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Conducting density-sampled case-control studies using survey data with complex sampling designs: A simulation study

Li, Catherine X; Matthay, Ellicott C; Rowe, Christopher; Bradshaw, Patrick T; Ahern, Jennifer
PURPOSE/OBJECTIVE:Population-based surveys are possible sources from which to draw representative control data for case-control studies. However, these surveys involve complex sampling that could lead to biased estimates of measures of association if not properly accounted for in analyses. Approaches to incorporating complex-sampled controls in density-sampled case-control designs have not been examined. METHODS:We used a simulation study to evaluate the performance of different approaches to estimating incidence density ratios (IDR) from case-control studies with controls drawn from complex survey data using risk-set sampling. In simulated population data, we applied four survey sampling approaches, with varying survey sizes, and assessed the performance of four analysis methods for incorporating survey-based controls. RESULTS:Estimates of the IDR were unbiased for methods that conducted risk-set sampling with probability of selection proportional to survey weights. Estimates of the IDR were biased when sampling weights were not incorporated, or only included in regression modeling. The unbiased analysis methods performed comparably and produced estimates with variance comparable to biased methods. Variance increased and confidence interval coverage decreased as survey size decreased. CONCLUSIONS:Unbiased estimates are obtainable in risk-set sampled case-control studies using controls drawn from complex survey data when weights are properly incorporated.
PMID: 34216780
ISSN: 1873-2585
CID: 5031552

What to Do When Everything Happens at Once: Analytic Approaches to Estimate the Health Effects of Co-Occurring Social Policies

Matthay, Ellicott C; Gottlieb, Laura M; Rehkopf, David; Tan, May Lynn; Vlahov, David; Glymour, M Maria
Social policies have great potential to improve population health and reduce health disparities. Thus, increasing empirical research seeks to quantify the health effects of social policies by exploiting variation in the timing of policy changes across places. Multiple social policies are often adopted simultaneously or in close succession in the same locations, creating co-occurrence which must be handled analytically for valid inferences. Although this is a substantial methodological challenge for studies aiming to isolate social policy effects, limited prior work has systematically considered analytic solutions within a causal framework or assessed whether these solutions are being adopted. We designated seven analytic solutions to policy co-occurrence, including efforts to disentangle individual policy effects and efforts to estimate the combined effects of co-occurring policies. We leveraged an existing systematic review of social policies and health to evaluate how often policy co-occurrence is identified as a threat to validity and how often each analytic solution is applied in practice. Of the 55 studies, only 17 (31%) reported checking for any co-occurring policies, although 36 (67%) used at least one approach that helps address policy co-occurrence. The most common approaches were: adjusting for measures of co-occurring policies; defining the outcome on subpopulations likely to be affected by the policy of interest (but not other co-occurring policies); and selecting a less-correlated measure of policy exposure. As health research increasingly focuses on policy changes, we must systematically assess policy co-occurrence and apply analytic solutions to strengthen future studies on the health effects of social policies.
PMID: 34215873
ISSN: 1478-6729
CID: 4932722

When effects cannot be estimated: redefining estimands to understand the effects of naloxone access laws [PrePrint]

Rudloph, Kara E; Gimbrone, Catherine; Matthay, Ellicott C; Diaz, Ivan; Davis, Corey S; Keyes, Katherine; Cerda, Magdalena
ORIGINAL:0015879
ISSN: 2331-8422
CID: 5305112

Evaluation of State Cannabis Laws and Rates of Self-harm and Assault

Matthay, Ellicott C; Kiang, Mathew V; Elser, Holly; Schmidt, Laura; Humphreys, Keith
Importance:State cannabis laws are changing rapidly. Research is inconclusive about their association with rates of self-harm and assault. Existing studies have not considered variations in cannabis commercialization across states over time. Objective:To evaluate the association of state medical and recreational cannabis laws with self-harm and assault, overall and by age and sex, while considering varying degrees of commercialization. Design, Setting, and Participants:Using a cohort design with panel fixed-effects analysis, within-state changes in claims for self-harm and assault injuries before and after changes in cannabis laws were quantified in all 50 US states and the District of Columbia. Comprehensive claims data on commercial and Medicare Advantage health plan beneficiaries from January 1, 2003, to December 31, 2017, grouped by state and month, were evaluated. Data analysis was conducted from January 31, 2020, to January 21, 2021. Exposures:Categorical variable that indexed the degree of cannabis legalization in each state and month based on law type (medical or recreational) and operational status of dispensaries (commercialization). Main Outcomes and Measures:Claims for self-harm and assault injuries based on International Classification of Diseases codes. Results:The analysis included 75 395 344 beneficiaries (mean [SD] age, 47 [22] years; 50% female; and median follow-up, 17 months [interquartile range, 8-36 months]). During the study period, 29 states permitted use of medical cannabis and 11 permitted recreational cannabis. Point estimates for populationwide rates of self-harm and assault injuries were higher in states legalizing recreational cannabis compared with states with no cannabis laws, but these results were not statistically significant (adjusted rate ratio [aRR] assault, recreational dispensaries: 1.27; 95% CI, 0.79-2.03;self-harm, recreational dispensaries aRR: 1.15; 95% CI, 0.89-1.50). Results varied by age and sex with no associations found except for states with recreational policies and self-harm among males younger than 40 years (aRR <21 years, recreational without dispensaries: 1.70; 95% CI, 1.11-2.61; aRR aged 21-39 years, recreational dispensaries: 1.46; 95% CI, 1.01-2.12). Medical cannabis was generally not associated with self-harm or assault injuries populationwide or among age and sex subgroups. Conclusions and Relevance:Recreational cannabis legalization appears to be associated with relative increases in rates of claims for self-harm among male health plan beneficiaries younger than 40 years. There was no association between cannabis legalization and self-harm or assault, for any other age and sex group or for medical cannabis. States that legalize but still constrain commercialization may be better positioned to protect younger male populations from unintended harms.
PMID: 33734416
ISSN: 2574-3805
CID: 5031482

The DISTANCE study: Determining the impact of social distancing on trauma epidemiology during the COVID-19 epidemic-An interrupted time-series analysis

Matthay, Zachary A; Kornblith, Aaron E; Matthay, Ellicott C; Sedaghati, Mahsa; Peterson, Sue; Boeck, Marissa; Bongiovanni, Tasce; Campbell, Andre; Chalwell, Lauren; Colwell, Christopher; Farrell, Michael S; Kim, Woon Cho; Knudson, M Margaret; Mackersie, Robert; Li, Lilian; Nunez-Garcia, Brenda; Langness, Simone; Plevin, Rebecca E; Sammann, Amanda; Tesoriero, Ronald; Stein, Deborah M; Kornblith, Lucy Z
BACKGROUND:The large-scale social distancing efforts to reduce SARS-CoV-2 transmission have dramatically changed human behaviors associated with traumatic injuries. Trauma centers have reported decreases in trauma volume, paralleled by changes in injury mechanisms. We aimed to quantify changes in trauma epidemiology at an urban Level I trauma center in a county that instituted one of the earliest shelter-in-place orders to inform trauma care during future pandemic responses. METHODS:A single-center interrupted time-series analysis was performed to identify associations of shelter-in-place with trauma volume, injury mechanisms, and patient demographics in San Francisco, California. To control for short-term trends in trauma epidemiology, weekly level data were analyzed 6 months before shelter-in-place. To control for long-term trends, monthly level data were analyzed 5 years before shelter-in-place. RESULTS:Trauma volume decreased by 50% in the week following shelter-in-place (p < 0.01), followed by a linear increase each successive week (p < 0.01). Despite this, trauma volume for each month (March-June 2020) remained lower compared with corresponding months for all previous 5 years (2015-2019). Pediatric trauma volume showed similar trends with initial decreases (p = 0.02) followed by steady increases (p = 0.05). Reductions in trauma volumes were due entirely to changes in nonviolent injury mechanisms, while violence-related injury mechanisms remained unchanged (p < 0.01). CONCLUSION:Although the shelter-in-place order was associated with an overall decline in trauma volume, violence-related injuries persisted. Delineating and addressing underlying factors driving persistent violence-related injuries during shelter-in-place orders should be a focus of public health efforts in preparation for future pandemic responses. LEVEL OF EVIDENCE:Epidemiological study, level III.
PMCID:7979514
PMID: 33252457
ISSN: 2163-0763
CID: 5031452

Excess death among Latino people in California during the COVID-19 pandemic

Riley, Alicia R; Chen, Yea-Hung; Matthay, Ellicott C; Glymour, M Maria; Torres, Jacqueline M; Fernandez, Alicia; Bibbins-Domingo, Kirsten
Background/UNASSIGNED:Latino people in the US are experiencing higher excess deaths during the COVID-19 pandemic than any other racial/ethnic group, but it is unclear which subgroups within this diverse population are most affected. Such information is necessary to target policies that prevent further excess mortality and reduce inequities. Methods/UNASSIGNED:Using death certificate data for January 1, 2016 through February 29, 2020 and time-series models, we estimated the expected weekly deaths among Latino people in California from March 1 through October 3, 2020. We quantified excess mortality as observed minus expected deaths and risk ratios (RR) as the ratio of observed to expected deaths. We considered subgroups defined by age, sex, place of birth, education, occupation, and combinations of these factors. Findings/UNASSIGNED:During the first seven months of the pandemic, Latino deaths in California exceeded expected deaths by 10,316, a 31% increase. Excess death rates were greatest for individuals born in Mexico (RR 1.44; 95% PI, 1.41, 1.48) or Central America (RR 1.49; 95% PI, 1.37, 1.64), with less than a high school degree (RR 1.41; 95% PI, 1.35, 1.46), or in food-and-agriculture (RR 1.60; 95% PI, 1.48, 1.74) or manufacturing occupations (RR 1.59; 95% PI, 1.50, 1.69). Immigrant disadvantages in excess death were magnified among working-age Latinos in essential occupations. Interpretation/UNASSIGNED:The pandemic has disproportionately impacted mortality among Latino immigrants and Latinos in unprotected essential jobs; Interventions to reduce these disparities should include early vaccination, workplace safety enforcement, and expanded access to medical care. Funding/UNASSIGNED:National Institute on Aging; UCSF. RESEARCH IN CONTEXT/UNASSIGNED:
PMID: 33532794
ISSN: n/a
CID: 5031462

Projected All-Cause Deaths Attributable to COVID-19-Related Unemployment in the United States

Matthay, Ellicott C; Duchowny, Kate A; Riley, Alicia R; Galea, Sandro
PMCID:7958047
PMID: 33600244
ISSN: 1541-0048
CID: 5031472

Outcomes after ultramassive transfusion in the modern era: An Eastern Association for the Surgery of Trauma multicenter study

Matthay, Zachary A; Hellmann, Zane J; Callcut, Rachael A; Matthay, Ellicott C; Nunez-Garcia, Brenda; Duong, William; Nahmias, Jeffry; LaRiccia, Aimee K; Spalding, M Chance; Dalavayi, Satya S; Reynolds, Jessica K; Lesch, Heather; Wong, Yee M; Chipman, Amanda M; Kozar, Rosemary A; Penaloza, Liz; Mukherjee, Kaushik; Taghlabi, Khaled; Guidry, Christopher A; Seng, Sirivan S; Ratnasekera, Asanthi; Motameni, Amirreza; Udekwu, Pascal; Madden, Kathleen; Moore, Sarah A; Kirsch, Jordan; Goddard, Jesse; Haan, James; Lightwine, Kelly; Ontengco, Julianne B; Cullinane, Daniel C; Spitzer, Sarabeth A; Kubasiak, John C; Gish, Joshua; Hazelton, Joshua P; Byskosh, Alexandria Z; Posluszny, Joseph A; Ross, Erin E; Park, John J; Robinson, Brittany; Abel, Mary Kathryn; Fields, Alexander T; Esensten, Jonathan H; Nambiar, Ashok; Moore, Joanne; Hardman, Claire; Terse, Pranaya; Luo-Owen, Xian; Stiles, Anquonette; Pearce, Brenden; Tann, Kimberly; Abdul Jawad, Khaled; Ruiz, Gabriel; Kornblith, Lucy Z
BACKGROUND:Despite the widespread institution of modern massive transfusion protocols with balanced blood product ratios, survival for patients with traumatic hemorrhage receiving ultramassive transfusion (UMT) (defined as ≥20 U of packed red blood cells [RBCs]) in 24 hours) remains low and resource consumption remains high. Therefore, we aimed to identify factors associated with mortality in trauma patients receiving UMT in the modern resuscitation era. METHODS:An Eastern Association for the Surgery of Trauma multicenter retrospective study of 461 trauma patients from 17 trauma centers who received ≥20 U of RBCs in 24 hours was performed (2014-2019). Multivariable logistic regression and Classification and Regression Tree analysis were used to identify clinical characteristics associated with mortality. RESULTS:The 461 patients were young (median age, 35 years), male (82%), severely injured (median Injury Severity Score, 33), in shock (median shock index, 1.2; base excess, -9), and transfused a median of 29 U of RBCs, 22 U of fresh frozen plasma (FFP), and 24 U of platelets (PLT). Mortality was 46% at 24 hours and 65% at discharge. Transfusion of RBC/FFP ≥1.5:1 or RBC/PLT ≥1.5:1 was significantly associated with mortality, most pronounced for the 18% of patients who received both RBC/PLT and RBC/FFP ≥1.5:1 (odds ratios, 3.11 and 2.81 for mortality at 24 hours and discharge; both p < 0.01). Classification and Regression Tree identified that age older than 50 years, low initial Glasgow Coma Scale, thrombocytopenia, and resuscitative thoracotomy were associated with low likelihood of survival (14-26%), while absence of these factors was associated with the highest survival (71%). CONCLUSION:Despite modern massive transfusion protocols, one half of trauma patients receiving UMT are transfused with either RBC/FFP or RBC/PLT in unbalanced ratios ≥1.5:1, with increased associated mortality. Maintaining focus on balanced ratios during UMT is critical, and consideration of advanced age, poor initial mental status, thrombocytopenia, and resuscitative thoracotomy can aid in prognostication. LEVEL OF EVIDENCE:Prognostic, level III.
PMCID:8243874
PMID: 34144557
ISSN: 2163-0763
CID: 5031542

Geographically targeted COVID-19 vaccination is more equitable and averts more deaths than age-based thresholds alone

Wrigley-Field, Elizabeth; Kiang, Mathew V; Riley, Alicia R; Barbieri, Magali; Chen, Yea-Hung; Duchowny, Kate A; Matthay, Ellicott C; Van Riper, David; Jegathesan, Kirrthana; Bibbins-Domingo, Kirsten; Leider, Jonathon P
[Figure: see text].
PMID: 34586843
ISSN: 2375-2548
CID: 5031572

Excess mortality among Latino people in California during the COVID-19 pandemic

Riley, Alicia R; Chen, Yea-Hung; Matthay, Ellicott C; Glymour, M Maria; Torres, Jacqueline M; Fernandez, Alicia; Bibbins-Domingo, Kirsten
Latino people in the US are experiencing higher excess deaths during the COVID-19 pandemic than any other racial/ethnic group, but it is unclear which sociodemographic subgroups within this diverse population are most affected. Such information is necessary to target policies that prevent further excess mortality and reduce inequities. Using death certificate data for January 1, 2016 through February 29, 2020 and time-series models, we estimated the expected weekly deaths among Latino people in California from March 1 through October 3, 2020. We quantified excess mortality as observed minus expected deaths and risk ratios (RR) as the ratio of observed to expected deaths. We considered subgroups categorized by age, sex, nativity, country of birth, educational attainment, occupation, and combinations of these factors. Our results indicate that during the first seven months of the pandemic, Latino deaths in California exceeded expected deaths by 10,316, a 31% increase. Excess death rates were greatest for individuals born in Mexico (RR 1.44; 95% PI, 1.41, 1.48) or a Central American country (RR 1.49; 95% PI, 1.37, 1.64), with less than a high school degree (RR 1.41; 95% PI, 1.35, 1.46), or in food-and-agriculture (RR 1.60; 95% PI, 1.48, 1.74) or manufacturing occupations (RR 1.59; 95% PI, 1.50, 1.69). Immigrant disadvantages in excess death were magnified among working-age Latinos in essential occupations. In sum, the COVID-19 pandemic has disproportionately impacted mortality among Latino immigrants, especially those in unprotected essential jobs. Interventions to reduce these inequities should include targeted vaccination, workplace safety enforcement, and expanded access to medical care and economic support.
PMID: 34307826
ISSN: 2352-8273
CID: 5031562