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In recent years, there is increasing enthusiasm in the healthcare research community for artificial intelligence to provide big data analytics and augment decision making. One of the prime reasons for this is the enormous impact of deep learning for utilization of complex healthcare big data. Although deep learning is a powerful analytic tool for the complex data contained in electronic health records (EHRs), there are also limitations which can make the choice of deep learning inferior in some healthcare applications. In this paper, we give a brief overview of the limitations of deep learning illustrated through case studies done over the years aiming to promote the consideration of alternative analytic strategies for healthcare.

Background: BMI ≤18.5 kg/m 2 and preoperative weight loss may lead to inaccurate assessment of nutritional status, given the increasing prevalence of obesity. The aim of this study was to assess whether clinical evaluation of malnutrition based on these parameters is sufficient to predict complications after colorectal cancer surgery. Materials and Methods: The American College of Surgeons-National Quality Improvement Program database was queried from 2005 to 2018. Patients undergoing elective colorectal cancer surgery were divided into 4 groups: (1) albumin <3.1 g/dL within 21 days of surgery, (2) European Society for Clinical Nutrition and Metabolism (ESPEN) 2 clinical parameters for malnutrition (≥10% loss of weight/6 months plus [BMI <20 kg/m 2 if age <70 years OR BMI <22 kg/m 2 if age ≥70 years]), (3) both aforementioned criteria, and (4) none of aforementioned criteria. Results: Of 82,280 patients, 5,932 (7.2%) had hypoalbuminemia <3.1 g/dL, 764 (0.9%) fulfilled clinical ESPEN 2 parameters, and 338 (0.4%) met both criteria. After adjusting for baseline confounders, patients in the hypoalbuminemia group had a higher risk of overall complications (odds ratio [OR] 1.92, p < 0.05 vs. OR 1.18 in the ESPEN 2 group, p < 0.05), major complications (OR 1.98, p < 0.05 vs. OR 1.20, p < 0.05), surgical complications (OR 1.77, 95% p < 0.05 vs. OR 1.1, p > 0.05), medical complications (OR 1.73, p < 0.05 vs. OR 1.16, p > 0.05), surgical site infection (OR 1.32, p < 0.05 vs. OR 0.86, p > 0.05), and prolonged hospitalization (OR 1.79, p < 0.05 vs. OR 1.22, p < 0.05). Patients who met both criteria were at highest risk. Conclusions: Preoperative measurement of serum albumin appears to be essential to identify patients at risk for complications after colorectal cancer surgery. Clinical evaluation through BMI and weight loss alone may underestimate surgery-associated risks in the USA.

Symptomatic Uncomplicated Diverticular Disease (SUDD) is a syndrome within the diverticular disease spectrum, characterized by local abdominal pain with bowel movement changes but without systemic inflammation. This narrative review reports current knowledge, delivers practical guidance, and reveals challenges for the clinical management of SUDD. A broad and common consensus on the definition of SUDD is still needed. However, it is mainly considered a chronic condition that impairs quality of life (QoL) and is characterized by persistent left lower quadrant abdominal pain with bowel movement changes (eg, diarrhea) and low-grade inflammation (eg, elevated calprotectin) but without systemic inflammation. Age, genetic predisposition, obesity, physical inactivity, low-fiber diet, and smoking are considered risk factors. The pathogenesis of SUDD is not entirely clarified. It seems to result from an interaction between fecal microbiota alterations, neuro-immune enteric interactions, and muscular system dysfunction associated with a low-grade and local inflammatory state. At diagnosis, it is essential to assess baseline clinical and Quality of Life (QoL) scores to evaluate treatment efficacy and, ideally, to enroll patients in cohort studies, clinical trials, or registries. SUDD treatments aim to improve symptoms and QoL, prevent recurrence, and avoid disease progression and complications. An overall healthy lifestyle - physical activity and a high-fiber diet, with a focus on whole grains, fruits, and vegetables - is encouraged. Probiotics could effectively reduce symptoms in patients with SUDD, but their utility is missing adequate evidence. Using Rifaximin plus fiber and Mesalazine offers potential in controlling symptoms in patients with SUDD and might prevent acute diverticulitis. Surgery could be considered in patients with medical treatment failure and persistently impaired QoL. Still, studies with well-defined diagnostic criteria for SUDD that evaluate the safety, QoL, effectiveness, and cost-effectiveness of these interventions using standard scores and comparable outcomes are needed.

Background and Objectives: Perineal wound complications and pelvic fluid collections or abscesses following proctectomy for Crohn’s disease are a common cause of morbidity and might be mitigated by filling the pelvis and occluding the pelvic inlet with a flap. Alternative flap options can be considered when inadequate omentum is available and when avoiding myofasciocutaneous flaps. Materials and Methods: A retrospective review of our Crohn’s proctectomy database was conducted to identify patients who underwent a non-omental or non-myofasciocutaneous local pedicle flap to their pelvis or pelvic exclusion using biological material during surgery. The techniques and outcomes of these alternative techniques are described in detail. Results: 228 patients underwent proctectomy for Crohn’s disease during the 10-year study period. However, only six patients had their pelvis filled or pelvic inlet occluded using a non-omental, non-myofasciocutaneous local pedicled flap or biological material. The techniques identified included two sigmoid mesocolic flaps, one peritoneal, preperitoneal fat and falciform ligament flap, one perivesical fat flap, one Gerota’s fat pad flap, and one bovine pericardial patch assisted pelvic exclusion. These flaps’ clinicopathological and operative characteristics, surgical outcomes, and technical aspects are described. Conclusions: When greater omentum is unavailable or inadequate and myofasciocutaneous flaps need to be avoided, local pedicled flaps using a range of intra-abdominal tissues or biological material can be used to fill the pelvis or occlude the pelvic inlet after proctectomy for Crohn’s disease. These techniques may help to prevent short and long-term complications associated with having a pelvic dead space.

Background Recent population-based studies have highlighted a disproportionate increase in the incidence of rectal cancer among adults younger than aged 50 years. To determine whether different intervention and surveillance strategies might be needed for younger patients, the patterns of care and oncologic outcomes among adults younger than aged 50 years with rectal cancer were investigated. Methods A cohort of 333 young (<50 years) patients with sporadic rectal cancer was compared to a contemporaneous cohort of 675 older (>65 years) patients for differences in disease pattern, treatments received, and long-term disease-free survival (DFS). Results Patient and tumor characteristics did not differ between groups except for an increased presence of signet-ring and mucinous histology in young patients. Younger patients presented with more advanced-stage disease (stages III and IV: 59.4% vs. 46.4%; p  = 0.016). More young patients received sphincter-preservation procedures (63.4 vs. 55.4%; p  = 0.016), radiation (61.6 vs. 42.1%; p  < 0.001), and chemotherapy (67.3 vs. 47.6%; p  < 0.001). Fewer young patients were free from recurrent disease at the last follow-up (72.1 vs. 82.5%; p  < 0.001). The stage-specific 5-year DFS did not differ between the young and older cohorts. Only stage and the need for chemotherapy independently predicted poor DFS. Conclusions Young patients present at a later stage and a greater proportion develop distant disease recurrence over time. However, their stage-specific oncologic outcomes appear similar to those in older-onset patients. To have the greatest impact on long-term oncologic outcomes in patients with young-onset rectal cancer, future interventions should target strategies to diagnosis rectal cancer earlier, and once diagnosed, closer surveillance for recurrence may be warranted.

BackgroundThe introduction of laparoscopy in 1989 revolutionized surgical practices, reducing post-operative complications, and enhancing outcomes. Despite its benefits, limitations in laparoscopic tools have led to continued use of open surgery. Robotic-assisted surgery emerged to address these limitations, but its adoption trends and potential impact on open and laparoscopic surgery require analysis.MethodsA retrospective analysis used the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) databases from 2012 to 2021. The study encompassed various abdominal procedures, employing Vector Autoregressive (VAR) models to analyze the dynamic relationships between surgical techniques. The models predicted future trends in open, laparoscopic, and robotic surgery until Q2 of 2025.ResultsThe analysis included 360,171 patients across diverse procedures. In urology, robotic surgery dominated prostatectomies (83.1% in 2021) and nephrectomies (55.1% in 2021), while the open approach remained the predominant surgical technique for cystectomies (72.5% in 2021). In general surgery, robotic colectomies were forecasted to surpass laparoscopy, becoming the primary approach by 2024 (45.7% in 2025). Proctectomies also showed a shift towards robotic surgery, predicted to surpass laparoscopy and open surgery by 2025 (32.3%). Pancreatectomies witnessed a steady growth in robotic surgery, surpassing laparoscopy in 2021, with forecasts indicating further increase. While hepatectomies remained predominantly open (70.0% in 2025), esophagectomies saw a rise in robotic surgery, predicted to become the primary approach by 2025 (52.3%).ConclusionsThe study suggests a transformative shift towards robotic-assisted surgery, poised to dominate various minimally invasive procedures. The forecasts indicate that robotic surgery may surpass laparoscopy and open surgery in colectomies, proctectomies, pancreatectomies, and esophagectomies by 2025. This anticipated change emphasizes the need for proactive adjustments in surgical training programs to align with evolving surgical practices. The findings have substantial implications for future healthcare practices, necessitating a balance between traditional laparoscopy and the burgeoning role of robotic-assisted surgery.

Background Anal squamous cell carcinoma (ASCC) is rare, accounting for only 1% of gastrointestinal malignancies. We sought to better understand management strategies for ASCC in the setting of Crohn’s disease (CD). Methods A retrospective chart review from 2001 to 2016 was conducted using ICD-9/10 codes for CD (555.9/K50) and ASCC (154.3/C44.520). Adult patients with a diagnosis of CD at the time of ASCC diagnosis were included. Results Seven patients (five female) were included with a median age of 50 years. The majority presented with perianal pain (three) and bleeding (four). Mean duration of CD was 20 years. Five patients had active perianal fistulizing disease at the time of ASCC diagnosis. Clinical stage at diagnosis of ASCC was stage 0 ( n  = 1), stage I ( n  = 1), stage II ( n  = 1), stage III ( n  = 2), stage IV ( n  = 1), and unknown ( n  = 1). All patients were treated with radiation and chemotherapy. Three patients experienced complications during radiation therapy: fistulizing disease, stenotic disease, and flap necrosis. Two patients had persistent disease at 6 months; one patient underwent abdominoperineal resection (APR) and the other chemotherapy and radiation. Two patients developed locally residual and metastatic disease and died within 1 year of diagnosis. Five-year disease-free survival was 56%. Conclusions While the standard Nigro protocol remains standard of care in patients with ASCC, in the setting of CD, patients may be best approached as a case-by-case basis and may even require an operation first due to complications from radiation and aggressive nature of disease. Due to poor treatment outcomes, surveillance guidelines for this patient population are necessary.

Spigelian hernia is a rare partial abdominal wall defect. The frequent lack of physical findings along with vague associated abdominal complaints makes the diagnosis elusive. A retrospective review of Mayo Clinic patients was performed to find all patients who had undergone surgical repair of a Spigelian hernia from 1976 to 1997. Patients were scrutinized for presentation, work‐up, therapy, and outcome. The goal of this study was to obtain long‐term outcome. The study was set in a tertiary referral center. There were 76 patients in whom 81 Spigelian hernias were repaired. Symptoms most commonly included an intermittent mass (n = 29), pain (n = 20), pain with a mass (n = 22), and bowel obstruction (n = 5). Five patients were asymptomatic. Preoperative imaging was performed in 21 patients and correctly diagnosed the hernia in 15. Spigelian hernias were repaired by primary suture closure (n = 75), mesh (n = 5), and laparoscopic (n = 1) techniques. Eight patients (10%) required emergent operations. Thirteen hernias (17%) were found to be incarcerated at the time of the operation. Overall mean follow‐up for the 76 patients was 8 years, with three hernia recurrences identified. Spigelian hernia is rare and requires a high index of suspicion given the lack of consistent symptoms and signs. An astute physician may couple a proper history and physical examination with preoperative imaging to secure the diagnosis. Mesh and laparoscopic repairs are viable alternatives to the durable results of standard primary closure. Given the high rate of incarceration/strangulation, the diagnosis of Spigelian hernia is an indication for surgical repair.

Introduction The incidence of colorectal cancer posttransplantation is unclear. Limited reports exist and have conflicting conclusions. We aimed to review the clinical features and oncologic outcomes of colorectal cancer in transplant recipients at our institution. Methods A retrospective review of all patients diagnosed with colorectal cancer after solid organ transplantation between 2000 and 2011 was conducted. Clinical features and outcomes were reviewed. Results Twenty of 3,946 patients were identified. The most common single organ transplanted was the kidney ( n  = 8). Six patients had multiorgan transplantation. Median age of diagnosis of cancer was 64.3 years, and median time from transplant to diagnosis of cancer was 8.7 years. Ten patients were symptomatic at presentation. Cancer was identified on routine colonoscopy in seven patients. Tumors were most commonly found in the right colon ( n  = 14, 70 %). Six patients had stage IV disease at presentation. Short-term morbidity was identified in 11 patients. Postoperative mortality occurred in one patient. Median follow-up was 2.47 years. Overall survival at 5 years was 69 %, and disease-free survival was 68 %. Distant recurrence was seen in 3 (15 %) patients. Conclusion Colorectal cancer in these patients is rare, and surgery can be done safely. Vigilant screening must be maintained in this patient population.