@article {7548, title = {Association of Mitochondrial DNA Copy Number With Cardiovascular Disease.}, journal = {JAMA Cardiol}, volume = {2}, year = {2017}, month = {2017 Nov 01}, pages = {1247-1255}, abstract = {

Importance: Mitochondrial dysfunction is a core component of the aging process and may play a key role in atherosclerotic cardiovascular disease. Mitochondrial DNA copy number (mtDNA-CN), which represents the number of mitochondria per cell and number of mitochondrial genomes per mitochondrion, is an indirect biomarker of mitochondrial function.

Objective: To determine whether mtDNA-CN, measured in an easily accessible tissue (buffy coat/circulating leukocytes), can improve risk classification for cardiovascular disease (CVD) and help guide initiation of statin therapy for primary prevention of CVD.

Design, Setting, and Participants: Prospective, population-based cohort analysis including 21 870 participants (20 163 free from CVD at baseline) from 3 studies: Cardiovascular Health Study (CHS), Atherosclerosis Risk in Communities Study (ARIC), and Multiethnic Study of Atherosclerosis (MESA). The mean follow-up was 13.5 years. The study included 11 153 participants from ARIC, 4830 from CHS, and 5887 from MESA. Analysis of the data was conducted from March 10, 2014, to January 29, 2017.

Exposures: Mitochondrial DNA-CN measured from buffy coat/circulating leukocytes.

Main Outcomes and Measures: Incident CVD, which combines coronary heart disease, defined as the first incident myocardial infarction or death owing to coronary heart disease, and stroke, defined as the first nonfatal stroke or death owing to stroke.

Results: Of the 21 870 participants, the mean age was 62.4 years (ARIC, 57.9 years; MESA, 62.4 years; and CHS, 72.5 years), and 54.7\% of participants were women. The hazard ratios for incident coronary heart disease, stroke, and CVD associated with a 1-SD decrease in mtDNA-CN were 1.29 (95\% CI, 1.24-1.33), 1.11 (95\% CI, 1.06-1.16), and 1.23 (95\% CI, 1.19-1.26). The associations persisted after adjustment for traditional CVD risk factors. Addition of mtDNA-CN to the 2013 American College of Cardiology/American Heart Association Pooled Cohorts Equations for estimating 10-year hard atherosclerosis CVD risk was associated with improved risk classification (continuous net reclassification index, 0.194; 95\% CI, 0.130-0.258; P < .001). Mitochondrial DNA-CN further improved sensitivity and specificity for the 2013 American College of Cardiology/American Heart Association recommendations on initiating statin therapy for primary prevention of ASCVD (net 221 individuals appropriately downclassified and net 15 individuals appropriately upclassified).

Conclusions and Relevance: Mitochondrial DNA-CN was independently associated with incident CVD in 3 large prospective studies and may have potential clinical utility in improving CVD risk classification.

}, issn = {2380-6591}, doi = {10.1001/jamacardio.2017.3683}, author = {Ashar, Foram N and Zhang, Yiyi and Longchamps, Ryan J and Lane, John and Moes, Anna and Grove, Megan L and Mychaleckyj, Josyf C and Taylor, Kent D and Coresh, Josef and Rotter, Jerome I and Boerwinkle, Eric and Pankratz, Nathan and Guallar, Eliseo and Arking, Dan E} } @article {8042, title = {Harmonization of Respiratory Data From 9 US Population-Based Cohorts: The NHLBI Pooled Cohorts Study.}, journal = {Am J Epidemiol}, volume = {187}, year = {2018}, month = {2018 Nov 01}, pages = {2265-2278}, abstract = {

Chronic lower respiratory diseases (CLRDs) are the fourth leading cause of death in the United States. To support investigations into CLRD risk determinants and new approaches to primary prevention, we aimed to harmonize and pool respiratory data from US general population-based cohorts. Data were obtained from prospective cohorts that performed prebronchodilator spirometry and were harmonized following 2005 ATS/ERS standards. In cohorts conducting follow-up for noncardiovascular events, CLRD events were defined as hospitalizations/deaths adjudicated as CLRD-related or assigned relevant administrative codes. Coding and variable names were applied uniformly. The pooled sample included 65,251 adults in 9 cohorts followed-up for CLRD-related mortality over 653,380 person-years during 1983-2016. Average baseline age was 52 years; 56\% were female; 49\% were never-smokers; and racial/ethnic composition was 44\% white, 22\% black, 28\% Hispanic/Latino, and 5\% American Indian. Over 96\% had complete data on smoking, clinical CLRD diagnoses, and dyspnea. After excluding invalid spirometry examinations (13\%), there were 105,696 valid examinations (median, 2 per participant). Of 29,351 participants followed for CLRD hospitalizations, median follow-up was 14 years; only 5\% were lost to follow-up at 10 years. The NHLBI Pooled Cohorts Study provides a harmonization standard applied to a large, US population-based sample that may be used to advance epidemiologic research on CLRD.

}, issn = {1476-6256}, doi = {10.1093/aje/kwy139}, author = {Oelsner, Elizabeth C and Balte, Pallavi P and Cassano, Patricia A and Couper, David and Enright, Paul L and Folsom, Aaron R and Hankinson, John and Jacobs, David R and Kalhan, Ravi and Kaplan, Robert and Kronmal, Richard and Lange, Leslie and Loehr, Laura R and London, Stephanie J and Navas Acien, Ana and Newman, Anne B and O{\textquoteright}Connor, George T and Schwartz, Joseph E and Smith, Lewis J and Yeh, Fawn and Zhang, Yiyi and Moran, Andrew E and Mwasongwe, Stanford and White, Wendy B and Yende, Sachin and Barr, R Graham} } @article {8208, title = {Use of a pooled cohort to impute cardiovascular disease risk factors across the adult life course.}, journal = {Int J Epidemiol}, volume = {48}, year = {2019}, month = {2019 06 01}, pages = {1004-1013}, abstract = {

BACKGROUND: In designing prevention strategies, it may be useful to understand how early and midlife cardiovascular disease risk factor (CVDRF) exposures affect outcomes that primarily occur in mid to late life. Few single US cohorts have followed participants from early adulthood to late life.

METHODS: We pooled four prospective cohorts that represent segments of the adult life course, and studied 15~001 White and Black adults aged 18 to 95 years at enrollment. We imputed early and midlife exposure to body mass index (BMI), glucose, lipids and blood pressure (BP). CVDRF trajectories were estimated using linear mixed models. Using the best linear unbiased predictions, we obtained person-specific estimates of CVDRF trajectories beginning at age 20 until each participant{\textquoteright}s end of follow-up. We then calculated for each CVDRF, summary measures of early and midlife exposure as time-weighted averages (TWAs).

RESULTS: In the pooled cohort, 33.7\% were Black and 54.8\% were female. CVDRF summary measures worsened in midlife compared with early life and varied by sex and race. In particular, systolic and diastolic BP were consistently higher over the adult life course among men, and BMI was higher among Blacks, particularly Black women. Simulation studies suggested acceptable imputation accuracy, especially for the younger cohorts. Correlations of true and imputed CVDRF summary measures ranged from 0.53 to 0.99, and agreement ranged from 67\% to 99\%.

CONCLUSIONS: These results suggest that imputed CVDRFs may be accurate enough to be useful in assessing the effects of early and midlife exposures on later life outcomes.

}, issn = {1464-3685}, doi = {10.1093/ije/dyy264}, author = {Zeki Al Hazzouri, Adina and Vittinghoff, Eric and Zhang, Yiyi and Pletcher, Mark J and Moran, Andrew E and Bibbins-Domingo, Kirsten and Golden, Sherita H and Yaffe, Kristine} } @article {8703, title = {Association of Midlife Cardiovascular Risk Factors With the Risk of Heart Failure Subtypes Later in Life.}, journal = {J Card Fail}, volume = {27}, year = {2021}, month = {2021 Apr}, pages = {435-444}, abstract = {

BACKGROUND: Independent associations between cardiovascular risk factor exposures during midlife and later life development of heart failure (HF) with preserved ejection fraction (HFpEF) versus reduced EF (HFrEF) have not been previously studied.

METHODS: We pooled data from 4 US cohort studies (Atherosclerosis Risk in Communities, Cardiovascular Health, Health , Aging and Body Composition, and Multi-Ethnic Study of Atherosclerosis) and imputed annual risk factor trajectories for body mass index, systolic and diastolic blood pressure, low-density lipoprotein and high-density lipoprotein cholesterol, and glucose starting from age 40 years. Time-weighted average exposures to each risk factor during midlife and later life were calculated and analyzed for associations with the development of HFpEF or HFrEF.

RESULTS: A total of 23,861 participants were included (mean age at first in-person visit, 61.8 {\textpm}1 0.2 years; 56.6\% female). During a median follow-up of 12 years, there were 3666 incident HF events, of which 51\% had EF measured, including 934 with HFpEF and 739 with HFrEF. A high midlife systolic blood pressure and low midlife high-density lipoprotein cholesterol were associated with HFrEF, and a high midlife body mass index, systolic blood pressure, pulse pressure, and glucose were associated with HFpEF. After adjusting for later life exposures, only midlife pulse pressure remained independently associated with HFpEF.

CONCLUSIONS: Midlife exposure to cardiovascular risk factors are differentially associated with HFrEF and HFpEF later in life. Having a higher pulse pressure during midlife is associated with a greater risk for HFpEF but not HFrEF, independent of later life exposures.

}, issn = {1532-8414}, doi = {10.1016/j.cardfail.2020.11.008}, author = {Cohen, Laura P and Vittinghoff, Eric and Pletcher, Mark J and Allen, Norrina B and Shah, Sanjiv J and Wilkins, John T and Chang, Patricia P and Ndumele, Chiadi E and Newman, Anne B and Ives, Diane and Maurer, Mathew S and Oelsner, Elizabeth C and Moran, Andrew E and Zhang, Yiyi} } @article {9000, title = {Associations of Body Mass Index and Waist Circumference in Young Adulthood with Later Life Incident Diabetes.}, journal = {J Clin Endocrinol Metab}, volume = {106}, year = {2021}, month = {2021 11 19}, pages = {e5011-e5020}, abstract = {

CONTEXT: The independent contribution of young adult exposure to overweight and obesity to later-life incident diabetes is not well studied.

OBJECTIVE: To assess the associations of exposures to elevated body mass index (BMI) and waist circumference (WC) in young adulthood (ages 18-39 years) with incident diabetes later in life (>=40 years).

DESIGN: Pooled data from 6 US prospective cohorts (Atherosclerosis Risk in Communities Study, Cardiovascular Risk Development in Young Adults Study, Cardiovascular Health Study, (4) Framingham Heart Study Offspring Cohort, (5) Health, Aging and Body Composition Study, and (6) Multi-Ethnic Study of Atherosclerosis.

SETTING: Population-based cohort studies.

PARTICIPANTS: 30 780 participants (56.1\% female, 69.8\% non-Hispanic white) without a diagnosis of diabetes by age 40.

INTERVENTIONS: We imputed BMI and WC trajectories from age 18 for every participant and estimated time-weighted average exposures to BMI or WC during young adulthood and later life.

MAIN OUTCOME MEASURE(S): Incident diabetes defined as fasting glucose >=126 mg/dL, nonfasting glucose >=200 mg/dL, or use of diabetes medications.

RESULTS: During a 9-year median follow-up, 4323 participants developed incident diabetes. Young adult BMI and WC were associated with later-life incident diabetes after controlling for later-life exposures [hazard ratios (HR) 1.99 for BMI >= 30 kg/m2 and 2.13 for WC > 88cm (women)/>102cm (men) compared to normal ranges]. Young adult homeostatic model of insulin resistance mediated 49\% and 44\% of the association between BMI and WC with later-life incident diabetes. High-density lipoproteins and triglycerides mediated a smaller proportion of these associations.

CONCLUSIONS: Elevated BMI and WC during young adulthood were independently associated with later-life incident diabetes. Insulin resistance may be a key mediator.

}, keywords = {Adolescent, Adult, Biomarkers, Body Mass Index, Diabetes Mellitus, Female, Follow-Up Studies, Humans, Male, Obesity, Overweight, Prognosis, Prospective Studies, Risk Factors, United States, Waist Circumference, Young Adult}, issn = {1945-7197}, doi = {10.1210/clinem/dgab551}, author = {Nair, Nandini and Vittinghoff, Eric and Pletcher, Mark J and Oelsner, Elizabeth C and Allen, Norrina B and Ndumele, Chiadi E and West, Nancy A and Strotmeyer, Elsa S and Mukamal, Kenneth J and Siscovick, David S and Biggs, Mary L and Laferr{\`e}re, Blandine and Moran, Andrew E and Zhang, Yiyi} } @article {8770, title = {Estimating Systolic Blood Pressure Intervention Trial Participant Posttrial Survival Using Pooled Epidemiologic Cohort Data.}, journal = {J Am Heart Assoc}, volume = {10}, year = {2021}, month = {2021 May 18}, pages = {e020361}, abstract = {

Background Intensive systolic blood pressure treatment (<120~mm~Hg) in SPRINT (Systolic Blood Pressure Intervention Trial) improved survival compared with standard treatment (<140~mm~Hg) over a median follow-up of 3.3~years. We projected life expectancy after observed follow-up in SPRINT using SPRINT-eligible participants in the NHLBI-PCS (National Heart, Lung, and Blood Institute Pooled Cohorts Study). Methods and Results We used propensity scores to weight SPRINT-eligible NHLBI-PCS participants to resemble SPRINT participants. In SPRINT participants, we estimated in-trial survival (<4~years) using a time-based flexible parametric survival model. In SPRINT-eligible NHLBI-PCS participants, we estimated posttrial survival (>=4~years) using an age-based flexible parametric survival model and applied the formula to SPRINT participants to predict posttrial survival. We projected overall life expectancy for each SPRINT participant and compared it to parametric regression (eg, Gompertz) projections based on SPRINT data alone. We included 8584 SPRINT and 10~593 SPRINT-eligible NHLBI-PCS participants. After propensity weighting, mean (SD) age was 67.9 (9.4) and 68.2 (8.8) years, and 35.5\% and 37.6\% were women in SPRINT and NHLBI-PCS, respectively. Using the NHLBI-PCS-based method, projected mean life expectancy from randomization was 21.0 (7.4) years with intensive and 19.1 (7.2) years with standard treatment. Using the Gompertz regression, life expectancy was 11.2 (2.3) years with intensive and 10.5 (2.2) years with standard treatment. Conclusions Combining SPRINT and NHLBI-PCS observed data likely offers a more realistic estimate of life expectancy than parametrically extrapolating SPRINT data alone. These results offer insight into the potential long-term effectiveness of intensive SBP goals.

}, issn = {2047-9980}, doi = {10.1161/JAHA.120.020361}, author = {Bellows, Brandon K and Zhang, Yiyi and Zhang, Zugui and Lloyd-Jones, Donald M and Bress, Adam P and King, Jordan B and Kolm, Paul and Cushman, William C and Johnson, Karen C and Tamariz, Leonardo and Oelsner, Elizabeth C and Shea, Steven and Newman, Anne B and Ives, Diane G and Couper, David and Moran, Andrew E and Weintraub, William S} } @article {9285, title = {Association of Rare Protein-Truncating DNA Variants in APOB or PCSK9 With Low-density Lipoprotein Cholesterol Level and Risk of Coronary Heart Disease.}, journal = {JAMA Cardiol}, year = {2023}, month = {2023 Feb 01}, abstract = {

IMPORTANCE: Protein-truncating variants (PTVs) in apolipoprotein B (APOB) and proprotein convertase subtilisin/kexin type 9 (PCSK9) are associated with significantly lower low-density lipoprotein (LDL) cholesterol concentrations. The association of these PTVs with coronary heart disease (CHD) warrants further characterization in large, multiracial prospective cohort studies.

OBJECTIVE: To evaluate the association of PTVs in APOB and PCSK9 with LDL cholesterol concentrations and CHD risk.

DESIGN, SETTING, AND PARTICIPANTS: This studied included participants from 5 National Heart, Lung, and Blood Institute (NHLBI) studies and the UK Biobank. NHLBI study participants aged 5 to 84 years were recruited between 1971 and 2002 across the US and underwent whole-genome sequencing. UK Biobank participants aged 40 to 69 years were recruited between 2006 and 2010 in the UK and underwent whole-exome sequencing. Data were analyzed from June 2021 to October 2022.

EXPOSURES: PTVs in APOB and PCSK9.

MAIN OUTCOMES AND MEASURES: Estimated untreated LDL cholesterol levels and CHD.

RESULTS: Among 19 073 NHLBI participants (10 598 [55.6\%] female; mean [SD] age, 52 [17] years), 139 (0.7\%) carried an APOB or PCSK9 PTV, which was associated with 49 mg/dL (95\% CI, 43-56) lower estimated untreated LDL cholesterol level. Over a median (IQR) follow-up of 21.5 (13.9-29.4) years, incident CHD was observed in 12 of 139 carriers (8.6\%) vs 3029 of 18 934 noncarriers (16.0\%), corresponding to an adjusted hazard ratio of 0.51 (95\% CI, 0.28-0.89; P = .02). Among 190 464 UK Biobank participants (104 831 [55.0\%] female; mean [SD] age, 57 [8] years), 662 (0.4\%) carried a PTV, which was associated with 45 mg/dL (95\% CI, 42-47) lower estimated untreated LDL cholesterol level. Estimated CHD risk by age 75 years was 3.7\% (95\% CI, 2.0-5.3) in carriers vs 7.0\% (95\% CI, 6.9-7.2) in noncarriers, corresponding to an adjusted hazard ratio of 0.51 (95\% CI, 0.32-0.81; P = .004).

CONCLUSIONS AND RELEVANCE: Among 209 537 individuals in this study, 0.4\% carried an APOB or PCSK9 PTV that was associated with less exposure to LDL cholesterol and a 49\% lower risk of CHD.

}, issn = {2380-6591}, doi = {10.1001/jamacardio.2022.5271}, author = {Dron, Jacqueline S and Patel, Aniruddh P and Zhang, Yiyi and Jurgens, Sean J and Maamari, Dimitri J and Wang, Minxian and Boerwinkle, Eric and Morrison, Alanna C and de Vries, Paul S and Fornage, Myriam and Hou, Lifang and Lloyd-Jones, Donald M and Psaty, Bruce M and Tracy, Russell P and Bis, Joshua C and Vasan, Ramachandran S and Levy, Daniel and Heard-Costa, Nancy and Rich, Stephen S and Guo, Xiuqing and Taylor, Kent D and Gibbs, Richard A and Rotter, Jerome I and Willer, Cristen J and Oelsner, Elizabeth C and Moran, Andrew E and Peloso, Gina M and Natarajan, Pradeep and Khera, Amit V} } @article {9388, title = {Association of Severe Hypercholesterolemia and Familial Hypercholesterolemia Genotype With Risk of Coronary Heart Disease.}, journal = {Circulation}, volume = {147}, year = {2023}, month = {2023 May 16}, pages = {1556-1559}, keywords = {Coronary Disease, Genotype, Humans, Hypercholesterolemia, Hyperlipoproteinemia Type II}, issn = {1524-4539}, doi = {10.1161/CIRCULATIONAHA.123.064168}, author = {Zhang, Yiyi and Dron, Jacqueline S and Bellows, Brandon K and Khera, Amit V and Liu, Junxiu and Balte, Pallavi P and Oelsner, Elizabeth C and Amr, Sami Samir and Lebo, Matthew S and Nagy, Anna and Peloso, Gina M and Natarajan, Pradeep and Rotter, Jerome I and Willer, Cristen and Boerwinkle, Eric and Ballantyne, Christie M and Lutsey, Pamela L and Fornage, Myriam and Lloyd-Jones, Donald M and Hou, Lifang and Psaty, Bruce M and Bis, Joshua C and Floyd, James S and Vasan, Ramachandran S and Heard-Costa, Nancy L and Carson, April P and Hall, Michael E and Rich, Stephen S and Guo, Xiuqing and Kazi, Dhruv S and de Ferranti, Sarah D and Moran, Andrew E} } @article {9620, title = {Familial Hypercholesterolemia Variant and Cardiovascular Risk in Individuals With Elevated Cholesterol.}, journal = {JAMA Cardiol}, year = {2024}, month = {2024 Jan 31}, abstract = {

IMPORTANCE: Familial hypercholesterolemia (FH) is a genetic disorder that often results in severely high low-density lipoprotein cholesterol (LDL-C) and high risk of premature coronary heart disease (CHD). However, the impact of FH variants on CHD risk among individuals with moderately elevated LDL-C is not well quantified.

OBJECTIVE: To assess CHD risk associated with FH variants among individuals with moderately (130-189 mg/dL) and severely (>=190 mg/dL) elevated LDL-C and to quantify excess CHD deaths attributable to FH variants in US adults.

DESIGN, SETTING, AND PARTICIPANTS: A total of 21 426 individuals without preexisting CHD from 6 US cohort studies (Atherosclerosis Risk in Communities study, Coronary Artery Risk Development in Young Adults study, Cardiovascular Health Study, Framingham Heart Study Offspring cohort, Jackson Heart Study, and Multi-Ethnic Study of Atherosclerosis) were included, 63 of whom had an FH variant. Data were collected from 1971 to 2018, and the median (IQR) follow-up was 18 (13-28) years. Data were analyzed from March to May 2023.

EXPOSURES: LDL-C, cumulative past LDL-C, FH variant status.

MAIN OUTCOMES AND MEASURES: Cox proportional hazards models estimated associations between FH variants and incident CHD. The Cardiovascular Disease Policy Model projected excess CHD deaths associated with FH variants in US adults.

RESULTS: Of the 21 426 individuals without preexisting CHD (mean [SD] age 52.1 [15.5] years; 12 041 [56.2\%] female), an FH variant was found in 22 individuals with moderately elevated LDL-C (0.3\%) and in 33 individuals with severely elevated LDL-C (2.5\%). The adjusted hazard ratios for incident CHD comparing those with and without FH variants were 2.9 (95\% CI, 1.4-6.0) and 2.6 (95\% CI, 1.4-4.9) among individuals with moderately and severely elevated LDL-C, respectively. The association between FH variants and CHD was slightly attenuated when further adjusting for baseline LDL-C level, whereas the association was no longer statistically significant after adjusting for cumulative past LDL-C exposure. Among US adults 20 years and older with no history of CHD and LDL-C 130 mg/dL or higher, more than 417 000 carry an FH variant and were projected to experience more than 12 000 excess CHD deaths in those with moderately elevated LDL-C and 15 000 in those with severely elevated LDL-C compared with individuals without an FH variant.

CONCLUSIONS AND RELEVANCE: In this pooled cohort study, the presence of FH variants was associated with a 2-fold higher CHD risk, even when LDL-C was only moderately elevated. The increased CHD risk appeared to be largely explained by the higher cumulative LDL-C exposure in individuals with an FH variant compared to those without. Further research is needed to assess the value of adding genetic testing to traditional phenotypic FH screening.

}, issn = {2380-6591}, doi = {10.1001/jamacardio.2023.5366}, author = {Zhang, Yiyi and Dron, Jacqueline S and Bellows, Brandon K and Khera, Amit V and Liu, Junxiu and Balte, Pallavi P and Oelsner, Elizabeth C and Amr, Sami Samir and Lebo, Matthew S and Nagy, Anna and Peloso, Gina M and Natarajan, Pradeep and Rotter, Jerome I and Willer, Cristen and Boerwinkle, Eric and Ballantyne, Christie M and Lutsey, Pamela L and Fornage, Myriam and Lloyd-Jones, Donald M and Hou, Lifang and Psaty, Bruce M and Bis, Joshua C and Floyd, James S and Vasan, Ramachandran S and Heard-Costa, Nancy L and Carson, April P and Hall, Michael E and Rich, Stephen S and Guo, Xiuqing and Kazi, Dhruv S and de Ferranti, Sarah D and Moran, Andrew E} } @article {9860, title = {Low-Density Lipoprotein Cholesterol Level Distributions Across Different Ages: Implications for Screening Children for Severe and Familial Hypercholesterolemia.}, journal = {Circulation}, volume = {150}, year = {2024}, month = {2024 Nov 19}, pages = {1741-1744}, issn = {1524-4539}, doi = {10.1161/CIRCULATIONAHA.124.069792}, author = {Liu, Junxiu and Bellows, Brandon K and Jacobs, David R and Woo, Jessica G and Urbina, Elaine M and Balte, Pallavi P and Oelsner, Elizabeth C and Kazi, Dhruv S and Siscovick, David and Allen, Norrina B and Rana, Jamal S and Wilkins, John T and Hall, Michael E and Bazzano, Lydia A and Burns, Trudy L and Daniels, Stephen R and Dwyer, Terence and Juonala, Markus and Raitakari, Olli T and Sinaiko, Alan R and Steinberger, Julia and Venn, Alison J and Kartiosuo, Noora and Lehtim{\"a}ki, Terho and Magnussen, Costan G and Viikari, Jorma S A and de Ferranti, Sarah D and Moran, Andrew E and Zhang, Yiyi} }