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1.
J Am Med Inform Assoc ; 22(6): 1132-6, 2015 Nov.
Article in English | MEDLINE | ID: mdl-26138794

ABSTRACT

The Big Data to Knowledge (BD2K) Center for Causal Discovery is developing and disseminating an integrated set of open source tools that support causal modeling and discovery of biomedical knowledge from large and complex biomedical datasets. The Center integrates teams of biomedical and data scientists focused on the refinement of existing and the development of new constraint-based and Bayesian algorithms based on causal Bayesian networks, the optimization of software for efficient operation in a supercomputing environment, and the testing of algorithms and software developed using real data from 3 representative driving biomedical projects: cancer driver mutations, lung disease, and the functional connectome of the human brain. Associated training activities provide both biomedical and data scientists with the knowledge and skills needed to apply and extend these tools. Collaborative activities with the BD2K Consortium further advance causal discovery tools and integrate tools and resources developed by other centers.


Subject(s)
Algorithms , Datasets as Topic , Translational Research, Biomedical , Biomedical Research , Humans , United States
2.
PLoS Genet ; 10(7): e1004376, 2014 Jul.
Article in English | MEDLINE | ID: mdl-25033378

ABSTRACT

CFTR is a dynamically regulated anion channel. Intracellular WNK1-SPAK activation causes CFTR to change permeability and conductance characteristics from a chloride-preferring to bicarbonate-preferring channel through unknown mechanisms. Two severe CFTR mutations (CFTRsev) cause complete loss of CFTR function and result in cystic fibrosis (CF), a severe genetic disorder affecting sweat glands, nasal sinuses, lungs, pancreas, liver, intestines, and male reproductive system. We hypothesize that those CFTR mutations that disrupt the WNK1-SPAK activation mechanisms cause a selective, bicarbonate defect in channel function (CFTRBD) affecting organs that utilize CFTR for bicarbonate secretion (e.g. the pancreas, nasal sinus, vas deferens) but do not cause typical CF. To understand the structural and functional requirements of the CFTR bicarbonate-preferring channel, we (a) screened 984 well-phenotyped pancreatitis cases for candidate CFTRBD mutations from among 81 previously described CFTR variants; (b) conducted electrophysiology studies on clones of variants found in pancreatitis but not CF; (c) computationally constructed a new, complete structural model of CFTR for molecular dynamics simulation of wild-type and mutant variants; and (d) tested the newly defined CFTRBD variants for disease in non-pancreas organs utilizing CFTR for bicarbonate secretion. Nine variants (CFTR R74Q, R75Q, R117H, R170H, L967S, L997F, D1152H, S1235R, and D1270N) not associated with typical CF were associated with pancreatitis (OR 1.5, p = 0.002). Clones expressed in HEK 293T cells had normal chloride but not bicarbonate permeability and conductance with WNK1-SPAK activation. Molecular dynamics simulations suggest physical restriction of the CFTR channel and altered dynamic channel regulation. Comparing pancreatitis patients and controls, CFTRBD increased risk for rhinosinusitis (OR 2.3, p<0.005) and male infertility (OR 395, p<<0.0001). WNK1-SPAK pathway-activated increases in CFTR bicarbonate permeability are altered by CFTRBD variants through multiple mechanisms. CFTRBD variants are associated with clinically significant disorders of the pancreas, sinuses, and male reproductive system.


Subject(s)
Bicarbonates/metabolism , Cell Membrane Permeability/genetics , Cystic Fibrosis Transmembrane Conductance Regulator/genetics , Cystic Fibrosis/genetics , Pancreatitis/genetics , Chlorides/metabolism , Cystic Fibrosis/pathology , Cystic Fibrosis Transmembrane Conductance Regulator/chemistry , Cystic Fibrosis Transmembrane Conductance Regulator/deficiency , Genetic Association Studies , Genotype , HEK293 Cells , Humans , Male , Molecular Dynamics Simulation , Mutation , Pancreatitis/pathology , Phenotype , Reproduction/genetics
3.
JAMA Pediatr ; 167(6): 561-6, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23546617

ABSTRACT

IMPORTANCE: A child's health, positive perceptions of the research team and consent process, and altruistic motives play significant roles in the decision-making process for parents who consent for their child to enroll in clinical research. This study identified that nonconsenting parents were better educated, had private insurance, showed lower levels of altruism, and less understanding of study design. OBJECTIVE: To determine the factors associated with parental consent for their child's participation in a randomized, placebo-controlled trial. DESIGN: Cross-sectional survey conducted from July 2008 to May 2011. The survey was an ancillary study to the Randomized Intervention for Children with VesicoUreteral Reflux Study. SETTING: Seven children's hospitals participating in a randomized trial evaluating management of children with vesicoureteral reflux. PARTICIPANTS: Parents asked to provide consent for their child's participation in the randomized trial were invited to complete an anonymous online survey about factors influencing their decision. A total of 120 of the 271 (44%) invited completed the survey; 58 of 125 (46%) who had provided consent and 62 of 144 (43%) who had declined consent completed the survey. MAIN OUTCOMES AND MEASURES: A 60-question survey examining child, parent, and study characteristics; parental perception of the study; understanding of the design; external influences; and decision-making process. RESULTS Having graduated from college and private health insurance were associated with a lower likelihood of providing consent. Parents who perceived the trial as having a low degree of risk, resulting in greater benefit to their child and other children, causing little interference with standard care, or exhibiting potential for enhanced care, or who perceived the researcher as professional were significantly more likely to consent to participate. Higher levels of understanding of the randomization process, blinding, and right to withdraw were significantly positively associated with consent to participate. CONCLUSIONS AND RELEVANCE Parents who declined consent had a relatively higher socioeconomic status, had more anxiety about their decision, and found it harder to make their decision compared with consenting parents, who had higher levels of trust and altruism, perceived the potential for enhanced care, reflected better understanding of randomization, and exhibited low decisional uncertainty. Consideration of the factors included in the conceptual model should enhance the quality of the informed consent process and improve participation in pediatric clinical trials.


Subject(s)
Parental Consent/psychology , Parents/psychology , Randomized Controlled Trials as Topic/psychology , Refusal to Participate/psychology , Adult , Altruism , Anti-Infective Agents/therapeutic use , Anxiety , Child , Child, Preschool , Cross-Sectional Studies , Female , Health Knowledge, Attitudes, Practice , Humans , Infant , Insurance, Health , Logistic Models , Male , Middle Aged , Multivariate Analysis , Randomized Controlled Trials as Topic/methods , Secondary Prevention , Socioeconomic Factors , Surveys and Questionnaires , Trust , Urinary Tract Infections/prevention & control
4.
Account Res ; 15(4): 226-41, 2008.
Article in English | MEDLINE | ID: mdl-18972264

ABSTRACT

Issues of disclosure arise in neuroscientific research during the informed consent process, whenever incidental findings are identified, and when study results are generated. The possibility of disclosure of incidental findings and/or research results may raise informational expectations on the part of subjects and may alter a study's risk:benefit ratio. We recommend that the informed consent process address this potential consequence of research participation, and specify the conditions under which particular types of information will be offered, the conditions under which information may not be disclosed, and any provisions for helping subjects make sense of the information to be disclosed.


Subject(s)
Biomedical Research/ethics , Disclosure/ethics , Human Experimentation/ethics , Neurosciences/ethics , Humans , Incidental Findings , Informed Consent/ethics , Neurosciences/methods , Neurosciences/standards , Research Subjects
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