Huiwen XuEmory University | EU · Nell Hodgson Woodruff School of Nursing
Huiwen Xu
Doctor of Philosophy
Nursing homes; aging; cancer survivorship; machine learning; Funded by NIA.
Email: huiwen.xu@emory.edu; AgingLab.us
About
104
Publications
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Introduction
Dr. Xu is an Associate Professor in the Nell Hodgson Woodruff School of Nursing at Emory University. He received his PhD in Health Services Research and Policy from University of Rochester. Dr. Xu's Research is supported by NIA.
Email: huiwen.xu@emory.edu; Personal website: aginglab.us
Additional affiliations
September 2021 - present
June 2016 - August 2021
October 2019 - August 2021
Education
September 2014 - October 2019
Publications
Publications (104)
(300 words)
Objectives
During the COVID-19 pandemic, U.S. nursing homes (NHs) have been under pressure to maintain staff levels with limited access to personal protection equipment (PPE). This study examines the prevalence and factors associated with shortages of NH staff during COVID-19 pandemic.
Design
We obtained self-reported information on s...
Background:
Psychiatric illness may pose an additional risk of death for older adults during the COVID-19 pandemic. Older adults in the community versus institutions might be influenced by the pandemic differently. This study examines excess deaths during the COVID-19 pandemic among Medicare beneficiaries with and without psychiatric diagnoses (de...
Background:
Long-stay nursing home (NH) residents with Alzheimer disease and related dementias (ADRD) are at high risk of hospital transfers. Machine learning might improve risk-adjustment methods for NHs.
Objectives:
The objective of this study was to develop and compare NH risk-adjusted rates of hospitalizations and emergency department (ED) v...
When nursing homes experience a shortage in directly employed nursing staff, they may rely on temporary workers from staffing agencies to fill this gap. This article examines trends in the use of staffing agencies among nursing homes during the prepandemic and COVID-19 pandemic era (2018-22). In 2018, 23 percent of nursing homes used agency nursing...
Hurricanes are a major threat to nursing homes along the Texas Gulf Coast, and climate change will increase inland nursing homes’ risk of catastrophic winds and flooding. The Centers for Medicare & Medicaid Services (CMS) uses twenty-five regulations to assess nursing homes’ emergency preparedness. This study compares the prevalence of any deficien...
Nursing homes face rapidly increasing wages and change their input mix as they face workforce shortfalls. For 15,959 freestanding NHs from 2017-2021, the proportion of hours worked by agency staff and the median wage cost per hour of agency and directly employed nursing staff were calculated from Medicare cost reports and Payroll-Based Journal data...
Many nursing homes operated at thin profit margins prior to the COVID-19 pandemic. This study examines the role of nursing homes’ financial performance and chain affiliation in shortages of personal protection equipment (PPE) during the first year of the COVID-19 pandemic. We constructed a longitudinal file of 79 868 nursing home-week observations...
Objectives:
To examine whether facility-reported staff shortages and total staff levels were independently associated with changes in nursing home (NH) outcomes in 2020.
Design:
Longitudinal cohort study.
Setting and participants:
A total of 8466 NHs with staffing and outcome data.
Methods:
This study used NH COVID-19 Public File (2020), Nur...
Importance:
Older adults with advanced cancer who have high pretreatment symptom severity often experience adverse events during cancer treatments. Unsupervised machine learning may help stratify patients into different risk groups.
Objective:
To evaluate whether clusters identified from baseline patient-reported symptom severity were associated...
Objective
To examine whether increases in physician volume in primary healthcare facilities are associated with reduced utilisation of hospital outpatient and inpatient services after China facilitated the establishment of the hierarchical medical system.
Design
We used a two-way fixed-effects regression to examine the association between the annu...
To provide context for evaluating proposed nursing home staff regulations, we examined the proportion of facility revenues spent on nursing staff, as well as nursing staff levels in hours worked and paid per resident day, in 2019. Nationally, the median proportion of revenues spent on nursing staff was 33.9 percent, and median nursing staff levels...
PURPOSE
Providing a geriatric assessment (GA) summary with management recommendations to oncologists reduces clinician-rated toxicity in older patients with advanced cancer receiving treatment. This secondary analysis of a national cluster randomized clinical trial (ClinicalTrials.gov identifier: NCT02054741 ) aims to assess the effects of a GA int...
PURPOSE
Falls are a modifiable source of morbidity for older adults with cancer, yet are underassessed in oncology practice. In this secondary analysis of a nationwide cluster-randomized controlled trial, we examined characteristics associated with patient-oncologist conversations about falls, and whether oncologist knowledge of geriatric assessmen...
Purpose
Prior cancer research is limited by inconsistencies in defining rurality. The purpose of this study was to describe the prevalence of cancer risk factors and cancer screening behaviors across various county-based rural classification codes, including measures reflecting a continuum, to inform our understanding of cancer disparities accordin...
Introduction
Caregiver-oncologist concordance regarding the patient's prognosis is associated with worse caregiver outcomes (e.g., depressive symptoms), but mechanisms underpinning these associations are unclear. We explored whether caregiving esteem mediates these associations.
Methods
At enrollment, caregivers and oncologists used a 5-point ordi...
Importance:
The functional status and physical performance of older adults with cancer are underassessed and undertreated despite the high prevalence of impaired functional status and physical performance in this population and their associations with chemotherapy-induced toxic effects and mortality.
Objective:
To examine the association between...
Importance:
A poor prognostic understanding regarding curability is associated with lower odds of hospice use among patients with cancer. However, the association between poor prognostic understanding or prognostic discordance and health care use among older adults with advanced incurable cancers is not well characterized.
Objective:
To evaluate...
This perspectives paper provides an overview of how to read and interpret a Sankey, examples using symptom data from older adults with advanced cancer, a synopsis of medical literature, and comments on creating and using the diagram for presentation of data. From prior reports and our own, we conclude Sankeys are an excellent tool for visualizing t...
Objectives
Nursing homes (NHs) in micropolitan areas are reported to have different facility and market factors than urban NHs, but how these factors contribute to differences in emergency department (ED) visits remains unknown. This study examined and quantified sources of micropolitan-urban differences in NH risk-adjusted rates of any ED visit, E...
Background
A geriatric assessment (GA) intervention improves communication about aging‐related concerns, but its effect on communication in patients with various levels of frailty is unknown.
Methods
This was a secondary analysis of a nationwide trial of patients aged ≥70 years with incurable cancer and impairment on 1 or more GA domains (Clinical...
Background
Older adults with advanced cancer are at a high risk for treatment toxic effects. Geriatric assessment evaluates ageing-related domains and guides management. We examined whether a geriatric assessment intervention can reduce serious toxic effects in older patients with advanced cancer who are receiving high risk treatment (eg, chemother...
Objective
Nursing homes (NHs) are serving an increasing proportion of residents with cognitive issues (e.g. dementia) and mental health conditions. This study aims to: 1) implement unsupervised machine learning to cluster NHs based on residents' dementia and mental health conditions; 2) examine NH staffing related to the clusters; and 3) investigat...
Background:
Aging-related deficits that eventually manifest as frailty may be associated with poor emotional health in older patients with advanced cancer. This study aimed to examine the relationship between frailty and emotional health in this population.
Methods:
This was a secondary analysis of baseline data from a nationwide cluster randomi...
Cancer-related fatigue (CRF) is among the most commonly reported side effects experienced by cancer patients and survivors. Approximately one-third of women with breast cancer continue to suffer from CRF, even years after the completion of treatment. The causal mechanisms of CRF are not fully understood. However, numerous studies have demonstrated...
Purpose:
Older patients with advanced cancer often have comorbidities that can worsen their cancer and treatment outcomes. We assessed how a geriatric assessment (GA)-guided intervention can guide conversations about comorbidities among patients, oncologists, and caregivers.
Methods:
This secondary analysis arose from a nationwide, multisite clu...
Introduction
Treatment toxicities are common in older adults with cancer and consequently, treatment modifications are sometimes considered. We evaluated the prevalence and factors associated with treatment modifications at the first cycle in older patients receiving palliative systemic treatment.
Methods
Patients (n = 369) from the GAP 70+ Trial...
Background:
Caregiver perceived autonomy support by the oncologist is important for caregiver well-being and may be affected by the patient's survival. We determined the association of caregiver-oncologist discordance in patient's life expectancy estimates with perceived autonomy support over time, and whether the association differed by patient s...
Background
Risk prediction models that estimate patient probabilities of adverse events are commonly deployed in bariatric surgery. The objective was to validate a machine learning (Super Learner) prediction model of 30-day readmission after bariatric surgery in comparison with a traditional logistic regression.
Methods
This prognostic study for v...
12017
Background: Patients commonly experience impaired sleep throughout cancer treatment and for years into survivorship. Impaired sleep may mediate other cancer-related symptoms and can lead to the inability to complete daily activities and lower quality of life. More effective non-pharmacological treatment options for impaired sleep are needed....
12010
Background: Despite high prevalence of functional status (FS) and physical performance (PP) impairments among older adults with cancer, standardized assessments and interventions are not routinely used in oncology care. This study characterized how oncologist knowledge of Geriatric Assessment (GA) results influenced conversations and GA-guide...
6585
Background: Functional impairments affect > 40% of hospitalized patients (pts) with advanced cancer. After hospital discharge, about 20% of pts received rehabilitation (rehab) in nursing homes (NHs) to maintain functional independence. There is evidence from broad pt cohorts that Medicare Prospective Payment (PP) financially incentivizes NHs t...
e24095
Background: Over half of patients receiving neurotoxic taxane, platinum, or bortezomib chemotherapy experience CIPN—a dose-limiting toxicity involving numbness and pain in the extremities. There are limited biomarkers and treatments for CIPN partly due to lack of knowledge of its pathophysiology. Here, we studied whether CIPN involves change...
12114
Background: In a nationwide prospective study, we found that patients with breast cancer had greater perceived cognitive impairment (PCI) before and after chemotherapy compared to controls without cancer. To gain further insight into the role that inflammation plays in cognitive function, we evaluated relationships between immune cell counts...
12037
Background: Poor prognostic understanding of curability is associated with lower hospice use in patients with advanced cancer. Little is known if this holds true for older adults specifically. In addition, prognostic understanding are variably assessed and defined in prior studies. We evaluated the associations of poor prognostic understandin...
Objectives:
Rural-urban disparities in the experiences of caregivers of older adults with advanced cancer may exist. This study examined factors associated with caregiver mastery and burden and explored whether rural-urban disparities in caregiver outcomes differed by education.
Materials and methods:
Longitudinal data (baseline, 4-6 weeks, and...
Background:
Caregivers of adults with cancer often report a different understanding of the patient's prognosis than the oncologist. We examine the associations of caregiver-oncologist prognostic concordance with caregiver depressive symptoms, distress, and quality of life (QoL). We also explore whether these relationships differed by caregiver env...
Background:
Polypharmacy and potentially inappropriate medications (PIMs) are prevalent in older adults with cancer, but their associations with physical function are not often studied. This study examined the associations of polypharmacy and PIMs with physical function in older adults with cancer, and determined the optimal cutoff value for the n...
Background:
Higher risk-adjusted rate of emergency department (ED) visits might reflect poor quality of nursing home (NH) care; however, existing evidence is limited regarding rural-urban differences in ED rates of NHs, especially for long-stay residents.
Objectives:
To determine and quantify sources of rural-urban differences in NH risk-adjuste...
Importance
Financial toxicity (FT), unintended and unanticipated financial burden experienced by cancer patients undergoing cancer care, is associated with negative consequences and increased risk of mortality. Older patients (≥70 years) with cancer are at risk for FT, yet data are limited on FT and whether oncologists discuss FT with their patient...
Incidence and mortality of many preventable cancers are higher in rural compared to urban U.S. regions. However, prior research is limited by methodological inconsistencies in defining rurality, and has largely focused on a rural-urban dichotomy which ignores potential variability of cancer risk factors and outcomes within rural and urban settings....
143
Background: Caregivers of older adults with advanced cancer often have a different understanding of the patient’s prognosis compared with their oncologist. Among patients, accurate prognostic awareness is associated with greater depressive symptoms, except when patients utilize more adaptive coping skills. We examined the relationship between c...
33
Background: GA evaluates aging-related domains (e.g., function) known to be associated with cancer treatment toxicity. We found that providing a GA summary with management recommendations to oncologists reduces clinician-rated toxicity in older patients (pts) with advanced cancer receiving high risk treatment (presented @ASCO2020). Herein, we re...
138
Background: GA evaluates aging-related domains (e.g., function) known to be associated with cancer treatment toxicity. We found that providing a GA summary with management recommendations to oncologists reduces clinician-rated toxicity in older patients with advanced cancer receiving high risk treatment (presented at ASCO2020). Herein, we repor...
169
Background: PRO-CTCAE captures symptomatic adverse events (e.g. pain, fatigue) and may indicate poor treatment tolerability in older patients (pts) with advanced cancer. Using unsupervised machine learning which can detect unknown patterns in data, we aimed to evaluate if clusters identified based on PRO-CTCAE severity were associated with hosp...
Background
Disagreements between patients and caregivers about treatment benefits, care decisions, and patients' health are associated with increased patient depression as well as increased caregiver anxiety, distress, depression, and burden. Understanding the factors associated with disagreement may inform interventions to improve the aforemention...
Objectives:
Hospitalizations are common among long-stay nursing home (NH) residents, but the role of rurality in hospitalization is understudied. This study examines the relationships between rurality, NH, and market characteristics and NH quarterly risk-adjusted hospitalization rates of long-stay residents over 10 quarters (2011 Q2-2013 Q3).
Des...
Context
Older adults with advanced cancer face uncertainty related to their disease and treatment.
Objective
To evaluate the associations of uncertainty with psychological health and quality of life (QoL) in older adults with advanced cancer.
Methods
Secondary cross-sectional analysis of baseline data from a national clustered geriatric assessmen...
Objectives
Medicaid nursing home (NH) reimbursement rates and bed-hold policies have been shown to be associated with hospitalization of urban NH residents, but their relationships with emergency department (ED) visits, especially in rural NHs, remain unknown. This study explores the relationships of Medicaid NH policies with three NH quarterly ris...
12009
Background: GA evaluates aging-related domains (e.g., function) known to be associated with cancer treatment toxicity. In this CRCT, we evaluated if providing a GA summary with management recommendations to oncologists can reduce toxicity in older patients (pts) with advanced cancer receiving chemotherapy and/or other agents with a high repor...
12105
Background: Aromatase Inhibitor (AI) therapy and androgen deprivation therapy (ADT) significantly accelerate bone loss and increase fracture risk. Vitamin D (VITD) protects against bone loss, but it is unclear whether the recommended daily allowance (RDA; 600 IU/day for ages 51-70) of VITD is sufficient for cancer patients. Data from two RCTs...
12005
Background: Insomnia, a prevalent and troublesome side effect experienced by cancer survivors, significantly impairs recovery and survival. We conducted a nationwide, multicenter, phase III, blinded, randomized controlled trial testing whether 1) yoga is superior to survivorship health education (SHE) and 2) yoga is non-inferior to cognitive...
549
Background: Chemotherapy adversely affects physical function. While many patients recover after treatment (i.e. are resilient), some are unable to return to their pre-treatment function (i.e. are non-resilient). Since immune dysfunction may play a role in functional decline, we assessed the relationship of pre-chemotherapy immune cell profiles...
12040
Background: Older patients with advanced cancer often have comorbidities that increase the risk of toxicity from neoplastic therapy but are not always considered in treatment planning. We assessed the utility of a geriatric assessment (GA) intervention to increase the number and quality of discussions about comorbidities among oncologists, ol...
Importance
Disparities in health insurance coverage by immigration status are well documented; however, there are few data comparing long-term changes in insurance coverage between immigrant and nonimmigrant adults as they age into older adulthood.
Objective
To compare longitudinal changes in insurance coverage over 24 years of follow-up between r...
Objectives:
Successful discharge of nursing home (NH) residents to community has been reported in Nursing Home Compare (NHCompare) as a quality indicator, yet it is likely influenced by the availability of home- and community-based services (HCBS). Medicaid NH reimbursement rates and bed-hold policies have been shown to be related to quality of ca...
Context:
Discordance in prognostic understanding between caregivers of adults with advanced cancer and the oncologist may shape caregivers' views of the oncologist and bereavement outcomes.
Objectives:
We examined prospective associations of caregiver-oncologist discordance with caregiver-oncologist therapeutic alliance and caregiver anxiety fol...
Background:
To promote the utilization of pulmonary function tests (PFT) through analyzing the data of PFT during the past seven years in one large teaching hospital in China.
Methods:
Through a retrospective analysis, the allocation of full-time staff in PFT room, the demographic characteristics of patients, cost-effectiveness of PFT, positive...
Background
Ensuring that patients with hematologic malignancies have an accurate understanding of their likelihood of cure is important for informed decision making. In a multicenter, longitudinal study, the authors examined discordance in patients' perception of their chance of cure versus that of their hematologists, whether patient‐hematologist...
Background To promote the utilization of pulmonary function tests (PFT) through analyzing the data of PFT during the past seven years in one large teaching hospital in China.Methods Through a retrospective analysis, the allocation of full-time staff in PFT room, the demographic characteristics of patients, cost-effectiveness of PFT, positive rate a...
Objectives:
Older self-perceived age is associated with poor health and higher healthcare utilization in the geriatric population. We evaluated the associations of self-perceived age with geriatric assessment (GA) domain impairments in older adults with cancer.
Methods:
This was a secondary analysis of baseline data from a GA cluster-randomized...
Importance
Older patients with cancer and their caregivers worry about the effects of cancer treatment on aging-related domains (eg, function and cognition). Quality conversations with oncologists about aging-related concerns could improve patient-centered outcomes. A geriatric assessment (GA) can capture evidence-based aging-related conditions ass...
Background
To promote the utilization of pulmonary function tests (PFT) through analyzing the data of PFT during the past seven years in one large teaching hospital in China.
Methods
Through a retrospective analysis, the allocation of full-time staff in PFT room, the demographic characteristics of patients, cost-effectiveness of PFT, positive rate...
Background:
Long-stay nursing home (NH) residents are at high risk of having emergency department (ED) visits, but current knowledge regarding risk-adjusted ED rates is limited.
Objectives:
To construct and validate 3 quarterly risk-adjusted rates of long-stay residents' ED use: any ED visit, ED visits without hospitalization or observation stay...
15
Background: Discordance in prognostic understanding between caregivers of adults with cancer and the patient’s oncologist is common. However, the relationship between caregiver-oncologist discordance and caregiver bereavement outcomes is unknown. We evaluated the associations of caregiver-oncologist discordance in beliefs about the patient’s cur...
Background To promote the utilization of pulmonary function tests (PFT) through analyzing the data of PFT during the past seven years in one large teaching hospital in China.Methods Through a retrospective analysis, the allocation of full-time staff in PFT room, the demographic characteristics of patients, cost-effectiveness of PFT, positive rate a...
Background
Polypharmacy (PP) and potentially inappropriate medications (PIM) are highly prevalent in older adults with cancer. This study systematically reviews the associations of PP and/or PIM with outcomes and, through a meta-analysis, obtains estimates of postoperative outcomes associated with PP in this population.
Materials and Methods
We se...
Background To promote the utilization of pulmonary function tests (PFT) through analyzing the data of PFT during the past seven years in one large teaching hospital in China.
Methods Through a retrospective analysis, the allocation of full-time staff in PFT room, the demographic characteristics of patients, cost-effectiveness of PFT, positive rate...
11544
Background: Older patients with advanced cancer face considerable uncertainty related to their disease and treatment. The aim of our study was to evaluate the associations of uncertainty with psychological status and QoL. Methods: This is a secondary analysis of baseline data from a national geriatric assessment (GA) cluster randomized trial...
Background
Late-life depression has become an important public health problem. Available evidence suggests that late-life depression is associated with all-cause and cardiovascular mortality among older adults living in the community, although the associations have not been comprehensively reviewed and quantified.
Aim
To estimate the pooled associ...
OBJECTIVES
To evaluate the relationships between aging‐related domains captured by geriatric assessment (GA) for older patients with advanced cancer and caregivers’ emotional health and quality of life (QOL).
DESIGN
In this cross sectional study of baseline data from a nationwide investigation of older patients and their caregivers, patients compl...
Background
Trust is regarded as the cornerstone of the doctor-patient relationship in the world of medicine; it determines the decisions patients make when choosing doctors and influences patients’ compliance with recommended treatments. In China, patient-doctor trust acts as a thermometer measuring harmony in the doctor-patient relationship. The o...
87
Background: Financial toxicity (FT), or the stress and strain patients (pts) experience as a result of paying for cancer care, can have profound negative impacts on pts’ overall quality of life (QoL). This study examined associations of FT with anxiety, depression, and QoL in older pts with advanced cancer. Methods: This is a secondary analysis...
LBA10003
Background: GA includes validated measures that assess age-related health domains (e.g., function, cognition) known to increase adverse outcomes. In this PCORI and NCI funded CRCT, we evaluated if providing a GA summary and recommendations for GA-guided interventions improves communication about age-related concerns for older patients (pts...