Logistic Regression: Psychiatric Screening, Plasma Proteins, and Danish Do-It-Yourself

2021 ◽  
Vol 18 (1) ◽  
Author(s):  
Marit Stockfelt ◽  
Mun-Gwan Hong ◽  
Bill Hesselmar ◽  
Ingegerd Adlerberth ◽  
Agnes E. Wold ◽  
...  

Abstract Background Protein profiles that can predict allergy development in children are lacking and the ideal sampling age is unknown. By applying an exploratory proteomics approach in the prospective FARMFLORA birth cohort, we sought to identify previously unknown circulating proteins in early life that associate to protection or risk for development of allergy up to 8 years of age. Methods We analyzed plasma prepared from umbilical cord blood (n = 38) and blood collected at 1 month (n = 42), 4 months (n = 39), 18 months (n = 42), 36 months (n = 42) and 8 years (n = 44) of age. We profiled 230 proteins with a multiplexed assay and evaluated the global structure of the data with principal component analysis (PCA). Protein profiles informative to allergic disease at 18 months, 36 months and/or 8 years were evaluated using Lasso logistic regression and random forest. Results Two clusters emerged in the PCA analysis that separated samples obtained at birth and at 1 month of age from samples obtained later. Differences between the clusters were mostly driven by abundant plasma proteins. For the prediction of allergy, both Lasso logistic regression and random forest were most informative with samples collected at 1 month of age. A Lasso model with 27 proteins together with farm environment differentiated children who remained healthy from those developing allergy. This protein panel was primarily composed of antigen-presenting MHC class I molecules, interleukins and chemokines. Conclusion Sampled at one month of age, circulating proteins that reflect processes of the immune system may predict the development of allergic disease later in childhood.


Author(s):  
M. Kraemer ◽  
J. Foucrier ◽  
J. Vassy ◽  
M.T. Chalumeau

Some authors using immunofluorescent techniques had already suggested that some hepatocytes are able to synthetize several plasma proteins. In vitro studies on normal cells or on cells issued of murine hepatomas raise the same conclusion. These works could be indications of an hepatocyte functionnal non-specialization, meanwhile the authors never give direct topographic proofs suitable with this hypothesis.The use of immunoenzymatic techniques after obtention of monospecific antisera had seemed to us useful to bring forward a better knowledge of this problem. We have studied three carrier proteins (transferrin = Tf, hemopexin = Hx, albumin = Alb) operating at different levels in iron metabolism by demonstrating and localizing the adult rat hepatocytes involved in their synthesis.Immunological, histological and ultrastructural methods have been described in a previous work.


2008 ◽  
Vol 21 (3) ◽  
pp. 163-169 ◽  
Author(s):  
J.C. Ennen ◽  
B.W. Mueller ◽  
M. Bibl ◽  
H. Esselmann ◽  
A. Rütten ◽  
...  

Der vorliegende Bericht beschreibt ein vom Bundesministerium für Gesundheit gefördertes Vorhaben zum «Leuchtturmprojekt Demenz» im Themenfeld 1 «Therapie und Pflegemaßnahmen: Wirksamkeit unter Alltagsbedingungen». Hierbei handelt es sich um eine multizentrische randomisierte Interventionsstudie, die den Einfluss von Sport (multimodale sportliche Aktivität) unter kontrollierten Bedingungen auf die kognitive Entwicklung von Alzheimer-Patienten im frühen Stadium prüft. In einem zweiarmigen Design werden je 150 Patienten mit früher AD unter Verum- bzw. Kontroll-Bedingungen untersucht. Die Verum-Gruppe erhält ein spezifisches sportliches Trainingsprogramm. In der Kontrollgruppe werden lediglich Dehnungsübungen durchgeführt. Primäre Endpunkte der Studie sind die kognitive Leistung der Patienten sowie deren Alltagskompetenz im Verlauf. Die gesundheitsbezogene Lebensqualität der Patienten sowie etwaige Verhaltensstörungen und depressive Symptome werden als sekundäre Endpunkte erfasst. Darüber hinaus werden die Angehörigen zur krankheitsbezogenen Belastung befragt und auf depressive Symptome untersucht. Angelehnt an die Hypothesen der «Initiative Demenzversorgung in der Allgemeinmedizin» (IDA) sollen entsprechende nicht-medikamentöse Versorgungsangebote dazu beitragen, dass Patienten länger in ihrem gewohnten häuslichen Umfeld leben. Im Sinne der Nachhaltigkeit der zu erwartenden Ergebnisse wird ein «Do it yourself»-Manual erstellt, mit dem das Trainingsprogramm auch ohne professionelle Anleitung, z. B. im Rahmen von Selbsthilfegruppen durchgeführt werden kann. Die weitere Implementierung (z. B. in Internetforen und weiteren Medien) wird durch einen Beirat der lokalen Krankenkassen, Gesundheitsämter und der Deutschen Alzheimer-Gesellschaft unterstützt.


2007 ◽  
Vol 23 (3) ◽  
pp. 157-165 ◽  
Author(s):  
Carmen Hagemeister

Abstract. When concentration tests are completed repeatedly, reaction time and error rate decrease considerably, but the underlying ability does not improve. In order to overcome this validity problem this study aimed to test if the practice effect between tests and within tests can be useful in determining whether persons have already completed this test. The power law of practice postulates that practice effects are greater in unpracticed than in practiced persons. Two experiments were carried out in which the participants completed the same tests at the beginning and at the end of two test sessions set about 3 days apart. In both experiments, the logistic regression could indeed classify persons according to previous practice through the practice effect between the tests at the beginning and at the end of the session, and, less well but still significantly, through the practice effect within the first test of the session. Further analyses showed that the practice effects correlated more highly with the initial performance than was to be expected for mathematical reasons; typically persons with long reaction times have larger practice effects. Thus, small practice effects alone do not allow one to conclude that a person has worked on the test before.


2012 ◽  
Vol 2 (2) ◽  
pp. 72-81
Author(s):  
Christina M. Rudin-Brown ◽  
Eve Mitsopoulos-Rubens ◽  
Michael G. Lenné

Random testing for alcohol and other drugs (AODs) in individuals who perform safety-sensitive activities as part of their aviation role was introduced in Australia in April 2009. One year later, an online survey (N = 2,226) was conducted to investigate attitudes, behaviors, and knowledge regarding random testing and to gauge perceptions regarding its effectiveness. Private, recreational, and student pilots were less likely than industry personnel to report being aware of the requirement (86.5% versus 97.1%), to have undergone testing (76.5% versus 96.1%), and to know of others who had undergone testing (39.9% versus 84.3%), and they had more positive attitudes toward random testing than industry personnel. However, logistic regression analyses indicated that random testing is more effective at deterring AOD use among industry personnel.


2001 ◽  
Vol 6 (1) ◽  
pp. 35-48 ◽  
Author(s):  
Michaela Kiernan ◽  
Helena C. Kraemer ◽  
Marilyn A. Winkleby ◽  
Abby C. King ◽  
C. Barr Taylor

PsycCRITIQUES ◽  
2007 ◽  
Vol 52 (16) ◽  
Author(s):  
Sharon Homan
Keyword(s):  

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