Public Health Commons^™

Quantifying The Financial & Clinical Impact Of Annual Vs. Biennial Mammography Screening, Danmeng Huang

Dissertations and Theses (Open Access)

Current guidelines for screening mammography recommend different start ages and intervals for women with average cancer risk. Longer intervals between mammograms allow more time for a tumor to grow, to become symptomatic and clinically detectable, and more likely to be at advanced stage. Existing literature on the associations between mammography screening frequency and risk of more advanced breast cancer have mixed results. Studies have showed that advanced breast cancer costs more to treat, but real-world cost estimates following different mammography screening frequencies are unavailable. To fill the gaps, this dissertation aimed to quantify the clinical and financial impact following annual …

Characterizing Risk & Burden Of Lower Cranial Neuropathy (Lcnp) As Late Effect Among Oropharyngeal Cancer Survivors, Puja Aggarwal

Dissertations and Theses (Open Access)

Background: Lower cranial neuropathy (LCNP) is a rare but potentially disabling late effect of radiotherapy (RT) and other head and neck cancer therapies. Survivors who develop late LCNP may experience profound functional impairment with deficits in swallowing, speech, and voice. The aims of this research were: 1) to quantify the cumulative incidence of late LCNP and identify clinical predictors of late LCNP; 2) to investigate the impact of late LCNP on severity of cancer treatment-related symptoms, general functional impairment (GFI), and single item scores of the most severe symptoms; and 3) to quantify the association of late LCNP with swallowing-related …

Moving Beyond The Single Gene: Integrative Gene Set Analysis For Rna-Seq, Andrew Richard Aschenbrenner

Dissertations and Theses (Open Access)

RNA-seq is the next-generation sequencing technology for gene expression and while many tools have been developed to assess differential expression, most focus on gene-level statistics. Gene-level statistics implicitly ignore any dependence among genes. In order to directly incorporate correlation into testing for differential expression, genes are sorted into networks using Ingenuity Pathway Analysis (IPA) and the gene expression of each network is modeled using Generalized Estimating Equations (GEE). Since the gene network data often exhibits correlation structures containing positive and negative values, a new intermediate correlation structure is developed. This structure provides a compromise between an exchangeable (one parameter for …

Physical Activity Among Preschool-Aged Children: Considerations For Waking Activity Patterns And Health, Erin Dooley

Dissertations and Theses (Open Access)

With nearly one-quarter (23%) of U.S. preschool children (ages 3-5 years) having overweight or obesity, supporting healthy growth and development is paramount. Hispanic children have the highest prevalence within this age group (15.6%) and a large projected population growth. Energy expenditure through physical activity is one way to combat excess development of obesity and poor health outcomes. Yet there is limited evidence about the correlates associated with physical activity and health within this population. The three studies of this dissertation examined sociodemographic-, cultural-, and context-related factors related to waking activity patterns and the subsequent impact on health indicators. The overall …

Quantifying The Financial & Clinical Impact Of Annual Vs. Biennial Mammography Screening, Danmeng Huang

Dissertations and Theses (Open Access)

Current guidelines for screening mammography recommend different start ages and intervals for women with average cancer risk. Longer intervals between mammograms allow more time for a tumor to grow, to become symptomatic and clinically detectable, and more likely to be at advanced stage. Existing literature on the associations between mammography screening frequency and risk of more advanced breast cancer have mixed results. Studies have showed that advanced breast cancer costs more to treat, but real-world cost estimates following different mammography screening frequencies are unavailable. To fill the gaps, this dissertation aimed to quantify the clinical and financial impact following annual …

Epidemiological Evaluation Of The National Sickle Cell Screening Program In The Republic Of Uganda, Arielle G. Hernandez

Dissertations and Theses (Open Access)

Sickle cell anemia contributes substantially to childhood morbidity and mortality in sub-Saharan Africa, where there are scarce health resources and inadequate awareness among healthcare providers and the community. Without early diagnosis and initiation of preventive treatments, most infants will die of acute complications before their fifth birthday. Information on the mortality associated with sickle cell anemia is excluded from global statistical summaries due to the lack of accurate data, making sickle cell anemia an invisible killer of children on the African continent. Information from long-term large-scale sickle cell screening efforts is not yet available in Africa; therefore, a mixed-methods study …

The Associations Between Fat And Clinical Outcomes Among Lung Cancer Patients: Dietary Intake And Genetic Determinants, Fang Yu Lin

Dissertations and Theses (Open Access)

Higher dietary fat intake and alterations in fatty acid metabolism may affect cancer development and progression. This dissertation conducted a series of studies examining whether dietary fat intake and genetic variants in fatty acid metabolism genes have an impact on clinical outcomes among non-Hispanic whites newly diagnosed with non-small cell lung cancer (NSCLC). First, a cohort of 2,262 NSCLC patients was prospectively examined for intakes of total, saturated, monounsaturated, and polyunsaturated fat in relation to overall survival and recurrence. Dietary fat intake at diagnosis was assessed with a previously validated food frequency questionnaire and categorized by Dietary Reference Intakes. Multivariable …

External Environmental Dimensions And Financial Performance Of Major Teaching Hospitals In The U.S, Karima Lalani

Dissertations and Theses (Open Access)

Background: Teaching hospitals have a unique mission to not only deliver graduate medical education, but to also provide both inpatient and ambulatory care, and to conduct clinical and medical research; therefore, they are under constant financial pressure, and it is important to find out what types of external environmental components affect their financial performance. No recent studies have been comprehensively conducted for all major teaching hospitals in the U.S. to examine if there is an association between the external environmental dimensions based upon Resource Dependence Theory (Munificence, Uncertainty, Complexity) and the short-term financial performance, measured by days cash on hand …

Access To Antibiotics Without Prescription For Travelers And Colombian Citizens At Community Pharmacies In Bogota, Colombia, Marie Kasbaum

Dissertations and Theses (Open Access)

The misuse of antibiotics has been shown to exacerbate the global antibiotic resistance crisis, which could have major consequences on public health worldwide (Auta et al., 2018). In Bogotá, Colombia, the non-prescription sale of antibiotics still occurs in pharmacies despite national regulations requiring a prescription from a physician or health agency before dispensing antibiotics to a patient (Vacca et al., 2011). The purpose of this study was to investigate the non-prescription sale of antibiotics in community pharmacies to foreign travelers and Colombian citizens in Bogotá, Colombia. Trained Simulated Clients (SCs) gathered experimental data in pharmacies distributed throughout 20 geographic districts …

Examining Differences In Physical Activity By Socio-Demographics, Employment, And Social Support Among U.S. Adolescents, Ashleigh Marie Johnson

Dissertations and Theses (Open Access)

The overall decline in physical activity levels during adolescence supports the examination of intrapersonal-, interpersonal-, and behavior-level factors that may influence physical activity behavior among this population. The three papers within this dissertation aimed to examine associations of socio-demographics and socio-environmental factors with physical activity among U.S. adolescents. Papers 1 and 3 used data from the Family Life, Activity, Sun, Health, and Eating (FLASHE) Study. Paper 1 examined differences in adolescent physical activity by gender and race/ethnicity, and examined modification by grade and socioeconomic status (SES). Paper 3 examined the association of parent- and adolescent-reported parental social support with adolescent …

Nonlinear Functional Models On Causal Inference, Rong Jiao

Dissertations and Theses (Open Access)

Statistical analysis has experienced significant progress on association study, but it remains elusive to understand the etiology and mechanism of complex phenotypes. As a major analytical platform, association analysis may hamper the theoretic development of biomedical science and its application. Thus, many researchers suggest making the transition from association to causation. The mainstream of research in genetics and epigenetics data analysis focuses on statistical association or exploring statistical dependence between variables. Despite significant progress in dissecting the genetic architecture of complex diseases by genome-wide association studies (GWAS), the signals identified by association analysis can only explain a small proportion of …

Understanding The Relatlonships Between Survivorship Care Plans And Survivor Level Outcomes Among Breast And Colorectal Cancer Survivors, Jessica Danielle Austin

Dissertations and Theses (Open Access)

PURPOSE: Cancer survivors have complex journeys following the completion of active treatment. The Institute of Medicine and other high-profile organizations have recommended and mandated the use of a survivorship care plan (SCP) despite mixed evidence supporting the impact of SCPs on key survivor-level outcomes. The purpose of this dissertation was to understand the complex relationship linking the delivery of SCPs and to relevant survivorlevel outcomes. STUDY GROUP: This dissertation focuses on breast and colorectal cancer survivors because they comprise nearly 30% of the entire cancer survivor population in the US and are the two most prevalent cancers in men and …

Exposures At Day Labor Corners: Using Existing Georeferenced Data To Describe Features Of Urban Environments, Maria Eugenia Fernández-Esquer, Amy E Hughes, Sandi L Pruitt

Faculty, Staff and Student Publications

PURPOSE: Latino day laborers are male immigrants from mainly Mexico and Central America who congregate at corners, that is, informal hiring sites, to solicit short-term employment. Studies describing the occupational environment of Latino day laborers traditionally measure jobsite exposures, not corner exposures. We sought to elucidate exposures at corners by describing their demographic, socioeconomic, occupational, business, built, and physical environmental characteristics and by comparing corner characteristics with other locations in a large urban county in Texas.

METHODS: We used multiple publicly available data sets from the U.S. Census, local tax authority, Google's Nearby Places Application Programming Interface, and Environmental Protection …

Integrating Primary Care Into Community Mental Health Centres In Texas, Usa: Results Of A Case Study Investigation, Rebecca Wells, Ellen D Breckenridge, Sasha Ajaz, Aman Narayan, Daniel Brossart, James H Zahniser, Jolene Rasmussen

Faculty, Staff and Student Publications

INTRODUCTION: Despite evidence that people with serious mental illness benefit from receiving primary care within mental health care settings, there is little research on this type of integration. The objective of this study was to characterize how providers and patients experienced implementation of primary care into specialty mental health services.

METHODS: During site visits, study team members interviewed staff and conducted focus groups with patients at 10 United States community mental health centres then beginning to integrate primary into their practices. One year later, follow up phone interviews with key centre staff informants validated and updated findings. Data analysis included …

Preliminary Development Of A Questionnaire Measuring Patient Views Of Participation In Clinical Trials, Judith Arnetz, Sukhesh Sudan, Courtney Goetz, Bengt Arnetz, Laura Gowland, Suzanne Manji, Samiran Ghosh

Faculty, Staff and Student Publications

OBJECTIVE: This study aimed to develop a questionnaire for measuring patient perceptions of participating in clinical trials. Development was based on earlier research on patient views of involvement in medical care and a literature review. Patients were recruited from an ongoing clinical trial focused on cardiovascular illness and from an outpatient psychiatry department. Factor analysis was conducted on a pilot version of the questionnaire in 2016 and on a revised version in 2017.

RESULTS: A total of 53 patients were recruited for the pilot study and 55 were recruited for the main study, substantially below the goal of 100 participants. …

Tinnitus And Self-Perceived Hearing Handicap In Firefighters: A Cross-Sectional Study, Samson Jamesdaniel, Kareem G Elhage, Rita Rosati, Samiran Ghosh, Bengt Arnetz, James Blessman

Faculty, Staff and Student Publications

Firefighters are susceptible to auditory dysfunction due to long-term exposure to noise from sirens, air horns, equipment, and tools used in forcible entry, ventilation, and extrication. In addition, they are exposed to ototoxic chemicals, particularly, during overhaul operations. Studies indicate that 40% of firefighters have hearing loss in the noise-sensitive frequencies of 4 and 6 kHz. Noise-induced hearing loss (NIHL) is often accompanied by tinnitus, which is characterized by ringing noise in the ears. The presence of phantom sounds can adversely affect the performance of firefighters. However, there has been limited research conducted on the prevalence of tinnitus in firefighters. …

Energy Balance Related Lifestyle Factors And Risk Of Endometrial And Colorectal Cancer Among Individuals With Lynch Syndrome: A Systematic Review, Adriana M Coletta, Susan K Peterson, Leticia A Gatus, Kate J Krause, Susan M Schembre, Susan C Gilchrist, Mala Pande, Eduardo Vilar, Y Nancy You, Miguel A Rodriguez-Bigas, Larkin L Strong, Patrick M Lynch, Karen H Lu, Karen Basen-Engquist

Faculty, Staff and Student Publications

Lifestyle factors related to energy balance, such as excess body weight, poor diet, and physical inactivity, are associated with risk of sporadic endometrial cancer (EC) and colorectal cancer (CRC). There are limited data on energy balance-related lifestyle factors and EC or CRC risk among individuals with lynch syndrome, who are at extraordinarily higher risk of developing EC or CRC. We conducted a systematic review of evidence related to weight status, weight change, dietary habits, and physical activity on EC and CRC risk among individuals with lynch syndrome. Findings are reported narratively. We searched Medline, EMBASE, CENTRAL, PubMed, and clinicaltrials.gov up …

Temperature, Placental Abruption And Stillbirth, Amal Rammah, Kristina W Whitworth, Inkyu Han, Wenyaw Chan, Judy Wendt Hess, Elaine Symanski

Faculty, Staff and Student Publications

BACKGROUND: Pregnant women may be vulnerable to changes in ambient temperature and warming climates. Recent evidence suggests that temperature increases are associated with placental abruption, a risk factor for stillbirth.

OBJECTIVES: We investigated the effect of acute exposures to apparent temperature on stillbirths in Harris County, Texas, 2008-2013.

METHODS: We conducted a case-crossover study to investigate the association between temperature and stillbirth among 708 women. We used data from the National Climatic Data Center to estimate maternal exposure to daily average apparent temperature over the days (lag days 1 through 6) preceding the stillbirth event. We employed symmetric bidirectional sampling …

Adolescent Dating Violence Prevention Program For Early Adolescents: The Me & You Randomized Controlled Trial, 2014-2015, Melissa F Peskin, Christine M Markham, Ross Shegog, Elizabeth R Baumler, Robert C Addy, Jeff R Temple, Belinda Hernandez, Paula M Cuccaro, Melanie A Thiel, Efrat K Gabay, Susan R Tortolero Emery

Faculty, Staff and Student Publications

Objectives. To test the efficacy of Me & You, a multilevel technology-enhanced adolescent dating violence (DV) intervention, in reducing DV perpetration and victimization among ethnic-minority early adolescent youths. We assessed secondary impact for specific DV types and psychosocial outcomes.

Methods. We conducted a group-randomized controlled trial of 10 middle schools from a large urban school district in Southeast Texas in 2014 to 2015. We used multilevel regression modeling; the final analytic sample comprised 709 sixth-grade students followed for 1 year.

Results. Among the total sample, odds of DV perpetration were lower among intervention students than among control students (adjusted odds …

Improving The Youth Hiv Prevention And Care Cascades: Innovative Designs In The Adolescent Trials Network For Hiv/Aids Interventions, Sylvie Naar, Michael G Hudgens, Ron Brookmeyer, April Idalski Carcone, Jason Chapman, Shrabanti Chowdhury, Andrea Ciaranello, W Scott Comulada, Samiran Ghosh, Keith J Horvath, Ladrea Ingram, Sara Legrand, Cathy J Reback, Kit Simpson, Bonita Stanton, Tyrel Starks, Dallas Swendeman

Faculty, Staff and Student Publications

Dramatic decreases in HIV transmission are achievable with currently available biomedical and behavioral interventions, including antiretroviral therapy and pre-exposure prophylaxis. However, such decreases have not yet been realized among adolescents and young adults. The Adolescent Medicine Trials Network (ATN) for HIV/AIDS interventions is dedicated to research addressing the needs of youth at high risk for HIV acquisition as well as youth living with HIV. This article provides an overview of an array of efficient and effective designs across the translational spectrum that are utilized within the ATN. These designs maximize methodological rigor and real-world applicability of findings while minimizing resource …

Unraveling The Functional Role Of The Orphan Solute Carrier, Slc22a24 In The Transport Of Steroid Conjugates Through Metabolomic And Genome-Wide Association Studies, Sook Wah Yee, Adrian Stecula, Huan-Chieh Chien, Ling Zou, Elena V Feofanova, Marjolein Van Borselen, Kit Wun Kathy Cheung, Noha A Yousri, Karsten Suhre, Jason M Kinchen, Eric Boerwinkle, Roshanak Irannejad, Bing Yu, Kathleen M Giacomini

Faculty, Staff and Student Publications

Variation in steroid hormone levels has wide implications for health and disease. The genes encoding the proteins involved in steroid disposition represent key determinants of interindividual variation in steroid levels and ultimately, their effects. Beginning with metabolomic data from genome-wide association studies (GWAS), we observed that genetic variants in the orphan transporter, SLC22A24 were significantly associated with levels of androsterone glucuronide and etiocholanolone glucuronide (sentinel SNPs p-value

Pm25 Metal Constituent Exposure And Stillbirth Risk In Harris County, Texas, Amal Rammah, Kristina W Whitworth, Inkyu Han, Wenyaw Chan, Elaine Symanski

Faculty, Staff and Student Publications

There is limited evidence on the role of exposure to chemical constituents of fine particulate matter (PM

Vitamin D Status And Risk Of Incident Tuberculosis Disease: A Nested Case-Control Study, Systematic Review, And Individual-Participant Data Meta-Analysis, Omowunmi Aibana, Chuan-Chin Huang, Said Aboud, Alberto Arnedo-Pena, Mercedes C Becerra, Juan Bautista Bellido-Blasco, Ramesh Bhosale, Roger Calderon, Silvia Chiang, Carmen Contreras, Ganmaa Davaasambuu, Wafaie W Fawzi, Molly F Franke, Jerome T Galea, Daniel Garcia-Ferrer, Maria Gil-Fortuño, Barbará Gomila-Sard, Amita Gupta, Nikhil Gupte, Rabia Hussain, Jesus Iborra-Millet, Najeeha T Iqbal, Jose Vicente Juan-Cerdán, Aarti Kinikar, Leonid Lecca, Vidya Mave, Noemi Meseguer-Ferrer, Grace Montepiedra, Ferdinand M Mugusi, Olumuyiwa A Owolabi, Julie Parsonnet, Freddy Roach-Poblete, Maria Angeles Romeu-García, Stephen A Spector, Christopher R Sudfeld, Mark W Tenforde, Toyin O Togun, Rosa Yataco, Zibiao Zhang, Megan B Murray

Faculty, Staff and Student Publications

BACKGROUND: Few studies have evaluated the association between preexisting vitamin D deficiency and incident tuberculosis (TB). We assessed the impact of baseline vitamins D levels on TB disease risk.

METHODS AND FINDINGS: We assessed the association between baseline vitamin D and incident TB in a prospective cohort of 6,751 HIV-negative household contacts of TB patients enrolled between September 1, 2009, and August 29, 2012, in Lima, Peru. We screened for TB disease at 2, 6, and 12 months after enrollment. We defined cases as household contacts who developed TB disease at least 15 days after enrollment of the index patient. …

Blood Leukocyte Dna Methylation Predicts Risk Of Future Myocardial Infarction And Coronary Heart Disease, Golareh Agha, Michael M Mendelson, Cavin K Ward-Caviness, Roby Joehanes, Tianxiao Huan, Rahul Gondalia, Elias Salfati, Jennifer A Brody, Giovanni Fiorito, Jan Bressler, Brian H Chen, Symen Ligthart, Simonetta Guarrera, Elena Colicino, Allan C Just, Simone Wahl, Christian Gieger, Amy R Vandiver, Toshiko Tanaka, Dena G Hernandez, Luke C Pilling, Andrew B Singleton, Carlotta Sacerdote, Vittorio Krogh, Salvatore Panico, Rosario Tumino, Yun Li, Guosheng Zhang, James D Stewart, James S Floyd, Kerri L Wiggins, Jerome I Rotter, Michael Multhaup, Kelly Bakulski, Steven Horvath, Philip S Tsao, Devin M Absher, Pantel Vokonas, Joel Hirschhorn, M Daniele Fallin, Chunyu Liu, Stefania Bandinelli, Eric Boerwinkle, Abbas Dehghan, Joel D Schwartz, Bruce M Psaty, Andrew P Feinberg, Lifang Hou, Luigi Ferrucci, Nona Sotoodehnia, Giuseppe Matullo, Annette Peters, Myriam Fornage, Themistocles L Assimes, Eric A Whitsel, Daniel Levy, Andrea A Baccarelli

Faculty, Staff and Student Publications

BACKGROUND: DNA methylation is implicated in coronary heart disease (CHD), but current evidence is based on small, cross-sectional studies. We examined blood DNA methylation in relation to incident CHD across multiple prospective cohorts.

METHODS: Nine population-based cohorts from the United States and Europe profiled epigenome-wide blood leukocyte DNA methylation using the Illumina Infinium 450k microarray, and prospectively ascertained CHD events including coronary insufficiency/unstable angina, recognized myocardial infarction, coronary revascularization, and coronary death. Cohorts conducted race-specific analyses adjusted for age, sex, smoking, education, body mass index, blood cell type proportions, and technical variables. We conducted fixed-effect meta-analyses across cohorts.

RESULTS: Among …

Ashtanga For Addiction: A Qualitative Web-Based Open-Ended Survey To Assess Outcomes From Ashtanga Yoga Practice In Individuals In Long-Term Recovery From Substance Abuse Disorder, Shaun M. Jones

Dissertations and Theses (Open Access)

Over 72,000 people die from overdose or secondary health issues related to substance use disorder (SUD) annually. Studies support mind-body interventions in reducing stress, anxiety, depression, and craving symptoms. There is a growing body of literature supporting yoga as a mind-body intervention for individuals recovering from SUD. These interventions promote improved physical awareness, greater awareness of mental states, non-reactivity, and reduced perception of pain, allows for more successful coping with cravings. Ashtanga yoga (AY) is a tradition of yoga wherein students work on a one-on-one basis with highly qualified teachers following an invariant sequence of yoga postures. AY is characterized …

Mhealth Childhood Obesity Prevention: A Look Into The Hispanic Mother’S Perspective, Veronica Isabel Gonzalez

Dissertations and Theses (Open Access)

Along with increasing physical activity, improving nutrition is an important behavior to target to reduce the risk of obesity in children and adolescents. To date, a nutrition-focused mHealth intervention used to promote obesity prevention and healthy living among Hispanic children and adolescents has not been specifically developed for Hispanic mothers. The purpose of this study was to provide information on feasibility and acceptability of a mHealth child nutrition intervention among Hispanic mothers. The data was collected from an online survey and telephone interviews from 30 mothers of 8-12-year-old Hispanic girls. Most mothers were 40 years old or younger (70%), identified …

Climate Change And Chagas Disease In The Americas: A Qualitative Systematic Review, Brittany N. Graves

Dissertations and Theses (Open Access)

While many studies have found associations between climate change and factors affecting Chagas disease transmission, the future impact of climate change on the global spread of Chagas disease remains debatable. A qualitative, systematic review was conducted to assess the impact of climate change on Chagas disease transmission in the Americas (Central America, South America, and North America). The literature search was performed in January 2019 using the keywords climate, Chagas, and “trypanosoma cruzi” and the electronic databases PubMed, Scopus, and Ovid. Searches retrieved records from 1982 through 2019. The initial electronic database search identified a total of 191 record documents …

Perceived Discrimination From Providers On Latina Mothers’ Decision-Making On Hpv Vaccination Initiation And Completion In Houston, Tx, Fatima Frausto

Dissertations and Theses (Open Access)

Background: Human papillomavirus (HPV) is one of the most common sexually transmitted infections (STI) in the United States (US). Certain HPV strains have the potential to develop into cervical, anal, penile, vulvar, and throat cancers. Latinos in the U.S. have the highest rates of cervical and penile cancers compared to non-Hispanic Whites. Despite the availability of HPV9v, uptake of the vaccine is suboptimal in the Latino community. Previous research has found factors such as provider recommendation and communication are important in HPV vaccine series initiation and completion. Discrimination in the medical setting is linked to poorer health outcomes and delayed …

“He’S Not Too Young”: Empowering Parents In Child Language Development Through Upwords, A Parenting Education Program, Lynda Chima Aririguzo

Dissertations and Theses (Open Access)

Community-based early literacy intervention programs show promise in improving the home language environment, particularly for children at increased risk of language delays and poor school readiness. However, the literature on parents’ perspective of these programs is limited. This study investigated the perspectives and language scores of participants in upWORDS, a community-based literacy intervention program in Houston, TX. Through mixed-methods, this study aimed to describe the program’s impact on parents’ views on child development, changes in child behaviors, and continued application of information from the program. It also aimed to identify patterns in parent-reported measurements of children’s language skills over time. …

Uses Of Continuous-Time Markov Chain To Describe Longitudinal Patient-Reported Outcomes For Survival Prediction And Dimension Reduction, Ting-Yu Chen

Dissertations and Theses (Open Access)

A patient-reported outcome (PRO) is a type of outcome reported directly from patients, and it has been widely used in medical research and clinical trials to measure a patient’s symptoms, health-related quality of life, physical functioning, and health status. Previous studies have linked PROs to survival outcomes, but most of them only used the PRO information at baseline or at a specific clinical time point [1, 2]. Even though some of these studies collected longitudinal PROs, only few of them evaluated the association between the longitudinal PROs and a survival outcome. One of the major challenges in longitudinal PRO studies …