scholarly journals Can subjective pain be inferred from objective physiological data? Evidence from patients with sickle cell disease

2021 ◽  
Vol 17 (3) ◽  
pp. e1008542
Author(s):  
Mark J. Panaggio ◽  
Daniel M. Abrams ◽  
Fan Yang ◽  
Tanvi Banerjee ◽  
Nirmish R. Shah

Patients with sickle cell disease (SCD) experience lifelong struggles with both chronic and acute pain, often requiring medical interventMaion. Pain can be managed with medications, but dosages must balance the goal of pain mitigation against the risks of tolerance, addiction and other adverse effects. Setting appropriate dosages requires knowledge of a patient’s subjective pain, but collecting pain reports from patients can be difficult for clinicians and disruptive for patients, and is only possible when patients are awake and communicative. Here we investigate methods for estimating SCD patients’ pain levels indirectly using vital signs that are routinely collected and documented in medical records. Using machine learning, we develop both sequential and non-sequential probabilistic models that can be used to infer pain levels or changes in pain from sequences of these physiological measures. We demonstrate that these models outperform null models and that objective physiological data can be used to inform estimates for subjective pain.

Blood ◽  
2021 ◽  
Vol 138 (Supplement 1) ◽  
pp. 2039-2039
Author(s):  
Stephanie O Ibemere ◽  
Laura Niederer ◽  
Charity I Oyedeji ◽  
Ebony Burns ◽  
John Myers ◽  
...  

Abstract Introduction Emerging literature suggests body mass index (BMI) may be increasing in individuals with sickle cell disease (SCD), a condition historically associated with underweight status. However, the current prevalence of overweight and obese adults with SCD remains unclear in a country where high BMI is prevalent in the general population. We present an epidemiological analysis of the prevalence of overweight and obese individuals in a large representative sample of adult SCD patients, identifying associations between BMI, sociodemographic and clinical characteristics. Methods Using the Sickle Cell Disease Consortium (SCDIC) registry, we compiled a detailed clinical and demographical from a non-random sample of adults, aged 20-45 years. The SCDIC collects data from eight academic centers providing comprehensive care throughout the U.S. Adult participants were excluded from the analysis if they were under 20 years of age, pregnant at the time of enrollment, or were without medical records or patient enrollment surveys. Sociodemographic information and patient-reported outcomes, including pain frequency and severity, SCD complications, and hydroxyurea use, were collected at the time of enrollment. Non-SCD medical conditions and anthropometric measurements were abstracted from medical records. We stratified BMI, measured in kilograms per meters squared (kg/m2) following CDC criteria: underweight (<18.5 kg/m2), normal weight (18.5-24.9 kg/m2), overweight (25.0-29.9 kg/m2), and obese (>30 kg/m2). An epidemiological analysis was performed of BMI in those with SCD. Bivariate analyses were conducted using Chi-square test, t-test, and ANOVA; non-parametric tests were used when appropriate. Data were analyzed using SAS 9.4 (SAS Institute; Cary, NC). Results In total, 1,664 adults met the inclusion criteria for this cross-sectional analysis of SCDIC registry data. The median BMI for the entire sample was 23.9 kg/m² (IQR: 21.1-28). The majority of participants were African American (99.1%), female (56.6%), and had an HbSS genotype (69.6%). The prevalence of an obese BMI (17.5%) was greater than underweight BMI (6.4%) among the entire cohort (Table 1). When compared to under/normal weight participants, those who were overweight/obese were older (median age 31.2 versus 29.3 years; p<0.0001) and had a higher prevalence of hypertension (45.1% versus 28.3%; p<0.0001). Most participants in the overweight/obese BMI categories had genotype HbSS (59.0%), however, genotype HbSS accounted for 77% of the under/normal weight category. Most participants with an overweight/obese BMI also had some college or vocational training (39.9%) and had Medicare, Medicaid, or military insurance (71.9%). Median BMI did not differ on reported use or non-use of hydroxyurea (23.9 [IQR: 21.1-27.6] vs 23.9 [IQR: 21.0-28.4] p=0.1), mean number of patient-reported SCD complications (2.6 versus 2.6; p=0.6), nor mean pain frequency (49.6 versus 50.6; p=0.06). However, overweight/obese participants reported significantly higher mean pain intensity than their under/normal weight counterparts (51.8 versus 50.8; p=0.03). Conclusion To date, this is the largest analysis of adult BMI among individuals with SCD in the U.S. Among the eight SCDIC sites spanning from the Northeast to Southwest U.S., the prevalence of underweight BMI was less than that of overweight or obese BMI status, challenging previous understandings of weight status and further aligning with the growing rates of overweight and obesity in the general U.S. population. Significant associations between high BMI and hypertension, age, and pain intensity highlight an opportunity for further research to understand the impact of increasing BMI on SCD outcomes and non-SCD comorbidities. Figure 1 Figure 1. Disclosures Ibemere: bluebird bio Insights Council: Consultancy, Honoraria; Ugali Youth: Consultancy, Membership on an entity's Board of Directors or advisory committees. King: Health Resources and Services Administration: Research Funding; National Cancer Institute: Research Funding; Global Blood Therapeutics: Research Funding; National Heart, Lung, and Blood Institute: Research Funding. Hankins: Global Blood Therapeutics: Consultancy; UpToDate: Consultancy; Bluebird Bio: Consultancy; Vindico Medical Education: Consultancy. Tanabe: CSL Behring: Consultancy. Shah: Emmaus: Consultancy; GLG: Consultancy; Alexion: Speakers Bureau; Guidepoint Global: Consultancy; Bluebird Bio: Consultancy; CSL Behring: Consultancy; Novartis: Research Funding, Speakers Bureau; GBT: Consultancy, Research Funding, Speakers Bureau.


Rev Rene ◽  
2015 ◽  
Vol 16 (3) ◽  
Author(s):  
Júlia Lamese Amaral ◽  
Nívea Aparecida Almeida ◽  
Paula Silveira Santos ◽  
Patrícia Peres de Oliveira ◽  
Fernanda Moura Lanza

Objective: to describe socio-demographic and economic characteristics, lifestyle, clinical manifestations, use of medicationsand monitoring of adults with sickle-cell disease. Methods: a descriptive study with quantitative approach, made with 20adults, registered in a Hematology and Hemotherapy Center, using, for data collection, interviews in the participant’s homeand medical records. In order to have the database, the EpiDatae analysis software through statistical program was used.Results: most of the population consisted of women, married, with complete high school, which used exclusively the UnifiedHealth System. The average age was 30.6 years, and 90.0% (95% CI 68.3-98.8) were black. All of them reported painful crisesand fatigue. They used folic acid daily 35.0% (95% CI 15.4-59.2). Conclusion: the implications of sickle-cell disease could bemitigated through primary, secondary and tertiary health care, according to the needs of those adults.


2015 ◽  
Vol 2015 ◽  
pp. 1-3 ◽  
Author(s):  
Narcisse Elenga ◽  
Loic Niel

This study in French Guiana assessed the frequency of alloimmunization to red cell antigens in sickle cell disease patients over 1995–2011 and identified the most common antibodies. A retrospective analysis of the transfusion history and medical records of 302 patients showed that 29/178 transfused patients had developed alloantibodies (16%). The most frequent alloantibodies were anti-LE1, anti-MNS1, anti-LE2, and anti-FY1 and were developed after transfusion of standard red cell units. The frequency of the clinically significant antibodies in this population of SCD patients was 11% (19/178). The antibodies found on those patients who had delayed hemolytic transfusion reaction were anti-K1, anti-FY1, and anti-MNS3. The strategies used to decrease alloimmunization in French Guiana are discussed.


Blood ◽  
2007 ◽  
Vol 110 (11) ◽  
pp. 3405-3405
Author(s):  
Jeanine E. Jennings ◽  
Thiruvamoor Ramkumar ◽  
Jingnan Mao ◽  
Jessica Boyd ◽  
Mario Castro ◽  
...  

Abstract Introduction: Sickle cell disease (SCD) is associated with an inflammatory state. Luekotrienes are inflammatory mediators derived from arachidonic acid and produced by white blood cells in response to inflammatory stimuli. We tested two hypotheses among children with SCD: Baseline leukotriene levels are elevated in SCD when compared to controls children without SCD, Baseline leukotriene levels are associated with an increased incidence rate of hospitalization for pain. Methods: During routine clinical visits, baseline urinary leukotriene E4 (LTE4) levels were measured in children with SCD (cases) and age, and ethnic, matched children without SCD (controls). Medical records of the cases were reviewed to assess the frequency of hospitalization for pain within three years of entering the study. Results: LTE4 levels were obtained in 71 cases and 22 controls. LTE4 levels were higher in the cases compared to controls (median LTE4: 100 vs.57 pg/mg creatinine); P < 0.001. After adjustment for age and diagnosis of asthma, a greater incidence rate of hospitalization for pain was observed among children with SCD in the highest tertile group when compared to the lowest tertile group (114 vs. 52 episodes per 100 patient-years, P=0.038). Conclusion: LTE4 levels are elevated in children with SCD when compared to controls without SCD and are associated with an increased rate of hospitalizations for pain.


Author(s):  
Solomon Johnson ◽  
Victor R. Gordeuk ◽  
Roberto Machado ◽  
J. Simon R. Gibbs ◽  
Mariana Hildesheim ◽  
...  

2021 ◽  
Vol 74 (3) ◽  
Author(s):  
Evanilda Souza de Santana Carvalho ◽  
Jayanne Moreira Carneiro ◽  
Aline Silva Gomes ◽  
Katia Santana Freitas ◽  
Coretta Melissa Jenerette

ABSTRACT Objectives: to analyze the characteristics of stigma in the interactions of people with pain and sickle cell disease and the coping strategies adopted. Methods: qualitative study, conducted in Bahia’s reference units between January and July 2018. In-depth interviews were applied to 25 adults, followed by content analysis and interpretation in light of the Sociological Theory of Stigma. Results: four categories emerged from the data: Stigma in interactions with family members; Stigma in interactions with people in the general public; Stigma in interactions with health workers; and Strategies for coping with stigma. Final Considerations: in the participants’ interactions, stigma produced discrediting pain reports, labeling and stereotyping, blaming patients for not improving their health, discrimination, racism, inadequate pain assessment, and delay in care. Coping included silencing, covering up, aggressive behavior, exposure to risk, reading religious texts and praises, and church attendance.


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