Risk Factors for Frailty in Critical Care Survivors: A secondary analysis

Modified frailty index effectively predicts adverse outcomes in sepsis patients in the intensive care unit

BACKGROUND

Frailty and sepsis have a significant impact on patient prognosis. However, research into the relationship between frailty and sepsis in the general adult population remains inadequate. This paper aims to investigate the association between frailty and adverse outcomes in this population.

METHOD

This retrospective analysis investigated sepsis patients who were initially admitted to the intensive care unit (ICU). The Modified Frailty Index (MFI) was derived by tracking patients' International Classification of Diseases (ICD) codes during their hospitalization. Patients were classified into two groups based on their MFI scores: a frail group (MFI ≥ 3) and a non-frail group (MFI = 0-2). The key outcomes were mortality rates at 90 and 180 days, with secondary outcomes including the incidence of delirium and pressure injury.

RESULT

Of the 21,338 patients who were recruited for this study (median age about 68 years, 41.8 % female), 5,507 were classified as frail and 15,831 were classified as non-frail. Frail patients were significantly more likely to have delirium (48.9 % vs. 36.1 %, p < 0.001) and pressure injury (60.5 % vs. 51.4 %, p < 0.001). After controlling for confounding variables, the multifactorial Cox proportional hazard regression analyses revealed a significantly elevated mortality rate at 90 days (adjusted HR: 1.58, 95 % CI: 1.24-2.02, p < 0.001) and 180 days (adjusted HR: 1.47, 95 % CI: 1.18, 1.83, p < 0.001) in the frail group compared to their non-frail counterparts.

CONCLUSIONS

Frailty independently predisposes adult sepsis patients in the ICU to adverse outcomes. Future investigations should concentrate on evaluating frailty and developing targeted interventions to improve patient prognosis.

IMPLICATION FOR CLINICAL PRACTICE

The MFI provides a simple clinical assessment tool that can be integrated into electronic medical records for immediate calculation. This simplifies the assessment process and plays a key role in predicting patient outcomes.

Sentiment Analysis of Patient- and Family-Related Sepsis Events: Exploratory Study

BACKGROUND

Despite the life-threatening nature of sepsis, little is known about the emotional experiences of patients and their families during sepsis events. We conducted a sentiment analysis pertaining to sepsis incidents involving patients and families, leveraging textual data retrieved from a publicly available blog post disseminated by the Centers for Disease Control and Prevention (CDC).

OBJECTIVE

This investigation involved a sentiment analysis of patient- and family-related sepsis events, leveraging text responses sourced from a publicly accessible blog post disseminated by the CDC. Driven by the imperative to elucidate the emotional dynamics encountered by patients and their families throughout sepsis incidents, the overarching aims centered on elucidating the emotional ramifications of sepsis on both patients and their families and discerning potential avenues for enhancing the quality of sepsis care.

METHODS

The research used a cross-sectional data mining methodology to investigate the sentiments and emotional aspects linked to sepsis, using a data set sourced from the CDC, which encompasses 170 responses from both patients and caregivers, spanning the period between September 2014 and September 2020. This investigation used the National Research Council Canada Emotion Lexicon for sentiment analysis, coupled with a combination of manual and automated techniques to extract salient features from textual responses. The study used negative binomial least absolute shrinkage and selection operator regressions to ascertain significant textual features that correlated with specific emotional states. Moreover, the visualization of Plutchik's Wheel of Emotions facilitated the discernment of prevailing emotions within the data set.

RESULTS

The results showed that patients and their families experienced a range of emotions during sepsis events, including fear, anxiety, sadness, and gratitude. Our analyses revealed an estimated incidence rate ratio (IRR) of 1.35 for fear-related words and a 1.51 IRR for sadness-related words when mentioning "hospital" in sepsis-related experiences. Similarly, mentions of "intensive care unit" were associated with an average occurrence of 12.3 fear-related words and 10.8 sadness-related words. Surviving patients' experiences had an estimated 1.15 IRR for joy-related words, contrasting with discussions around organ failure, which were associated with multiple negative emotions including disgust, anger, fear, and sadness. Furthermore, mentions of "death" were linked to more fear and anger words but fewer joy-related words. Conversely, longer timelines in sepsis events were associated with more joy-related words and fewer fear-related words, potentially indicating improved emotional adaptation over time.

CONCLUSIONS

The study's outcomes underscore the imperative for health care providers to integrate emotional support alongside medical interventions for patients and families affected by sepsis, emphasizing the emotional toll incurred and highlighting the necessity of acknowledgment and resolution, advocating for the use of sentiment analysis as a means to tailor personalized emotional aid, and thereby potentially augmenting both patient and family welfare and overall outcomes.

Serum Inflammatory Factors and Oxidative Stress Factors Are Associated With Increased Risk of Frailty and Cognitive Frailty in Patients With Cerebral Small Vessel Disease

Objective: To study the correlation between serum inflammatory factors, oxidative stress factors and frailty, and cognitive frailty in patients with cerebral small vessel disease (CSVD).

Methods: A total of 281 patients with CSVD were selected from Tianjin Huanhu Hospital and Inner Mongolia People's Hospital from March 2019 to March 2021. CSVD was diagnosed by MRI. The FRAIL scale was used to evaluate the frailty of patients. Patients with CSVD with frailty and MMSE score <27 were considered to have cognitive frailty. Patients with non-cognitive frailty were included in the control group. The Montreal Cognitive Assessment (MoCA) and Mini-Mental State Examination (MMSE) were used to evaluate the cognitive function of patients with CSVD. The serum interleukin 6 (IL-6), tumor necrosis factor-alpha (TNF-α), matrix metalloproteinase 3 (MMP-3), superoxide dismutase (SOD), and malondialdehyde (MDA) of patients with CSVD were detected. The correlation between blood inflammatory factors and oxidative stress factors with the frailty and cognitive frailty patients of CSVD were analyzed. Univariate and multivariate logistic regression were used to analyze the correlation between cognitive frailty and CSVD.

Results: Among the patients with CSVD selected in this study, female patients and older patients had a higher proportion of frailty (p < 0.001). In the Frail group, MoCA score and MMSE score were significantly lower than in the Pre-Frail and Robust groups, Hamilton Depression Scale (HAMD) and Hamilton Anxiety Scale (HAMA) scores were significantly higher than the Pre-Frail and Robust groups, and the differences were statistically significant (p < 0.05). Serum CRP, IL-6, TNF-α, MMP-3, and MDA levels in the Frail group were higher, but SOD levels were lower. The levels of serum CRP, IL-6, TNF-α, MMP-3, and MDA in patients with CSVD in the Cognitive Frailty group were significantly higher than those of the Control group, while the levels of SOD were significantly lower than those of the Control group, and the differences were significant (p < 0.001). The results of univariate and multivariate logistic regression analysis showed that CRP, TNF-α, MMP-3, and MDA levels were associated with cognitive frailty in patients with CSVD (p < 0.05).

Conclusion: The increase of serum CRP, TNF-α, MMP-3, and MDA levels are significantly related to the increased risk of frailty and cognitive frailty in patients with CSVD.