Liangyuan Hu

ORCID: 0000-0002-4067-892X
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About
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Research Areas
  • Advanced Causal Inference Techniques
  • Statistical Methods and Inference
  • Statistical Methods and Bayesian Inference
  • Health Systems, Economic Evaluations, Quality of Life
  • Health disparities and outcomes
  • Statistical Methods in Clinical Trials
  • Air Quality and Health Impacts
  • Inflammatory Bowel Disease
  • Urban Transport and Accessibility
  • HIV Research and Treatment
  • HIV/AIDS Research and Interventions
  • Microscopic Colitis
  • Global Cancer Incidence and Screening
  • Smoking Behavior and Cessation
  • Economic and Financial Impacts of Cancer
  • Urinary and Genital Oncology Studies
  • Prostate Cancer Diagnosis and Treatment
  • Prostate Cancer Treatment and Research
  • Immune Cell Function and Interaction
  • Bladder and Urothelial Cancer Treatments
  • Bayesian Modeling and Causal Inference
  • Healthcare Policy and Management
  • Bayesian Methods and Mixture Models
  • Stoma care and complications
  • Sex work and related issues

Rutgers, The State University of New Jersey
2021-2025

Manufacturing Institute
2023

Icahn School of Medicine at Mount Sinai
2017-2022

Rutgers Sexual and Reproductive Health and Rights
2021-2022

Propagation des Ondes : Étude Mathématique et Simulation
2022

Tisch Hospital
2020-2021

Tisch Cancer Institute
2018-2021

Mount Sinai Health System
2020-2021

University of Science and Technology Beijing
2020

Mount Sinai Hospital
2020

Cancers infiltrated with T-cells are associated a higher likelihood of response to PD-1/PD-L1 blockade. Counterintuitively, correlation between epithelial-mesenchymal transition (EMT)-related gene expression and T-cell infiltration has been observed across tumor types. Here we demonstrate, using The Cancer Genome Atlas (TCGA) urothelial cancer dataset, that although expression-based measure infiltrating abundance EMT-related positively correlated, these signatures convey disparate prognostic...

10.1038/s41467-018-05992-x article EN cc-by Nature Communications 2018-08-23

This study examined the role of self-efficacy and physical function performance in relationship between activity functional limitations. Older women (age, M = 68.2 years) completed measures activity, self-efficacy, performance, limitations at baseline an ongoing study. Analyses indicated that was associated with for exercise, efficacy gait balance, performance. Both were Demographic health status variables did not differentially influence these relationships. Although cross-sectional nature,...

10.1093/geronb/61.5.p270 article EN The Journals of Gerontology Series B 2006-09-01

Purpose There are no randomized trials to guide treatment decisions between radiotherapeutic and surgical options for patients with high-risk localized prostate cancer. Comparative studies have been limited by their ability match on the basis of pretreatment prognostic variables adjust cancer-related, medical, socioeconomic differences who choose or approaches. Methods We analyzed outcome all in National Cancer Database high-risk, clinically cancer complete data were treated either radical...

10.1200/jco.2017.75.9134 article EN Journal of Clinical Oncology 2018-02-28

There is a dearth of robust methods to estimate the causal effects multiple treatments when outcome binary. This paper uses two unique sets simulations propose and evaluate use Bayesian additive regression trees in such settings. First, we compare several approaches that have been proposed for continuous outcomes, including inverse probability treatment weighting, targeted maximum likelihood estimator, vector matching, adjustment. Results suggest under conditions non-linearity non-additivity...

10.1177/0962280220921909 article EN cc-by-nc Statistical Methods in Medical Research 2020-05-25

Historical redlining was a discriminatory housing policy that placed financial services beyond the reach of residents in inner-city communities. The extent impact this on contemporary health outcomes remains to be elucidated.To evaluate associations among historical redlining, social determinants (SDOH), and community-level stroke prevalence New York City.An ecological, retrospective, cross-sectional study conducted using City data from January 1, 2014, December 31, 2018. Data...

10.1001/jamanetworkopen.2023.5875 article EN cc-by-nc-nd JAMA Network Open 2023-04-05

Differences in autonomic nervous system function, measured by heart rate variability (HRV), have been observed between patients with inflammatory bowel disease and healthy control associated cross-sectional studies systemic inflammation. High HRV has low stress.Patients ulcerative colitis (UC) were followed for 9 months. Their was every 4 weeks using the VitalPatch, blood collected at baseline 12 assessing cortisol, adrenocorticotropin hormone, interleukin-1β, interleukin-6, tumor necrosis...

10.1093/ibd/izaa323 article EN Inflammatory Bowel Diseases 2020-12-31

Background Street-connected youth are a neglected and vulnerable population, particularly in resource-constrained settings. The development of interventions supports for this population requires insight into how they live. This study describes the social economic characteristics convenience sample street (SY) Eldoret, Kenya. Methods Participants were eligible if aged 12–21, living spending days only (part-time), or nights on (full-time) able willing to consent assent. Data collected using...

10.1371/journal.pone.0097587 article EN cc-by PLoS ONE 2014-05-14

Abstract Background The Oncology Care Model (OCM) was developed as a payment model to encourage participating practices provide better-quality care for cancer patients at lower cost. risk-adjustment used in OCM is Gamma generalized linear (Gamma GLM) with log-link. predicted value of expense the episodes identified our academic medical center (AMC), based on fitted national data, did not correlate well observed expense. This motivated us fit GLM AMC data and compare it two other flexible...

10.1186/s12913-020-05148-y article EN cc-by BMC Health Services Research 2020-04-25

Summary Background There is a need for improved risk stratification in Crohn's disease. Aim To identify novel blood protein biomarkers associated with future disease complications Methods We performed case‐cohort study utilising paediatric inception cohort, the Risk Stratification and Identification of Immunogenetic Microbial Markers Rapid Disease Progression Children (RISK) study. All patients had inflammatory (B1) at baseline. Outcomes were development stricturing (B2) or penetrating (B3)...

10.1111/apt.16136 article EN Alimentary Pharmacology & Therapeutics 2020-11-01

Background Stroke is a major cardiovascular disease that causes significant health and economic burden in the United States. Neighborhood community-based interventions have been shown to be both effective cost-effective preventing disease. There dearth of robust studies identifying key determinants underlying effect mechanisms at neighborhood level. We aim contribute evidence base for research. Methods Results created new data set census tract level by integrating 4 types potential...

10.1161/jaha.120.016745 article EN cc-by-nc-nd Journal of the American Heart Association 2020-11-03

Methods for estimating heterogeneous treatment effect in observational data have largely focused on continuous or binary outcomes, and been relatively less vetted with survival outcomes. Using flexible machine learning methods the counterfactual framework is a promising approach to address challenges due complex individual characteristics, which treatments need be tailored. To evaluate operating characteristics of recent estimation heterogeneity inform better practice, we carry out...

10.1002/sim.9090 article EN Statistics in Medicine 2021-06-10

During untreated, chronic HIV-1 infection, plasma viral load (VL) is a relatively stable quantitative trait that has clinical and epidemiological implications. Immunogenetic research established various human genetic factors, especially leukocyte antigen (HLA) variants, as independent determinants of VL set-point.To identify clarify HLA alleles are associated with either transient or durable immune control we evaluated the relationships class I II among 563 seroprevalent Zambians (SPs) who...

10.1371/journal.pone.0009629 article EN cc-by PLoS ONE 2010-03-09

Summary The timing of antiretroviral therapy (ART) initiation for HIV and tuberculosis (TB) co-infected patients needs to be considered carefully. CD4 cell count can used guide decision making about when initiate ART. Evidence from recent randomized trials observational studies generally supports early but does not provide information effects time on a continuous scale. In this article, we develop apply highly flexible structural proportional hazards model characterizing the effect treatment...

10.1111/biom.12780 article EN Biometrics 2017-09-28

Abstract Evidence supporting the current World Health Organization recommendations of early antiretroviral therapy (ART) initiation for adolescents is inconclusive. We leverage a large observational data and compare, in terms mortality CD4 cell count, dynamic treatment rules human immunodeficiency virus-infected adolescents. Our approaches extend marginal structural model estimating outcome distributions under regimes, developed Robins et al. (2008), to allow causal comparisons both specific...

10.1111/biom.13018 article EN Biometrics 2019-01-14

Crohn's disease [CD] recurrence following ileocolic resection [ICR] is common. We sought to identify blood-based biomarkers associated with CD recurrence.CD patients undergoing ICR were recruited across six centres. Serum samples obtained at post-operative colonoscopy. A multiplex immunoassay was used analyse 92 inflammation-related proteins [Olink Proteomics]. Bayesian analysis increasing Rutgeerts score. Identified in receiver operating characteristic [ROC] examine the ability [Rutgeerts...

10.1093/ecco-jcc/jjab186 article EN Journal of Crohn s and Colitis 2021-10-25

In the absence of a randomized experiment, key assumption for drawing causal inference about treatment effects is ignorable assignment. Violations ignorability may lead to biased effect estimates. Sensitivity analysis helps gauge how conclusions will be altered in response potential magnitude departure from assumption. However, sensitivity approaches unmeasured confounding context multiple treatments and binary outcomes are scarce. We propose flexible Monte Carlo approach such settings....

10.1214/21-aoas1530 article EN The Annals of Applied Statistics 2022-06-01

Abstract Propensity score (PS) methods, including inverse probability of treatment weighting (IPTW) analysis, are increasingly applied to complex survey data in geriatric studies infer causal effects. However, the comparative effectiveness various PS estimation particularly novel machine learning algorithms, has not been thoroughly explored when involved. We conducted a comprehensive simulation study compare following six methods IPTW analysis: Logistic Regression, Covariate Balancing Score,...

10.1093/jssam/smaf003 article EN Journal of Survey Statistics and Methodology 2025-04-12

Background Human leukocyte antigen (HLA) class I genes mediate cytotoxic T-lymphocyte responses and natural killer cell function. In a previous study, several HLA-B HLA-C alleles haplotypes were positively or negatively associated with the occurrence prognosis of glioblastoma multiforme (GBM). Methodology/Principal Findings As an extension Upper Midwest Health Study, we have performed HLA genotyping for 149 GBM patients healthy control subjects from non-metropolitan population consisting...

10.1371/journal.pone.0007157 article EN cc-by PLoS ONE 2009-09-22

Polymorphisms in chemokine (C-C motif) receptors 2 and 5 genes (CCR2 CCR5) have been associated with HIV-1 infection disease progression. We investigated the impact of CCR2-CCR5 haplotypes on viral load (VL) heterosexual transmission an African cohort. Between 1995 2006, cohabiting Zambian couples discordant for (index seropositive exposed seronegative {HESN}) were monitored prospectively to determine role host genetic factors control transmission. Genotyping eight CCR2 CCR5 variants...

10.1186/1742-4690-8-22 article EN cc-by Retrovirology 2011-03-23

The 'Cash Transfer to Orphans and Vulnerable Children' (CT-OVC) in Kenya is a government-supported program intended provide regular predictable cash transfers (CT) poor households taking care of OVC. CT programs can be an effective means alleviating poverty facilitating the attainment adequate standard living for people's health well-being other international human rights. objective this analysis was compare household socioeconomic status, school enrolment, nutritional future outlook...

10.1186/1472-698x-14-25 article EN cc-by BMC International Health and Human Rights 2014-09-20
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