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1.
Genome Res ; 34(3): 454-468, 2024 Apr 25.
Article in English | MEDLINE | ID: mdl-38627094

ABSTRACT

Reference-free genome phasing is vital for understanding allele inheritance and the impact of single-molecule DNA variation on phenotypes. To achieve thorough phasing across homozygous or repetitive regions of the genome, long-read sequencing technologies are often used to perform phased de novo assembly. As a step toward reducing the cost and complexity of this type of analysis, we describe new methods for accurately phasing Oxford Nanopore Technologies (ONT) sequence data with the Shasta genome assembler and a modular tool for extending phasing to the chromosome scale called GFAse. We test using new variants of ONT PromethION sequencing, including those using proximity ligation, and show that newer, higher accuracy ONT reads substantially improve assembly quality.


Subject(s)
Nanopores , Humans , Sequence Analysis, DNA/methods , Nanopore Sequencing/methods , High-Throughput Nucleotide Sequencing/methods , Software , Genomics/methods
2.
bioRxiv ; 2024 Mar 01.
Article in English | MEDLINE | ID: mdl-38464144

ABSTRACT

DNA methylation most commonly occurs as 5-methylcytosine (5-mC) in the human genome and has been associated with human diseases. Recent developments in single-molecule sequencing technologies (Oxford Nanopore Technologies (ONT) and Pacific Biosciences) have enabled readouts of long, native DNA molecules, including cytosine methylation. ONT recently upgraded their Nanopore sequencing chemistry and kits from R9 to the R10 version, which yielded increased accuracy and sequencing throughput. However the effects on methylation detection have not yet been documented. Here we performed a series of computational analyses to characterize differences in Nanopore-based 5mC detection between the ONT R9 and R10 chemistries. We compared 5mC calls in R9 and R10 for three human genome datasets: a cell line, a frontal cortex brain sample, and a blood sample. We performed an in-depth analysis on CpG islands and homopolymer regions, and documented high concordance for methylation detection among sequencing technologies. The strongest correlation was observed between Nanopore R10 and Illumina bisulfite technologies for cell line-derived datasets. Subtle differences in methylation datasets between technologies can impact analysis tools such as differential methylation calling software. Our findings show that comparisons can be drawn between methylation data from different Nanopore chemistries using guided hypotheses. This work will facilitate comparison among Nanopore data cohorts derived using different chemistries from large scale sequencing efforts, such as the NIH CARD Long Read Initiative.

3.
Nat Methods ; 20(10): 1483-1492, 2023 10.
Article in English | MEDLINE | ID: mdl-37710018

ABSTRACT

Long-read sequencing technologies substantially overcome the limitations of short-reads but have not been considered as a feasible replacement for population-scale projects, being a combination of too expensive, not scalable enough or too error-prone. Here we develop an efficient and scalable wet lab and computational protocol, Napu, for Oxford Nanopore Technologies long-read sequencing that seeks to address those limitations. We applied our protocol to cell lines and brain tissue samples as part of a pilot project for the National Institutes of Health Center for Alzheimer's and Related Dementias. Using a single PromethION flow cell, we can detect single nucleotide polymorphisms with F1-score comparable to Illumina short-read sequencing. Small indel calling remains difficult within homopolymers and tandem repeats, but achieves good concordance to Illumina indel calls elsewhere. Further, we can discover structural variants with F1-score on par with state-of-the-art de novo assembly methods. Our protocol phases small and structural variants at megabase scales and produces highly accurate, haplotype-specific methylation calls.


Subject(s)
Genome, Human , Nanopore Sequencing , Humans , Sequence Analysis, DNA/methods , Haplotypes , Methylation , Pilot Projects , High-Throughput Nucleotide Sequencing/methods
4.
bioRxiv ; 2023 Feb 22.
Article in English | MEDLINE | ID: mdl-36865218

ABSTRACT

As a step towards simplifying and reducing the cost of haplotype resolved de novo assembly, we describe new methods for accurately phasing nanopore data with the Shasta genome assembler and a modular tool for extending phasing to the chromosome scale called GFAse. We test using new variants of Oxford Nanopore Technologies' (ONT) PromethION sequencing, including those using proximity ligation and show that newer, higher accuracy ONT reads substantially improve assembly quality.

5.
bioRxiv ; 2023 Apr 05.
Article in English | MEDLINE | ID: mdl-36711673

ABSTRACT

Long-read sequencing technologies substantially overcome the limitations of short-reads but to date have not been considered as feasible replacement at scale due to a combination of being too expensive, not scalable enough, or too error-prone. Here, we develop an efficient and scalable wet lab and computational protocol for Oxford Nanopore Technologies (ONT) long-read sequencing that seeks to provide a genuine alternative to short-reads for large-scale genomics projects. We applied our protocol to cell lines and brain tissue samples as part of a pilot project for the NIH Center for Alzheimer's and Related Dementias (CARD). Using a single PromethION flow cell, we can detect SNPs with F1-score better than Illumina short-read sequencing. Small indel calling remains to be difficult inside homopolymers and tandem repeats, but is comparable to Illumina calls elsewhere. Further, we can discover structural variants with F1-score comparable to state-of the-art methods involving Pacific Biosciences HiFi sequencing and trio information (but at a lower cost and greater throughput). Using ONT based phasing, we can then combine and phase small and structural variants at megabase scales. Our protocol also produces highly accurate, haplotype-specific methylation calls. Overall, this makes large-scale long-read sequencing projects feasible; the protocol is currently being used to sequence thousands of brain-based genomes as a part of the NIH CARD initiative. We provide the protocol and software as open-source integrated pipelines for generating phased variant calls and assemblies.

6.
Science ; 376(6588): eabl3533, 2022 04.
Article in English | MEDLINE | ID: mdl-35357935

ABSTRACT

Compared to its predecessors, the Telomere-to-Telomere CHM13 genome adds nearly 200 million base pairs of sequence, corrects thousands of structural errors, and unlocks the most complex regions of the human genome for clinical and functional study. We show how this reference universally improves read mapping and variant calling for 3202 and 17 globally diverse samples sequenced with short and long reads, respectively. We identify hundreds of thousands of variants per sample in previously unresolved regions, showcasing the promise of the T2T-CHM13 reference for evolutionary and biomedical discovery. Simultaneously, this reference eliminates tens of thousands of spurious variants per sample, including reduction of false positives in 269 medically relevant genes by up to a factor of 12. Because of these improvements in variant discovery coupled with population and functional genomic resources, T2T-CHM13 is positioned to replace GRCh38 as the prevailing reference for human genetics.


Subject(s)
Genetic Variation , Genome, Human , Genomics/standards , Sequence Analysis, DNA/standards , Humans , Reference Standards
7.
J Diabetes Sci Technol ; 7(4): 1005-10, 2013 Jul 01.
Article in English | MEDLINE | ID: mdl-23911183

ABSTRACT

Nocturnal hypoglycemia is a barrier to therapy intensification efforts in diabetes. The Paradigm® Veo™ system may mitigate nocturnal hypoglycemia by automatically suspending insulin when a prespecified sensor glucose threshold is reached. ASPIRE (Automation to Simulate Pancreatic Insulin REsponse) In-Home (NCT01497938) was a multicenter, randomized, parallel, adaptive study of subjects with type 1 diabetes. The control arm used sensor-augmented pump therapy. The treatment arm used sensor-augmented pump therapy with threshold suspend, which automatically suspends the insulin pump in response to a sensor glucose value at or below a prespecified threshold. To be randomized, subjects had to have demonstrated ≥2 episodes of nocturnal hypoglycemia, defined as >20 consecutive minutes of sensor glucose values ≤65 mg/dl starting between 10:00 PM and 8:00 AM in the 2-week run-in phase. The 3-month study phase evaluated safety by comparing changes in glycated hemoglobin (A1C) values and evaluated efficacy by comparing the mean area under the glucose concentration time curves for nocturnal hypoglycemia events in the two groups. Other outcomes included the rate of nocturnal hypoglycemia events and the distribution of sensor glucose values. Data from the ASPIRE In-Home study should provide evidence on the safety of the threshold suspend feature with respect to A1C and its efficacy with respect to severity and duration of nocturnal hypoglycemia when used at home over a 3-month period.


Subject(s)
Diabetes Mellitus, Type 1/drug therapy , Home Care Services , Hypoglycemia/prevention & control , Insulin Infusion Systems , Insulin/administration & dosage , Insulin/adverse effects , Adolescent , Adult , Aged , Circadian Rhythm/physiology , Clinical Trials as Topic/methods , Diabetes Mellitus, Type 1/blood , Humans , Hypoglycemia/chemically induced , Insulin Infusion Systems/adverse effects , Middle Aged , Research Design , Sleep/physiology , Treatment Outcome , Young Adult
8.
N Engl J Med ; 369(3): 224-32, 2013 Jul 18.
Article in English | MEDLINE | ID: mdl-23789889

ABSTRACT

BACKGROUND: The threshold-suspend feature of sensor-augmented insulin pumps is designed to minimize the risk of hypoglycemia by interrupting insulin delivery at a preset sensor glucose value. We evaluated sensor-augmented insulin-pump therapy with and without the threshold-suspend feature in patients with nocturnal hypoglycemia. METHODS: We randomly assigned patients with type 1 diabetes and documented nocturnal hypoglycemia to receive sensor-augmented insulin-pump therapy with or without the threshold-suspend feature for 3 months. The primary safety outcome was the change in the glycated hemoglobin level. The primary efficacy outcome was the area under the curve (AUC) for nocturnal hypoglycemic events. Two-hour threshold-suspend events were analyzed with respect to subsequent sensor glucose values. RESULTS: A total of 247 patients were randomly assigned to receive sensor-augmented insulin-pump therapy with the threshold-suspend feature (threshold-suspend group, 121 patients) or standard sensor-augmented insulin-pump therapy (control group, 126 patients). The changes in glycated hemoglobin values were similar in the two groups. The mean AUC for nocturnal hypoglycemic events was 37.5% lower in the threshold-suspend group than in the control group (980 ± 1200 mg per deciliter [54.4 ± 66.6 mmol per liter] × minutes vs. 1568 ± 1995 mg per deciliter [87.0 ± 110.7 mmol per liter] × minutes, P<0.001). Nocturnal hypoglycemic events occurred 31.8% less frequently in the threshold-suspend group than in the control group (1.5 ± 1.0 vs. 2.2 ± 1.3 per patient-week, P<0.001). The percentages of nocturnal sensor glucose values of less than 50 mg per deciliter (2.8 mmol per liter), 50 to less than 60 mg per deciliter (3.3 mmol per liter), and 60 to less than 70 mg per deciliter (3.9 mmol per liter) were significantly reduced in the threshold-suspend group (P<0.001 for each range). After 1438 instances at night in which the pump was stopped for 2 hours, the mean sensor glucose value was 92.6 ± 40.7 mg per deciliter (5.1 ± 2.3 mmol per liter). Four patients (all in the control group) had a severe hypoglycemic event; no patients had diabetic ketoacidosis. CONCLUSIONS: This study showed that over a 3-month period the use of sensor-augmented insulin-pump therapy with the threshold-suspend feature reduced nocturnal hypoglycemia, without increasing glycated hemoglobin values. (Funded by Medtronic MiniMed; ASPIRE ClinicalTrials.gov number, NCT01497938.).


Subject(s)
Diabetes Mellitus, Type 1/drug therapy , Hypoglycemia/prevention & control , Hypoglycemic Agents/administration & dosage , Insulin Infusion Systems , Insulin/administration & dosage , Adolescent , Adult , Aged , Area Under Curve , Blood Glucose/analysis , Diabetes Mellitus, Type 1/blood , Female , Glycated Hemoglobin/metabolism , Humans , Hypoglycemia/chemically induced , Hypoglycemic Agents/adverse effects , Insulin/adverse effects , Insulin Infusion Systems/adverse effects , Male , Middle Aged , Young Adult
9.
Endocr Pract ; 18(5): 712-9, 2012.
Article in English | MEDLINE | ID: mdl-22784834

ABSTRACT

OBJECTIVE: To compare glycemic outcomes in hospitalized patients with or without type 2 diabetes mellitus receiving neutral protamine Hagedorn insulin (NPH) vs glargine as basal insulin for management of glucocorticoid-associated hyperglycemia. METHODS: We conducted a retrospective review of electronic medical records in prednisone-treated adult patients with hyperglycemia in a university hospital. Consecutive patients were selected in both the NPH and glargine cohorts using inclusion and exclusion criteria. Baseline characteristics were assessed in each cohort. Glycemic outcomes were analyzed by comparing fasting blood glucose, mean daily blood glucose concentration, median daily blood glucose concentration, and the number of hypoglycemic episodes on a prespecified index day. RESULTS: One hundred twenty patients were included: 60 patients in the NPH cohort and 60 patients in the glargine cohort. The weight-based insulin requirement was lower in the NPH cohort than in the glargine cohort (0.27 ± 0.2 units/kg vs 0.34 ± 0.2 units/kg [P = .04] for basal insulin and 0.26 ± 0.2 units/kg vs 0.36 ± 0.2 units/kg [P = .03] for bolus insulin). NPH and glargine cohorts were similar regarding age, sex, race, body mass index, hemoglobin A1c, serum creatinine, and prednisone dosage. Glycemic outcomes in the NPH cohort compared with outcomes in the glargine cohort were similar regarding mean fasting blood glucose concentration (134 ± 49 mg/dL vs 139 ± 54 mg/dL [P = .63]), mean daily blood glucose (167 ± 46 mg/dL vs 165 ± 52 mg/dL [P = .79]), median blood glucose (160 ± 49 mg/dL vs 159 ± 57 mg/dL [P = .90]), and number of hypoglycemic episodes per day (0.12 ± 0.3 vs 0.10 ± 0.3 [P = .77]). CONCLUSIONS: NPH and glargine appear to be equally effective as basal insulin in the management of hyperglycemia in hospitalized patients receiving prednisone. However, the total daily insulin doses used were lower in the NPH cohort.


Subject(s)
Diabetes Mellitus, Type 2/chemically induced , Diabetes Mellitus, Type 2/drug therapy , Hypoglycemic Agents/therapeutic use , Insulin, Isophane/therapeutic use , Insulin, Long-Acting/therapeutic use , Prednisone/adverse effects , Adult , Aged , Female , Humans , Insulin Glargine , Male , Middle Aged , Retrospective Studies
10.
Appl Physiol Nutr Metab ; 37(5): 893-9, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22735035

ABSTRACT

Exenatide is a medication similar in structure and effect to native glucagon-like peptide-1, an incretin hormone with glucose-lowering properties. The aim of the study was to measure the change in total energy expenditure (TEE) and body composition during exenatide administration and by deduction the relative contributions of energy expenditure and energy intake to exenatide-induced weight loss. Forty-five obese (body mass index, 30-40 kg·m⁻²) subjects were identified. After exclusion criteria application, 28 subjects entered into the study and 18 subjects (12 female, 6 male) completed the study, which consisted of 6 visits over 14 weeks and injection of exenatide for an average of 84 ± 5 days. Respiratory gas analysis and doubly labeled water measurements were performed before initiation of exenatide and after approximately 3 months of exenatide administration. The average weight loss from the beginning of injection period to the end of the study in completed subjects was 2.0 ± 2.8 kg (p = 0.01). Fat mass declined by 1.3 ± 1.8 kg (p = 0.01) while the fat-free mass trended downward but was not significant (0.8 ± 2.2 kg, p = 0.14). There was no change in weight-adjusted TEE (p = 0.20), resting metabolic rate (p = 0.51), or physical activity energy expenditure (p = 0.38) and no change in the unadjusted thermic effect of a meal (p = 0.37). The significant weight loss because of exenatide administration was thus the result of decreasing energy intake. In obese nondiabetic subjects, exenatide administration did not increase TEE and by deduction the significant weight loss and loss of fat mass was due to decreased energy intake.


Subject(s)
Anti-Obesity Agents/therapeutic use , Energy Intake/drug effects , Energy Metabolism/drug effects , Hypoglycemic Agents/therapeutic use , Obesity/drug therapy , Peptides/therapeutic use , Venoms/therapeutic use , Adipose Tissue/drug effects , Adipose Tissue/pathology , Adult , Algorithms , Anti-Obesity Agents/adverse effects , Body Composition/drug effects , Body Mass Index , Exenatide , Female , Glucagon-Like Peptide 1/adverse effects , Glucagon-Like Peptide 1/analogs & derivatives , Glucagon-Like Peptide 1/therapeutic use , Humans , Hypoglycemic Agents/adverse effects , Male , Middle Aged , Obesity/metabolism , Obesity/pathology , Patient Dropouts , Peptides/adverse effects , Venoms/adverse effects , Weight Loss/drug effects
11.
WMJ ; 103(3): 71-8, 2004.
Article in English | MEDLINE | ID: mdl-15217120

ABSTRACT

PROBLEM: Diabetes is a chronic and costly disease affecting approximately 330,000 people in Wisconsin. This study examined the association between use of clinical practice guidelines and outcomes of care. METHODS: Fourteen physicians from 3 diverse sites volunteered to recruit their adult patients with type 1 and type 2 diabetes who were in continuous care in 1999 and 2000. Of 757 randomly selected patients, 492 (65%) completed a mailed survey and 471 (62%) also gave consent for medical record review. Measures included diabetes management indicators, SF-36 scores, and patient satisfaction. RESULTS: Respondent age averaged 63 years (range 22-90 years) and 55% were men. While most clinicians measured blood pressure, lipids, and hemoglobin (A1c), less than half of the patients were at goal for these indicators. The process indicators explained a significant amount of the variability in physical functioning after controlling for demographics, comorbidities, diabetes-related factors, and clinician type. Overall, most respondents rated their diabetes care as excellent or very good and would recommend their clinician to family and friends. CONCLUSIONS: Study patients with diabetes inconsistently met recommendations for diabetes self-management. While clinical care of study patients was often consistent with recommended guidelines, tremendous opportunities exist for achieving optimal blood pressure, A1c, and lipid levels.


Subject(s)
Diabetes Mellitus/therapy , Practice Guidelines as Topic , Quality Assurance, Health Care , Adult , Aged , Aged, 80 and over , Chi-Square Distribution , Female , Guideline Adherence , Health Status Indicators , Humans , Male , Middle Aged , Outcome Assessment, Health Care , Patient Satisfaction , Retrospective Studies , Societies, Medical , Surveys and Questionnaires , Wisconsin/epidemiology
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