Exploraty Multivariate Statistical Methods Applied to Pharmaceutical Industry CRM Data

Dissertação apresentada como requisito parcial para obtenção do grau de Mestre em Estatística e Gestão de Informação

Melanosome transfer between melanocytes and keratinocytes

RESUMO: A pele é o maior órgão do corpo humano e a sua pigmentação é essencial para a sua coloração e proteção contra os efeitos nocivos da radiação ultravioleta (UV). A pigmentação da pele resulta essencialmente de três processos: a síntese e o armazenamento de melanina pelos melanócitos, em organelos especializados denominados melanossomas; o transporte dos melanossomas dentro dos melanócitos; e finalmente, a transferência dos melanossomas para os queratinócitos adjacentes. Nos queratinócitos, a melanina migra para a região perinuclear apical da célula para formar um escudo protetor,responsável pela proteção do DNA dos danos causados pela radiação UV. Os melanócitos estão localizados na camada basal da epiderme e contactam com 30-40 queratinócitos. Em conjunto, estas células formam a “unidade melano-epidérmica”. Apesar dos processos de síntese e transporte de melanina nos melanócitos estarem bastante bem caracterizados, os mecanismos moleculares subjacentes à transferência inter-celular de melanina são menos conhecidos e ainda controversos. Dados preliminares obtidos pelo nosso grupo, que se basearam na observação de amostras de pele humana por microscopia electrónica, indicam que a forma predominante de transferência de melanina na epiderme consiste na exocitose dos melanossomas pelos melanócitos e subsequente endocitose da melanina por queratinócitos. Para além disso sabe-se que as proteínas Rab, que controlam o tráfego membranar, estão envolvidas em várias etapas de pigmentação da pele, nomeadamente na biogénese e no transporte de melanina. Assim, dado o seu papel fundamental nestes processos, questionámo-nos sobre o seu envolvimento na transferência de melanina. Com este trabalho, propomo-nos a expandir o conhecimento atual sobre a transferência de melanina na pele, através do estudo detalhado dos seus mecanismos moleculares, identificando as proteínas Rab que regulam o processo. Pretendemos também confirmar o modelo de exo/endocitose como sendo o mecanismo principal de transferência de melanina. Primeiro, explorámos a regulação da secreção de melanina pelos melanócitos e analisámos o papel de proteínas Rab neste processo. Os resultados foram obtidos recorrendo a um método in vitro, desenvolvido previamente no laboratório, que avalia a quantidade de melanina segregada para o meio de cultura por espectrofotometria, e ainda por microscopia, contando o número de melanossomas transferidos para os queratinócitos. Através de co-culturas de melanócitos e queratinócitos, verificou-se que os queratinócitos estimulam a libertação de melanina dos melanócitos para o meio extra-celular, bem como a sua transferência para os queratinócitos. Além disso, a proteína Rab11b foi identificada como um regulador da exocitose de melanina e da sua transferência para os queratinócitos. De facto, a diminuição da expressão de Rab11b em melanócitos provocou a redução da secreção de melanina estimulada por queratinócitos, bem como da transferência desta. Em segundo lugar, para complementar o nosso estudo, centrámos a nossa investigação na internalização de melanina por queratinócitos. Especificamente, usando uma biblioteca de siRNA, explorámos o envolvimento de proteínas Rab na captação de melanina por queratinócitos. Como primeira abordagem, usámos esferas fluorescentes como substituto de melanina, avaliando os resultados por citometria de fluxo. No entanto, este método revelou-se ineficaz uma vez que a internalização destas esferas é independente do recetor PAR-2 (recetor 2 ativado por protease), que foi previamente descrito como essencial na captação de melanina por queratinócitos Posteriormente, foi desenvolvido um novo protocolo de endocitose baseado em microscopia, usando melanossomas sem a membrana envolvente (melanocores) purificados do meio de cultura de melanócitos, incluindo um programa informático especialmente desenhado para realizar uma análise semi-automatizada. Após internalização, os melanocores acumulam-se na região perinuclear dos queratinócitos, em estruturas que se assemelham ao escudo supranuclear observado na pele humana. Seguidamente, o envolvimento do recetor PAR-2 na captação de melanocores por queratinócitos foi confirmado, utilizando o novo protocolo de endocitose desenvolvido. Para além disso, a necessidade de quatro proteínas Rab foi identificada na internalização de melanocores por queratinócitos. A redução da expressão de Rab1a ou Rab5b em queratinócitos diminuiu significativamente o nível de internalização de melanocores, enquanto o silenciamento da expressão de Rab2a ou Rab14 aumentou a quantidade de melanocores internalizados por estas células. Em conclusão, os resultados apresentados corroboram as observações anteriores, obtidas em amostras de pele humana, e sugerem que o mecanismo de transferência predominante é a exocitose de melanina pelos melanócitos, induzida por queratinócitos, seguida por endocitose pelos queratinócitos. A pigmentação da pele tem implicações tanto ao nível da cosmética, como ao nível médico, relacionadas com foto-envelhecimento e com doenças pigmentares. Assim sendo, ao esclarecer quais os mecanismos moleculares que regulam a transferência de melanina na pele, este trabalho pode conduzir ao desenvolvimento de novas estratégias para modular a pigmentação da pele.----------------ABSTRACT: Skin pigmentation is achieved through the highly regulated production of the pigment melanin in specialized organelles, termed melanosomes within melanocytes. These are transported from their site of synthesis to the melanocyte periphery before being transferred to keratinocytes where melanin forms a supra-nuclear cap to protect the DNA from UVinduced damage. Together, melanocytes and keratinocytes form a functional complex, termed “epidermal-melanin unit”, that confers color and photoprotective properties to the skin. Skin pigmentation requires three processes: the biogenesis of melanin; its intracelular transport within the melanocyte to the cell periphery; and the melanin transfer to keratinocytes. The first two processes have been extensively characterized. However, despite significant advances that have been made over the past few years, the mechanisms underlying inter-cellular transfer of pigment from melanocytes to keratinocytes remain controversial.Preliminary studies from our group using electron microscopy and human skin samples found evidence for a mechanism of coupled exocytosis-endocytosis. Rab GTPases are master regulators of intracellular trafficking and have already been implicated in several steps of skin pigmentation. Thus, we proposed to explore and characterize the molecular mechanisms of melanin transfer and the role of Rab GTPases in this process. Moreover, we investigated whether the exo/endocytosis model is the main mechanism of melanin transfer. We first focused on melanin exocytosis by melanocytes. Then, we started to investigate the key regulatory Rab proteins involved in this step by establishing an in vitro tissue culture model of melanin secretion. Using co-cultures of melanocytes and keratinocytes, we found that keratinocytes stimulate melanin release and transfer. Moreover, depletion of Rab11b decreases keratinocyte-induced melanin exocytosis by melanocytes. In order to determine whether melanin exocytosis is a predominant mechanism of melanin transfer, the amount of melanin transferred to keratinocytes was then assayed in conditions where melanin exocytosis was inhibited. Indeed, Rab11b depletion resulted in a significant decrease in melanin uptake by keratinocytes. Taken together, these observations suggest that Rab11b mediates melanosome exocytosis from melanocytes and transfer to keratinocytes. To complement and extend our study, we of melanin by keratinocytes. Thus, we aimed to explore the effect of depleting Rab GTPases on melanin uptake and trafficking within keratinocytes. As a first approach, we used fluorescent microspheres as a melanin surrogate. However, the uptake of microspheres was observed to be independent of PAR-2, a receptor that is required for melanin uptakecentred our attention in the internalization of melanin by keratinocytes. Thus, we aimed to explore the effect of depleting Rab GTPases on melanin uptake and trafficking within keratinocytes. As a first approach, we used fluorescent microspheres as a melanin surrogate. However, the uptake of microspheres was observed to be independent of PAR-2, a receptor that is required for melanin uptake.Therefore, we concluded that microspheres were uptaken by keratinocytes through a different pathway than melanin. Subsequently, we developed a microscopy-based endocytosis assay using purified melanocores (melanosomes lacking the limiting membrane) from melanocytes, including a program to perform a semi-automated analysis. Melanocores are taken up by keratinocytes and accumulate in structures in the perinuclear area that resemble the physiological supranuclear cap observed in human skin. We then confirmed the involvement of PAR-2 receptor in the uptake of melanocores by keratinocytes, using the newly developed assay. Furthermore, we identified the role of four Rab GTPases on the uptake of melanocores by keratinocytes. Depletion of Rab1a and Rab5b from keratinocytes significantly reduced the uptake of melanocores, whereas Rab2a, and Rab14 silencing increased the amount the melanocores internalized by XB2 keratinocytes. In conclusion, we present evidence supporting keratinocyte-inducedmelanosome exocytosis from melanocytes, followed by endocytosis of the melanin core by keratinocytes as the predominant mechanism of melanin transfer in skin. Although advances have been made, there is a need for more effective and safer therapies directed at pigmentation disorders and also treatments for cosmetic applications. Hence, the understanding of the above mechanisms of skin pigmentation will lead to a greater appreciation of the molecular machinery underlying human skin pigmentation and could interest the pharmaceutical and cosmetic industries.

The Lausanne Institutional Biobank: a new resource to catalyse research in personalised medicine and pharmaceutical sciences.

Breakthrough technologies which now enable the sequencing of individual genomes will irreversibly modify the way diseases are diagnosed, predicted, prevented and treated. For these technologies to reach their full potential requires, upstream, access to high-quality biomedical data and samples from large number of properly informed and consenting individuals and, downstream, the possibility to transform the emerging knowledge into a clinical utility. The Lausanne Institutional Biobank was designed as an integrated, highly versatile infrastructure to harness the power of these emerging technologies and catalyse the discovery and development of innovative therapeutics and biomarkers, and advance the field of personalised medicine. Described here are its rationale, design and governance, as well as parallel initiatives which have been launched locally to address the societal, ethical and technological issues associated with this new bio-resource. Since January 2013, inpatients admitted at Lausanne CHUV University Hospital have been systematically invited to provide a general consent for the use of their biomedical data and samples for research, to complete a standardised questionnaire, to donate a 10-ml sample of blood for future DNA extraction and to be re-contacted for future clinical trials. Over the first 18 months of operation, 14,459 patients were contacted, and 11,051 accepted to participate in the study. This initial 18-month experience illustrates that a systematic hospital-based biobank is feasible; it shows a strong engagement in research from the patient population in this University Hospital setting, and the need for a broad, integrated approach for the future of medicine to reach its full potential.

Associative Issue Ownership as a Determinant of Voters' Campaign Attention

Campaigns raise public interest in politics and allow parties to convey their messages to voters. However, voters' exposure and attention during campaigns are biased towards parties and candidates they like. This hinders parties' ability to reach new voters. This paper theorises and empirically tests a simple way in which parties can break partisan selective attention: owning an issue. When parties own issues that are important for a voter, that voter is more likely to notice them. Using survey data collected prior to the 2009 Belgian regional elections it is shown that this effect exists independent of partisan preferences and while controlling for the absolute visibility of a party in the media. This indicates that issue ownership has an independent impact on voters' attention to campaigns. This finding shows that owning salient issues yields (potential) advantages for parties, since getting noticed is a prerequisite for conveying electoral messages and increasing electoral success.

Predicting performance on fluid intelligence from speed of processing, working memory, and controlled attention

Fluid inteliigence has been defined as an innate ability to reason which is measured commonly by the Raven's Progressive Matrices (RPM). Individual differences in fluid intelligence are currently explained by the Cascade model (Fry & Hale, 1996) and the Controlled Attention hypothesis (Engle, Kane, & Tuholski, 1999; Kane & Engle, 2002). The first theory is based on a complex relation among age, speed, and working memory which is described as a Cascade. The alternative to this theory, the Controlled Attention hypothesis, is based on the proposition that it is the executive attention component of working memory that explains performance on fluid intelligence tests. The first goal of this study was to examine whether the Cascade model is consistent within the visuo-spatial and verbal-numerical modalities. The second goal was to examine whether the executive attention component ofworking memory accounts for the relation between working memory and fluid intelligence. Two hundred and six undergraduate students between the ages of 18 and 28 completed a battery of cognitive tests selected to measure processing speed, working memory, and controlled attention which were selected from two cognitive modalities, verbalnumerical and visuo-spatial. These were used to predict performance on two standard measures of fluid intelligence: the Raven's Progressive Matrices (RPM) and the Shipley Institute of Living Scales (SILS) subtests. Multiple regression and Structural Equation Modeling (SEM) were used to test the Cascade model and to determine the independent and joint effects of controlled attention and working memory on general fluid intelligence. Among the processing speed measures only spatial scan was related to the RPM. No other significant relations were observed between processing speed and fluid intelligence. As 1 a construct, working memory was related to the fluid intelligence tests. Consistent with the predictions for the RPM there was support for the Cascade model within the visuo-spatial modality but not within the verbal-numerical modality. There was no support for the Cascade model with respect to the SILS tests. SEM revealed that there was a direct path between controlled attention and RPM and between working memory and RPM. However, a significant path between set switching and RPM explained the relation between controlled attention and RPM. The prediction that controlled attention mediated the relation between working memory and RPM was therefore not supported. The findings support the view that the Cascade model may not adequately explain individual differences in fluid intelligence and this may be due to the differential relations observed between working memory and fluid intelligence across different modalities. The findings also show that working memory is not a domain-general construct and as a result its relation with fluid intelligence may be dependent on the nature of the working memory modality.

Attention focus and balance control in young and older adults

This thesis investigated attention focus and balance control in eighteen healthy young adults and eighteen healthy older adults. All participants performed sixteen consecutive trials of a balance task which involved standing for 30-s on an unstable platform that could rotate only in the roll direction. There were no attention focus instructions provided on any of the sixteen trials. Following the completion of the initial and final attempt in the series, participants reported "where" their attention had been focused when performing the task. The results showed differences in balance between young and older adults and improvements in balance with practice in both young and older adults. However, there were no differences in attention focus strategies between young and older adults. Both age groups directed attention to multiple sources during the balance task. An equal focus on internal (i.e., feet, trunk, and other body parts) and external (i.e., the platform) sources with little focus on events not related to the task dominated on the first attempt of the balance task. Focus on internal sources was maintained and focus on events not related to the task increased at the expense of focus on external sources on the final attempt of the balance task. Following the series of sixteen trials to establish "natural" attention focus, participants performed three randomly presented trials, each with specific attention focus instructions (i.e., think about minimizing movements of the feet, the trunk, or the platform). The results showed that, in contrast to the literature, instructions to focus on an internal source, the trunk, actually augmented control of the task as reflected in reduced trunk sway whereas instructions to focus on an internal source, the feet, or an external source, the platform, did not benefit performance on the task. Thus, the distance fi-om the interaction point of the body with the external source is critical and may not depend on whether the source is internal or external. Thus, a global attention focus instruction may not be beneficial and the nature of the task should be considered when adopting attention focus instructions for young and older adults.

Effectiveness of instructional strategies based on schema theory on attention deficit disorder children

A review of the literature reveals that there are a number of children in the educational system who are characterized by Attention Deficit Disorder. Further review of the literature reveals that there are information processing programs which have had some success in increasing the learning of these children. Currently, an information processing program which is based on schema theory is being implemented in Lincoln County. Since schema theory based programs build structural, conditional, factual, and procedural schemata which assist the learner in attending to salient factors, learning should be increased. Thirty-four children were selected from a random sampling of Grade Seven classes in Lincoln County. Seventeen of these children were identified by the researcher and classroom teacher as being characterized by Attention Deficit Disorder. From the remaining population, 17 children who were not characterized by Attention Deficit Disorder were randomly selected. The data collected were compared using independent t-tests, paired t-tests, and correlation analysis. Significant differences were found in all cases. The Non-Attention Deficit Disorder children scored significantly higher on all the tests but the Attention Defici t Disorder children had a significantly higher ratio of gain between the pretests and posttests.

Physical activity of children with developmental coordination disorder in the presence of attention deficit hyperactivity disorder : does gender matter?

Baerg, S., Cairney, J., Hay, J., Rempel, L. and Faught, B.E. (2009). Physical Activity of Children with Developmental Coordination Disorder in the Presence of Attention Deficit Hyperactivity Disorder: Does Gender Matter? Brock University, St. Catharines, Ontario, CANADA. Children with Developmental Coordination Disorder (DCD) have difficulties in motor coordination. Attention-deficit hyperactive disorder (ADHD) is considered the condition most co-morbid with DCD at approximately 50%. Children with DCD are generally less physically active (PA) than their peers, while children with ADHD are often considered more physically active. It is not known if the physical activity patterns of children with DCD-ADHD resemble those of children with primarily DCD or that of their healthy peers. The primary objective of this research was to contrast physical activity patterns between children with DCD, DCD-ADHD, and healthy controls. Since boys are generally reported as more physically active than girls, a secondary objective was to determine if gender moderated the association between groups and physical activity. A sample of males (n=66) and females (n=44) were recruited from the Physical Health Activity Study Team (PHAST) longitudinal study. The Movement Assessment Battery for Children (2nd Ed.) was used to identify probable cases of DCD, and Connor's Revised Parent Rating Scale- Short Version to identify ADHD. Subjects (mean age=12.8±.4 yrs) were allocated to three groups; DCD (n=32), DCD-ADHD (n=30) and control (n=48). Physical activity was monitored for seven days with the Actical® accelerometer (activity count, step count and energy expenditure). Children completed the Participation Questionnaire (PQ) during the in-school session of data collection for the PHAST study. Height, weight and body mass index (BMI) were also determined. Analysis of variance showed significant group differences for activity count (F(2,56)=5.36, p=.007) and PQ (F(2,44 )=6. 71, p=.003) in males, while a significant group difference for step count (F(2,37)=3.55, p=.04) was found in females. Post hoc comparison tests (Tukey) identified significantly lower PQ and activity count between males with OCD and controls (p=.004) and males with DCD-ADHD and controls (p=.003). Conversely, females with DCD-ADHD had significantly more step counts than their controls (p=.01). Analysis of covariance demonstrated a gender by DCD groups negative interaction for males (activity count) (F(2,92):;:3.11, p=.049) and a positive interaction for females (step count) (F(1,92)=4.92, p=.009). Hyperactivity in females with DCD-ADHD appears to contribute to more physical activity, whereas DCD may contribute to decreased activity in males with DCD and DCDADHD. Further research is needed to examine gender differences in physical activity within the context of DCD and ADHD.

The effect of perturbation warning on attention switching abilities during dual-task performance in young and older adults

This study examined whether providing an auditory warning would facilitate attention switching abilities in older adults during dual-tasking. Fifteen young and 16 older adults performed a tracking task while recovering their balance from a support surface translation. For half of the trials, an auditory warning was presented to inform participants of the upcoming translation. Performance was quantified through electromyographic (EMG) recordings of the lower limb muscles, while the ability to switch attention between tasks was determined by tracking task error. Providing warning of an upcoming loss of balance resulted in both young and older adults increasing their leg EMG activity by 10-165% (p<0.05) in preparation for the upcoming translation. However, no differences in the timing of attention switching were observed with or without the warning (p=0.424). Together, these findings suggest that providing a perturbation warning has minimal benefits in improving attention switching abilities for balance recovery in healthy older adults.

An Investigation of the Role of Attention in the Cross-Race Effect: An Ecological Approach

The current set of studies was conducted to examine the cross-race effect (CRE), a phenomenon commonly found in the face perception literature. The CRE is evident when participants display better own-race face recognition accuracy than other-race recognition accuracy (e.g. Ackerman et al., 2006). Typically the cross-race effect is attributed to perceptual expertise, (i.e., other-race faces are processed less holistically; Michel, Rossion, Han, Chung & Caldara, 2006), and the social cognitive model (i.e., other-race faces are processed at the categorical level by virtue of being an out-group member; Hugenberg, Young, Bernstein, & Sacco, 2010). These effects may be mediated by differential attention. I investigated whether other-race faces are disregarded and, consequently, not remembered as accurately as own-race (in-group) faces. In Experiment 1, I examined how the magnitude of the CRE differed when participants learned individual faces sequentially versus when they learned multiple faces simultaneously in arrays comprising faces and objects. I also examined how the CRE differed when participants recognized individual faces presented sequentially versus in arrays of eight faces. Participants’ recognition accuracy was better for own-race faces than other-race faces regardless of familiarization method. However, the difference between own- and other-race accuracy was larger when faces were familiarized sequentially in comparison to familiarization with arrays. Participants’ response patterns during testing differed depending on the combination of familiarization and testing method. Participants had more false alarms for other-race faces than own-race faces if they learned faces sequentially (regardless of testing strategy); if participants learned faces in arrays, they had more false alarms for other-race faces than own-races faces if ii i they were tested with sequentially presented faces. These results are consistent with the perceptual expertise model in that participants were better able to use the full two seconds in the sequential task for own-race faces, but not for other-race faces. The purpose of Experiment 2 was to examine participants’ attentional allocation in complex scenes. Participants were shown scenes comprising people in real places, but the head stimuli used in Experiment 1 were superimposed onto the bodies in each scene. Using a Tobii eyetracker, participants’ looking time for both own- and other-race faces was evaluated to determine whether participants looked longer at own-race faces and whether individual differences in looking time correlated with individual differences in recognition accuracy. The results of this experiment demonstrated that although own-race faces were preferentially attended to in comparison to other-race faces, individual differences in looking time biases towards own-race faces did not correlate with individual differences in own-race recognition advantages. These results are also consistent with perceptual expertise, as it seems that the role of attentional biases towards own-race faces is independent of the cognitive processing that occurs for own-race faces. All together, these results have implications for face perception tasks that are performed in the lab, how accurate people may be when remembering faces in the real world, and the accuracy and patterns of errors in eyewitness testimony.