of release of new metastatic clonogens from the primary tumor is accompanied by a similar exponential growth of each of the micrometastases newly established at a secondary site. This creates a log-log linear relationship between the volume distribution of metastases and number of metastases, there being one largest metastasis followed by an exponentially expanding number of logarithmically smaller micrometastases. For example, if the micrometastases and the primary tumor grew at the same rate for 6 doublings after initiation of the first metastasis, then the primary tumor would have increased its volume by a factor of 64 (2(6)) and would be shedding metastatic clonogens at 64 times the initial rate. The first metastasis would undergo 6 doublings and contain 64 cells; the succeeding 2 metastases, released as the primary doubled in volume, would undergo 5 doublings and each would contain 32 cells; and so forth down to the 64 most recently developed single-cell metastases. However, the growth rate of metastases is expected to be faster than that of the primary tumor so that the rate of increase in volume of the micrometastases would be faster than the rate of increase in their numbers (through release of new metastases from the primary). Thus, although the log-log linear relationship is maintained, the slope of the volume frequency curve is changed; if the micrometastases grew 5 times faster than the primary, the slope would change by a factor of 5. Removal of the primary tumor as a source of new metastases truncates the expansion in numbers of metastases without affecting the growth rate of existing micrometastases, with the result that the volume-frequency relationship is maintained but the whole curve is shifted to larger volumes as micrometastases grow toward clinical detectability. The development of an oligometastatic distribution requires that the exponential expansion in the number of new metastases be stopped by eliminating the primary tumor soon after the first metastasis is shed. A cell destined to become part of an oligometastatic distribution had just been newly deposited at its metastatic site at the time the primary tumor was removed and must undergo about 30 doublings to become clinically detectable as an overt metastasis (2(30) or 10(9) cells). Thus, the time interval between removal of the primary and subsequent appearance of oligometastases will be toward the upper end of a distribution of "metastasis-free" intervals for its particular class of tumor. The actual time to appearance of a solitary metastasis, or of oligometastases, in any particular patient will depend on the growth rate of the metastases in that individual but will always require about 30 volume doublings. An apparently solitary metastasis appearing synchronously with the primary tumor is unlikely to be solitary because, to do so, it would have to have undergone about 30 doublings without further release of metastatic clonogens from the primary that is, in our model, within 1 doubling in volume of the primary tumor. For the same reason, a synchronous or early appearing oligometastatic distribution is unlikely, but if it were to exist, there would be a steep gradient between the volumes of largest and smallest metastases because the growth rate of the micrometastases to produce synchronous metastases, without having further metastases shed from the primary, would have to be fast (up to 30x) relative to the growth rate of the primary. Conversely, a steep gradient in volumes of successive echelons of metastases reflects fast growth of metastases relative to the primary and favors the possibility of an oligometastatic distribution. This ratio of growth rates of metastases to primary is defined by the slope of the log-log curve for the volume-frequency distribution of metastases, which, in clinical practice, is difficult to determine over a wide range and is, by definition, essentially impossible for oligometastases. However, the volume-frequency relationship, measured over a wide range, is the same as the ratio of the volume of the largest to second-largest metastases in an oligometastatic situation. For example, if the metastasis doubled 5 times faster than the primary, the largest metastasis would be larger by 5 doublings than its closest follower(s), that is, by a factor of 2(5) or 32, equivalent to a 3.2-fold difference in diameter if the metastases were spherical. Alternatively, if an initially solitary and measurable metastasis is subsequently joined by measurable followers, the number of volume doublings separating successive echelons in the series can be determined directly, and the larger the difference (measured in doublings), the greater the probability that there will be a limited, oligometastatic condition (ie, in clinical terms, subsequent metastases will stop appearing after the large leader metastasis and a short succession of followers have been removed at 1 or more operations). In summary, the probability of there being an oligometastatic distribution is increased as the interval between removal of the primary tumor and appearance of metastases lengthens. It is also more likely the faster the metastases are growing relative to the growth rate of the primary tumor before its removal. Effective systemic cytotoxic treatment (eg, chemotherapy, hormonal manipulation, biological agents) given in the perioperative period, or concomitantly with radiation therapy for the primary tumor, would truncate the volume-frequency distribution toward an oligometastatic one by eliminating the smallest, most recently formed "tail-ender" metastases. That process, which only occurs at the threshold volume of the primary at which metastases are first initiated, would not be influenced by whether surgery or radiation therapy was chosen to treat the primary tumor, regardless of the overall duration of radiation therapy. Chemotherapy adjuvant to surgery is not usually indicated in the curative treatment of solitary or oligometastases because they represent a truncated distribution with few or no stragglers. If subclinical stragglers exist, they would usually be relatively large and, even though subclinical, too large to be cured by chemotherapy. Exceptions would be early rapidly growing oligometastases, especially from a slowly growing primary, or solitary metastases from an unknown primary where second echelon metastases, if they exist, may still be small. Otherwise chemotherapy could be postponed and used for palliative growth restraint of unusually large and/or numerous stragglers.

Humans↗