Functional recovery and patient-reported outcomes after surgery

A New Index for the Quantitative Evaluation of Surgical Invasiveness Based on Perioperative Patients' Behavior Patterns: Machine Learning Approach Using Triaxial Acceleration

BACKGROUND

The minimally invasive nature of thoracoscopic surgery is well recognized; however, the absence of a reliable evaluation method remains challenging. We hypothesized that the postoperative recovery speed is closely linked to surgical invasiveness, where recovery signifies the patient's behavior transition back to their preoperative state during the perioperative period.

OBJECTIVE

This study aims to determine whether machine learning using triaxial acceleration data can effectively capture perioperative behavior changes and establish a quantitative index for quantifying variations in surgical invasiveness.

METHODS

We trained 7 distinct machine learning models using a publicly available human acceleration data set as supervised data. The 3 top-performing models were selected to predict patient actions, as determined by the Matthews correlation coefficient scores. Two patients who underwent different levels of invasive thoracoscopic surgery were selected as participants. Acceleration data were collected via chest sensors for 8 hours during the preoperative and postoperative hospitalization days. These data were categorized into 4 actions (walking, standing, sitting, and lying down) using the selected models. The actions predicted by the model with intermediate results were adopted as the actions of the participants. The daily appearance probability was calculated for each action. The 2 differences between 2 appearance probabilities (sitting vs standing and lying down vs walking) were calculated using 2 coordinates on the x- and y-axes. A 2D vector composed of coordinate values was defined as the index of behavior pattern (iBP) for the day. All daily iBPs were graphed, and the enclosed area and distance between points were calculated and compared between participants to assess the relationship between changes in the indices and invasiveness.

RESULTS

Patients 1 and 2 underwent lung lobectomy and incisional tumor biopsy, respectively. The selected predictive model was a light-gradient boosting model (mean Matthews correlation coefficient 0.98, SD 0.0027; accuracy: 0.98). The acceleration data yielded 548,466 points for patient 1 and 466,407 points for patient 2. The iBPs of patient 1 were [(0.32, 0.19), (-0.098, 0.46), (-0.15, 0.13), (-0.049, 0.22)] and those of patient 2 were [(0.55, 0.30), (0.77, 0.21), (0.60, 0.25), (0.61, 0.31)]. The enclosed areas were 0.077 and 0.0036 for patients 1 and 2, respectively. Notably, the distances for patient 1 were greater than those for patient 2 ({0.44, 0.46, 0.37, 0.26} vs {0.23, 0.0065, 0.059}; P=.03 [Mann-Whitney U test]).

CONCLUSIONS

The selected machine learning model effectively predicted the actions of the surgical patients with high accuracy. The temporal distribution of action times revealed changes in behavior patterns during the perioperative phase. The proposed index may facilitate the recognition and visualization of perioperative changes in patients and differences in surgical invasiveness.

Preoperative carbohydrate loading before elective abdominal surgery: A systematic review and network meta-analysis of phase II/III randomized controlled trials

BACKGROUND & AIMS

The preoperative use of carbohydrate loading (CHO) is recommended in patients undergoing abdominal surgery, even if the advantages remain debatable. The aim was to evaluate the CHO benefits in patients undergoing abdominal surgery.

METHODS

A systematic search of randomized clinical trials was made. A frequentist random-effects network meta-analysis was carried out, reporting the surface under the cumulative ranking (SUCRA). The primary endpoint regarded the morbidity rate. The secondary endpoints were aspiration/regurgitation rates, the length of stay (LOS), the rate of postoperative nausea and vomiting (PONV), the changes (Δ) in insulin sensitivity or resistance, and the postoperative C- reactive protein (CRP) values.

RESULTS

CHO loading and water administration had a similar probability of being the approach with a lower morbidity rate (SUCRA = 62.4% and 64.7%). CHO and clear water also had a similar chance of avoiding the PONV (SUCRA of 80.8% and 77%). The aspiration regurgitation rate was not relevant in non-fasting patients (0.06%). CHO administration was associated with the shorter hospitalization (SUCRA 86.9%), with the best metabolic profile (SUCRA values for insulin resistance and sensitivity were 81.1% and 76%). CHO enriched was the best approach for postoperative CRP values. Preoperative fasting was the worst approach for morbidity, PONV, insulin resistance and sensitivity, and CRP (SUCRA values of 32.1%, 21.7%, 10.2%, 3.2%, and 2.0%).

CONCLUSION

Both preoperative CHO loading and clear water use were superior to the fasting about morbidity. CHO drinks use could provide specific advantages, reduce the PONV rate, and improve carbohydrate homeostasis, inflammatory pathway, and hospitalization.

Quality of Life in Octogenarians After Lung Resection Compared to Younger Patients

INTRODUCTION

To evaluate postoperative outcome and quality of life (QOL), comparing patients <80 years old to patients ≥ 80.

PATIENTS AND METHODS

EORTC questionnaires, QLQ-C30 and QLQ-LC13 was used to assess QOL, in patients after surgery. Results were evaluated according to 3 age groups: <70, 70 to 79, and ≥80.

RESULTS

106 patients were enrolled with 33 (<70), 25 (70-79), and 48 (≥80) patients per group. The median age was 74 years. 79% of patients had minimally invasive procedures, including 91% of those ≥80. Fifteen patients underwent wedge resections. Complication rates (18%, 32%, and 29%, P = .4) and median length of stay (4, 6, and 5 days, P = .2) were similar in all age groups, with no hospital mortality. One hundred one patients completed the questionnaires. Global QOL was highest among octogenarians. Overall functional and role QOL was higher among octogenarians than 70- to 79-year-olds, with emotional QOL higher than those <70 (P < .05). Social QOL in octogenarians was marginally lower than younger patients. Lung-specific symptom scores were at least 1.5 times lower than those <80 (P = .052). Patients aged 70 to 79 had the worst symptomatic and emotional effect on QOL. Surgical access and preoperative performance status did not affect final QOL across all age groups (P = .9 and P = .065). Among anatomical lung resections, QOL was higher in octogenarians than those 70 to 79 in all domains, and similar or higher than those <70 in most domains.

CONCLUSION

Quality of life among octogenarians after surgery remains similar to younger patients even after anatomical lung resection. Surgery in octogenarians is safe, with minimal impact on postoperative QOL.

Considerations in Surgical Management of Gastrointestinal Cancer in Older Patients

PURPOSE OF REVIEW

The goal of this manuscript is to present new and thought-provoking information related to the surgical care of older patients. We focused on four main areas including communication, surgical pathways, the care of emergency surgery patients, and functional recovery and quality of life. We sought to answer how these areas have evolved, affecting the care of older patients.

RECENT FINDINGS

Older patients with cancer present particular challenges in relation to communication, goals, surgical treatment, and post-surgical outcomes. Communication should be clear early and during the treatment course. A multidisciplinary, multimodality, multi-phase pathway can be utilized to improve the postoperative outcomes of older patients with cancer. Functional recovery and quality of life can and should be measured in this population. Communication is complicated in cancer patients, which is made more complex with advancing age. Communication is the cornerstone of the treatment of older patients. Future research should focus on interventions to improve communication and measure quality of life and functional recovery metrics.

Perioperatively Acquired Weakness

BACKGROUND

Skeletal muscle failure in critical illness (intensive care unit-acquired weakness) is a well-known complication developing early during intensive care unit stay. However, muscle weakness during the perioperative setting has not yet been investigated.

METHODS

We performed a subgroup investigation of a prospective observational trial to investigate perioperative muscle weakness. Eighty-nine patients aged 65 years or older were assessed for handgrip strength preoperatively, on the first postoperative day, at intensive care unit discharge, at hospital discharge, and at 3-month follow-up. Functional status was evaluated perioperatively via Barthel index, instrumental activities of daily living, Timed Up and Go test, and functional independence measure. After exclusion of patients with intensive care unit-acquired weakness or intensive care unit stay of ≥72 hours, 59 patients were included into our analyses. Of these, 14 patients had additional pulmonary function tests preoperatively and on postoperative day 1. Blood glucose was measured intraoperatively every 20 minutes.

RESULTS

Handgrip strength significantly decreased after surgery on postoperative day 1 by 16.4% (P < .001). Postoperative pulmonary function significantly decreased by 13.1% for vital capacity (P = .022) and 12.6% for forced expiratory volume in 1 second (P = .001) on postoperative day 1. Handgrip strength remained significantly reduced at hospital discharge (P = .016) and at the 3-month follow-up (P = .012). Perioperative glucose levels showed no statistically significant impact on muscle weakness. Instrumental activities of daily living (P < .001) and functional independence measure (P < .001) were decreased at hospital discharge, while instrumental activities of daily living remained decreased at the 3-month follow-up (P = .026) compared to preoperative assessments.

CONCLUSIONS

Perioperatively acquired weakness occurred, indicated by a postoperatively decreased handgrip strength, decreased respiratory muscle function, and impaired functional status, which partly remained up to 3 months.

How best to palliate and treat emergency conditions in geriatric patients with colorectal cancer

Almost one third of colorectal cancer (CRC) cases are diagnosed in an emergency setting, mostly among geriatric patients. Clinical scenarios are often complex and decision making delicate. Besides the obvious need to consider the patient's and/or family and care givers' desires, the surgeon should be able to make the best educated guess on future outcomes in three areas: oncological prognosis, morbidity and mortality risk, and long-term functional loss. Using simple and brief tools for frailty screening reasonable treatment goals with curative or palliative intent can be planned. The most frequent clinical scenarios of CRC in emergency are bowel obstruction and perforation. We propose treatment algorithms based on assessment of the patient's overall reserve and discuss the indications, techniques and impact of a stoma in the geriatric patient. Bridge to surgery strategies may be best adapted to help the frail geriatric patient overcome the acute disease and maybe return to previous state of function. Post-operative morbidity and mortality rates are high in emergency surgery for CRC, but if the geriatric patient survives the post-operative period, oncological prognosis seems to be similar to younger patients. Because the occurrence of complications is the strongest predictor of functional decline and death, post-operative care plays a major role to optimize outcomes. Future studies should further investigate emergency surgery of CRC in the older adults focusing in particular on functional outcomes in order to help physicians counsel patients and families for a tailored treatment.

Predictors for Early Physical Recovery for General and Orthopedic Patients after Major Surgery: Structural Equational Model Analyses

BACKGROUND

Attention to factors that may affect patients' ability to experience enhanced recovery after surgery is essential in planning for postoperative care.

AIMS

To create models of predefined pre,- peri-, and postoperative variables in order to analyze their impact on patients' physical recovery on postoperative days 1 and 2 after major orthopedic and general surgery.

DESIGN

An exploratory design with repeated measures was used, including 479 patients who had undergone orthopedic (289) or general surgery (190) at three hospitals.

METHODS

Pain, nausea, and level of physical ability were measured preoperatively and on postoperative days 1 and 2 by using the Numerical Rating Scale and items from the Postoperative Recovery Profile. Structural equation modeling was used to explore the impact of the predefined variables on patients' physical recovery.

RESULTS

The orthopedic group contained significantly more women and significantly more patients with pain and opioid use. Although the models showed good fit, "traditional" preoperative (pain, nausea, physical abilities, chronic pain, opioid use) and perioperative variables (anesthesia, length of surgery) constituted few (orthopedic) or no (general surgery) predictive properties for physical recovery. Postoperative average pain intensity, average nausea intensity, and physical ability explained physical recovery on day 1, and physical recovery on day 1 predicted physical recovery on day 2.

CONCLUSIONS

"Traditional" predictors had little effect on patients' postoperative physical recovery, while associations with common postoperative symptoms were shown. Further research is needed to explore additional variables affecting early physical recovery and to understand how soon patients are physically ready to return home.

Longitudinal study on the impact of urinary continence and sexual function on health-related quality of life among Japanese men after robot-assisted radical prostatectomy

BACKGROUND

The aim of this study is to investigate the impact of robotic-assisted radical prostatectomy (RARP) on the health-related quality of life (HRQOL).

METHODS

We prospectively reviewed HRQOL parameters using Short-Form Health Survey, patient self-reporting of urinary incontinence and International Index of Erectile Function, among patients who underwent RARP between 2010 and 2016.

RESULTS

Among 249 men studied, all had significantly worse HRQOL domain scores at 1 month post operatively but 24 months after surgery, all domains reached or surpassed their baseline values. Only Bodily Pain, General Health, Role-Emotional, Mental Health domains, and Mental Health Composite were significantly improved. Improvement in urinary continence was mirrored by improvements in both Mental and Physical Component Scores.

CONCLUSIONS

Within a 2-year post-operative period, men who underwent RARP had regained their overall quality of life. The recovery of urinary continence significantly impacted the mental, physical, emotional, and social well-being of those patients.