Barbara A. Koenig’s research while affiliated with University of California, San Francisco and other places

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Publications (183)


CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods
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  • Full-text available

February 2024

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403 Reads

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22 Citations

Genome Biology

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Constantina Bakolitsa

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Steven E. Brenner

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[...]

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Justin M. Zook

Background The Critical Assessment of Genome Interpretation (CAGI) aims to advance the state-of-the-art for computational prediction of genetic variant impact, particularly where relevant to disease. The five complete editions of the CAGI community experiment comprised 50 challenges, in which participants made blind predictions of phenotypes from genetic data, and these were evaluated by independent assessors. Results Performance was particularly strong for clinical pathogenic variants, including some difficult-to-diagnose cases, and extends to interpretation of cancer-related variants. Missense variant interpretation methods were able to estimate biochemical effects with increasing accuracy. Assessment of methods for regulatory variants and complex trait disease risk was less definitive and indicates performance potentially suitable for auxiliary use in the clinic. Conclusions Results show that while current methods are imperfect, they have major utility for research and clinical applications. Emerging methods and increasingly large, robust datasets for training and assessment promise further progress ahead.

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Fig. 2 Empirical cumulative distribution functions (ECDF) and their corresponding 95% confidence interval (C.I.) bands of estimated genetic ancestries stratified by case outcome-positive, inconclusive, and negative, and by pediatric or prenatal cases. a ECDF for African ancestry. b ECDF for Native American ancestry. c ECDF for East Asian ancestry. d ECDF for European ancestry. e ECDF for Middle Eastern ancestry. f ECDF for South Asian ancestry. There was no statistically significant difference between ECDFs in negative and positive cases, or negative and inconclusive cases in any of the genetic ancestries. Statistics were performed using Kolmogorov-Smirnov (KS) test. The short vertical lines on the x axis represent cases, ordered by their % genetic ancestries, and colored by outcomes as seen in the legend/key. KS 95% C.I. bands for ECDFs were calculated using Dvoretzky-Kiefer-Wolfowitz (DKW) inequality.
Genetic ancestry and diagnostic yield of exome sequencing in a diverse population

January 2024

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43 Reads

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5 Citations

npj Genomic Medicine

It has been suggested that diagnostic yield (DY) from Exome Sequencing (ES) may be lower among patients with non-European ancestries than those with European ancestry. We examined the association of DY with estimated continental/subcontinental genetic ancestry in a racially/ethnically diverse pediatric and prenatal clinical cohort. Cases ( N = 845) with suspected genetic disorders underwent ES for diagnosis. Continental/subcontinental genetic ancestry proportions were estimated from the ES data. We compared the distribution of genetic ancestries in positive, negative, and inconclusive cases by Kolmogorov–Smirnov tests and linear associations of ancestry with DY by Cochran-Armitage trend tests. We observed no reduction in overall DY associated with any genetic ancestry (African, Native American, East Asian, European, Middle Eastern, South Asian). However, we observed a relative increase in proportion of autosomal recessive homozygous inheritance versus other inheritance patterns associated with Middle Eastern and South Asian ancestry, due to consanguinity. In this empirical study of ES for undiagnosed pediatric and prenatal genetic conditions, genetic ancestry was not associated with the likelihood of a positive diagnosis, supporting the equitable use of ES in diagnosis of previously undiagnosed but potentially Mendelian disorders across all ancestral populations.



Participant perceptions of changes in psychosocial domains following participation in an adaptive deep brain stimulation trial

June 2023

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41 Reads

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9 Citations

Brain Stimulation

Background: There has been substantial controversy in the neuroethics literature regarding the extent to which deep brain stimulation (DBS) impacts dimensions of personality, mood, and behavior. Objective/hypothesis: Despite extensive debate in the theoretical literature, there remains a paucity of empirical data available to support or refute claims related to the psychosocial changes following DBS. Methods: A mixed-methods approach was used to examine the perspectives of patients who underwent DBS regarding changes to their personality, authenticity, autonomy, risk-taking, and overall quality of life. Results: Patients (n = 21) who were enrolled in adaptive DBS trials for Parkinson's disease, essential tremor, obsessive-compulsive disorder, Tourette's syndrome, or dystonia participated. Qualitative data revealed that participants, in general, reported positive experiences with alterations in what was described as 'personality, mood, and behavior changes.' The majority of participants reported increases in quality of life. No participants reported 'regretting the decision to undergo DBS.' Conclusion(s): The findings from this patient sample do not support the narrative that DBS results in substantial adverse changes to dimensions of personality, mood, and behavior. Changes reported as "negative" or "undesired" were few in number, and transient in nature.


Fig. 1 Distribution of ancestry in 845 patients enrolled in the Program in Prenatal and Prenatal Genomic Sequencing (P 3 EGS) study. Each chart shows the distribution of ancestry according to the arm of the study (Pediatric and Prenatal) and the sex of the participant. Ancestries depicted are American Indian, Native American (blue), Alaskan Native (Asian (orange), White/European (light blue), Middle Eastern/North African (green), Hispanic/Latino or Latina (dark blue), More than one race/ethnicity (brown), Unknown, none of the above (gray). A Pediatric patients, maternal ancestry. B Pediatric patients, paternal ancestry. C Prenatal patients, maternal ancestry. D Prenatal patients, paternal ancestry.
Diagnostic yield of pediatric and prenatal exome sequencing in a diverse population

May 2023

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57 Reads

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26 Citations

npj Genomic Medicine

The diagnostic yield of exome sequencing (ES) has primarily been evaluated in individuals of European ancestry, with less focus on underrepresented minority (URM) and underserved (US) patients. We evaluated the diagnostic yield of ES in a cohort of predominantly US and URM pediatric and prenatal patients suspected to have a genetic disorder. Eligible pediatric patients had multiple congenital anomalies and/or neurocognitive disabilities and prenatal patients had one or more structural anomalies, disorders of fetal growth, or fetal effusions. URM and US patients were prioritized for enrollment and underwent ES at a single academic center. We identified definitive positive or probable positive results in 201/845 (23.8%) patients, with a significantly higher diagnostic rate in pediatric (26.7%) compared to prenatal patients (19.0%) (P = 0.01). For both pediatric and prenatal patients, the diagnostic yield and frequency of inconclusive findings did not differ significantly between URM and non-URM patients or between patients with US status and those without US status. Our results demonstrate a similar diagnostic yield of ES between prenatal and pediatric URM/US patients and non-URM/US patients for positive and inconclusive results. These data support the use of ES to identify clinically relevant variants in patients from diverse populations.


Distribution of Self-identified Race/Ethnicity of parents of pediatric and prenatal participants in the P 3 EGS cohort.
Diagnostic Yield of Exome Sequencing in a Diverse Pediatric and Prenatal Population is not Associated with Genetic Ancestry

May 2023

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27 Reads

Purpose It has been hypothesized that diagnostic yield (DY) from Exome Sequencing (ES) may be lower among patients with non-European ancestries than those with European ancestry. We examined the association of DY with estimated continental genetic ancestry in a racially/ethnically diverse pediatric and prenatal clinical cohort. Methods Cases (N=845) with suspected genetic disorders underwent ES for diagnosis. Continental genetic ancestry proportions were estimated from the ES data. We compared the distribution of genetic ancestries in positive, negative, and inconclusive cases by Kolmogorov Smirnov tests and linear associations of ancestry with DY by Cochran-Armitage trend tests. Results We observed no reduction in overall DY associated with any continental genetic ancestry (Africa, America, East Asia, Europe, Middle East, South Asia). However, we observed a relative increase in proportion of autosomal recessive homozygous inheritance versus other inheritance patterns associated with Middle Eastern and South Asian ancestry, due to consanguinity. Conclusions In this empirical study of ES for undiagnosed pediatric and prenatal genetic conditions, genetic ancestry was not associated with the likelihood of a positive diagnosis, supporting the ethical and equitable use of ES in diagnosis of previously undiagnosed but potentially Mendelian disorders across all ancestral populations.


A draft human pangenome reference

May 2023

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1,068 Reads

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504 Citations

Nature

Here the Human Pangenome Reference Consortium presents a first draft of the human pangenome reference. The pangenome contains 47 phased, diploid assemblies from a cohort of genetically diverse individuals¹. These assemblies cover more than 99% of the expected sequence in each genome and are more than 99% accurate at the structural and base pair levels. Based on alignments of the assemblies, we generate a draft pangenome that captures known variants and haplotypes and reveals new alleles at structurally complex loci. We also add 119 million base pairs of euchromatic polymorphic sequences and 1,115 gene duplications relative to the existing reference GRCh38. Roughly 90 million of the additional base pairs are derived from structural variation. Using our draft pangenome to analyse short-read data reduced small variant discovery errors by 34% and increased the number of structural variants detected per haplotype by 104% compared with GRCh38-based workflows, which enabled the typing of the vast majority of structural variant alleles per sample.




The Challenge of Recruiting Diverse Populations into Health Research: An embedded social science perspective

September 2022

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26 Reads

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6 Citations

New Genetics and Society

Addressing health disparities has become a central remit for conducting health research. In the following paper, we explore the conceptual and methodological challenges posed by the call to recruit medically underserved populations. This exploration of challenges is undertaken from the perspective of social science researchers embedded in a large clinical genomics research study. We suggest that these challenges are found in respect to the development of recruiting strategies, analysis of the data in respect to understanding and interpreting the experiences of being medically underserved, and in comparing the experiences of being medically underserved compared to not being underserved. By way of conclusion, it is argued that there is an important role for social scientists with large health research studies which, if achieved successfully, can benefit study teams and society as a whole.


Citations (78)


... The resulting predictive models are then trained, and their performance gauged, using sets of known pathogenic and benign variants. In recent years, the performances of these pathogenicity predictors have gradually increased (Jain et al. 2024a), leading to an important upgrade in the relevance given to their results in medical applications (Pejaver et al. 2022). ...

Reference:

QAFI: a novel method for quantitative estimation of missense variant impact using protein-specific predictors and ensemble learning
CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods

Genome Biology

... It has been estimated that when WES/WGS are applied as first-tier tests, negative results are common (42.5% to 66%) in most of the studied cohorts of patients [28,44]. It will be essential to consider applying further analysis to determine whether their isolated or persistent nonspecific biochemical abnormalities are due to undetected genetic defects, i.e., promoter or deep intronic variants, CNVs, epistatic-epigenetic mechanisms, low-grade mosaicisms, common pathogenic variants undetected by bioinformatic algorithms, or synergistic oligogenic heterozygosity [8,44], or whether these abnormalities are simply related to environmental factors (exposomes), such as malnutrition, energetic imbalances, prescribed drugs, or infections [1,41,46,47]. In these patients, applying complementary genetic and functional tests, such as trio-WES, WGS, RNA-Seq, epigenomics, metabolomics, proteomics, or optical genome mapping, could be considered in the future. ...

Genetic ancestry and diagnostic yield of exome sequencing in a diverse population

npj Genomic Medicine

... Finally, in recent years the neuroethics literature has featured myriad discussions about potentially negative changes to the self-related characteristics (e.g., personality, identity, autonomy) of patients receiving neurostimulation-especially among those being treated with DBS (usually for Parkinson's disease) [17,18,63]. Recent studies analyzing data from interviews about PEI therapies with selected stakeholder groups do find that stakeholders express concerns about negative changes to self but also are likely to mention positive changes to the self with such treatments [18,20,48,57,64]. Nevertheless, as documented in Table OR2 in our Online Resources file, very few participants in our study referenced any types of PEI-induced changes to self-related characteristics. ...

Participant perceptions of changes in psychosocial domains following participation in an adaptive deep brain stimulation trial
  • Citing Article
  • June 2023

Brain Stimulation

... The global prevalence of children with congenital structural or functional anomalies ranges between 5% and 7% (Slavotinek et al., 2023), with genetic factors contributing to more than 80% of birth defects (Lipinski and Krauss, 2023). A large number of genetic abnormalities during pregnancy may lead to miscarriages, and surviving infants may be born with a wide range of health complications, such as structural anomalies, developmental deficiencies, intellectual disabilities, and shortened life expectancy (McIntyre et al., 2021). ...

Diagnostic yield of pediatric and prenatal exome sequencing in a diverse population

npj Genomic Medicine

... [42], T2T-CHM13v2.0 [43], and the Human Pangenome Research Consortium pangenomes [44] against the Web of Life, subsequently identifying 236 microbial taxa with regions of their genomes aligning with human reads (as was done with Web of Life-clean [40]). Out of an abundance of caution, we dropped any occurrences of the 236 potentially contaminated taxa from our taxonomy tables. ...

A draft human pangenome reference

Nature

... Although analyses utilized bootstrapping techniques to mitigate this limitation, we hope that researchers in the field will be encouraged by these findings to ascertain larger study samples. Indeed, recruiting and retaining members of underrepresented groups in longitudinal research poses conceptual and methodological challenges (Outram et al. 2022, Fisher-Hoch et al. 2023, calling for a strategic plan to increase representation of such populations in neuroscientific research. Second, this was a cross-sectional design examining associations between neural measures and concurrent anxiety symptoms in a community sample. ...

The Challenge of Recruiting Diverse Populations into Health Research: An embedded social science perspective

New Genetics and Society

... This situation occurred recently when bionic eye and brain implant companies became bankrupt, leaving users unsupported or even requiring forced explantation. 75 To avoid this risk in the future, companies should establish a proactive, morally responsible plan before initiation of clinical trials. ...

Post-trial access in implanted neural device research: Device maintenance, abandonment, and cost

Brain Stimulation

... One such example is the MEGAchip, which is a consortium effort that developed a genotyping array to better capture genetic diversity across global populations 84,108 . For sequencing studies, reference genomes have been developed that are more appropriate for capturing rare sequencing variants in diverse populations 109,110 . Importantly, diversity in biological data is also needed beyond studies strictly identifying genetic risk variants. ...

The Human Pangenome Project: a global resource to map genomic diversity
  • Citing Article
  • April 2022

Nature

... In their most informative text, Zuk et al. (2023) describe the perspectives researchers take on DBS and aDBS when discussing changes in patients' personality, mood, or behavior. To this end, Zuk et al. surveyed researchers to examine their perceptions of such changes as well as researchers' attitudes toward them. ...

Researcher Views on Changes in Personality, Mood, and Behavior in Next-Generation Deep Brain Stimulation
  • Citing Article
  • April 2022

AJOB Neuroscience

... The main challenges include finding the best control variable and the optimal closed-loop device design with no additional complexity to the surgical implantation procedure [26]. The immense potential of aDBS also raises concerns about its future application in the controversial concept of enhancement DBS, whereby DBS is offered to healthy individuals to enhance various biological functions beyond what is considered normal [31]. ...

Researchers’ Ethical Concerns About Using Adaptive Deep Brain Stimulation for Enhancement