Artificial intelligence-based, semi-automated segmentation for the extraction of ultrasound-derived radiomics features in breast cancer: a prospective multicenter study.

PURPOSE: To investigate the feasibility of an artificial intelligence (AI)-based semi-automated segmentation for the extraction of ultrasound (US)-derived radiomics features in the characterization of focal breast lesions (FBLs). MATERIAL AND METHODS: Two expert radiologists classified according to US BI-RADS criteria 352 FBLs detected in 352 patients (237 at Center A and 115 at Center B). An AI-based semi-automated segmentation was used to build a machine learning (ML) model on the basis of B-mode US of 237 images (center A) and then validated on an external cohort of B-mode US images of 115 patients (Center B). RESULTS: A total of 202 of 352 (57.4%) FBLs were benign, and 150 of 352 (42.6%) were malignant. The AI-based semi-automated segmentation achieved a success rate of 95.7% for one reviewer and 96% for the other, without significant difference (p = 0.839). A total of 15 (4.3%) and 14 (4%) of 352 semi-automated segmentations were not accepted due to posterior acoustic shadowing at B-Mode US and 13 and 10 of them corresponded to malignant lesions, respectively. In the validation cohort, the characterization made by the expert radiologist yielded values of sensitivity, specificity, PPV and NPV of 0.933, 0.9, 0.857, 0.955, respectively. The ML model obtained values of sensitivity, specificity, PPV and NPV of 0.544, 0.6, 0.416, 0.628, respectively. The combined assessment of radiologists and ML model yielded values of sensitivity, specificity, PPV and NPV of 0.756, 0.928, 0.872, 0.855, respectively. CONCLUSION: AI-based semi-automated segmentation is feasible, allowing an instantaneous and reproducible extraction of US-derived radiomics features of FBLs. The combination of radiomics and US BI-RADS classification led to a potential decrease of unnecessary biopsy but at the expense of a not negligible increase of potentially missed cancers.

Transformer-Based Approach to Melanoma Detection.

Melanoma is a malignant cancer type which develops when DNA damage occurs (mainly due to environmental factors such as ultraviolet rays). Often, melanoma results in intense and aggressive cell growth that, if not caught in time, can bring one toward death. Thus, early identification at the initial stage is fundamental to stopping the spread of cancer. In this paper, a ViT-based architecture able to classify melanoma versus non-cancerous lesions is presented. The proposed predictive model is trained and tested on public skin cancer data from the ISIC challenge, and the obtained results are highly promising. Different classifier configurations are considered and analyzed in order to find the most discriminating one. The best one reached an accuracy of 0.948, sensitivity of 0.928, specificity of 0.967, and AUROC of 0.948.

Single-institution experience of intensity-modulated radiotherapy for malignant pleural mesothelioma at University of Catania.

AIM: The multimodal approach to malignant pleural mesothelioma is gradually becoming the standard of care for this disease in patients with good performance status. Materials & methods: We report our experience concerning eight cases treated with the use of static step-and-shoot intensity-modulated radiotherapy to the whole pleural cavity, in patients already undergoing surgical and/or antiblastic therapy. Results & conclusion: Results at a median follow-up of 16 months showed a median survival from the initial treatment of 29 months, with lung toxicity of grade II reported only in two patients.

Combined taxane-based chemotherapy and intensity-modulated radiotherapy with simultaneous integrated boost for gastroesophageal junction adenocarcinoma.

We describe our experience, gained over the past 3 years, in the treatment of gastroesophageal junction adenocarcinoma, whose incidence has been increasing in recent years. In our series, we present the results to a follow-up of about 2 years for a total of 18 patients, treated with a particularly intensive combination treatment. It consists of neoadjuvant induction chemotherapy with the protocol docetaxel-cisplatin-5-fluorouracil for four cycles, before a concomitant chemoradiotherapy treatment. During combined phase, patients received an intensity-modulated radiotherapy and a weekly cisplatin. We will present the data to a long follow-up time and we will discuss the literature, the integration with thoracoabdominal surgery and other specific issues of this pathology.

Influence of splanchnic artery stenosis on the in-hospital clinical course of elderly patients.

BACKGROUND: Chronic mesenteric ischaemia (CMI) has a long asymptomatic period, but little is known about the clinical implications of this phase of the disease, particularly in the elderly, who are most exposed to the condition. AIMS: The aim of the present observational study was to survey the in-hospital clinical course of elderly patients during the non-specific phase of the disease due to occlusion of at least one splanchnic artery. METHODS: For a median of 29 months, we followed up 85 patients aged 65 and over who, for various clinical reasons, had undergone computed tomographic and magnetic resonance angiography during 2010 at Padua Teaching Hospital, assessing economic impact and reasons for admission. RESULTS: Thirty-four of these patients had at least one occluded artery, and 68 % of them had at least one hospital admission. Elderly CMI patients were characterised by a higher number of admissions (median 2 vs 1 p = 0.05) and a higher cost (6044 vs 1733 Euros p = 0.04), but did not present typical gastrointestinal symptoms. The higher number of hospital admissions was not due to specific clinical risks (admitting wards: general medicine: 32 vs 29 %, p = 0.77; general surgery 8 vs 14 %, p = 0.73; vascular surgery: 26.5 vs 20 %, p = 0.46). CONCLUSIONS: In the asymptomatic phase of CMI, hospitalised elderly patients with at least one occluded splanchnic artery can be subject to a more challenging in-hospital clinical course.

Intensity-modulated radiotherapy for relapsed malignant pleural mesothelioma.

The use of novel radiotherapy techniques is widely increasing, allowing clinicians to treat diseases that were previously difficult to treat with radiation therapy. Malignant pleural mesothelioma is a clear example of this clinical challenge. We describe our first experience with intensity-modulated radiotherapy technique which was used to treat a 73-year-old patient with multiple relapsing malignant pleural mesothelioma. Intensity-modulated radiation therapy has allowed to respect the QUANTEC (quantitative analyses of normal tissue effects in the clinic) dose constraints, patient has experienced a 14 months progression-free time, without relevant subacute or late lung toxicity.

Role, timing and technique of radiotherapy in pediatric pleuropulmonary synovial sarcoma.

The management of pediatric thoracic synovial sarcoma remains a matter of debate in clinical oncology, especially as regard to the local control of the disease. Surgery remains the gold standard, while the role and timing of radiotherapy is still controversial. We report a 14-year-old male, who has not received proper treatment at the time of diagnosis and initial management. Intensity-modulated irradiation was performed only at relapse, as a salvage treatment and, at 10-month follow-up, the young patient was free from relapse, without significant acute and subacute toxicity. We discuss the role and timing of radiotherapy in thoracic synovial sarcoma, a disease in which the need to increase local control should be placed in the foreground.

Follicular dendritic cell sarcoma of mediastinum: a key role of radiotherapy in a multidisciplinary approach.

Follicular dendritic cell sarcoma is a rare and aggressive tumor and its management is a major clinical challenge. Surgery is considered the mainstay of treatment and no adjuvant approach has demonstrated the ability to reduce the rate of relapses. We report on a case of a man with a 26-year clinical history of mediastinal follicular dendritic cell sarcoma, with several relapses after multiple surgical interventions. The impact of chemotherapy was very small, unlike the radiation therapy that was performed twice, with an interval time of 8 years, through an intensity-modulated technique and an altered fractionation schedule.

Severe delayed postpolypectomy bleeding in elder patient with post-polycythemia myelofibrosis.

BACKGROUND: The interest of the case lies in an unexpected delayed bleeding following an endoscopic procedure in a patient with post-polycythemia myelofibrosis. The case gives the opportunity to discuss the medical management and monitoring of patients with myeloproliferative disorders undergoing minimally invasive surgery interventions. CASE PRESENTATION: A 75 years old woman affected by post-polycythemia myelofibrosis underwent endoscopy polypectomy followed by a delayed major local bleeding. At the time of the endoscopy followed by bleeding, the platelet count was 837 × 109/L, haemoglobin 113 g/L, PCV 35,2% and WBC 20.22 × 106/L. No antithrombotic prophylaxis with low molecular weight heparin was used. Antiplatelet drug was withdraw seven days before endoscopy and restarted one week after the procedure. Polyp size was 11 x 19 mm and it was located on right side of the colon. CONCLUSION: There are some patients in whom current guidelines do not apply and our case stress the importance of myeloproliferative neoplasms as a risk factor for complications of endoscopic polypectomy. The delayed haemorrhage we observed suggest to strictly control the patient for a period longer than only one week also in case of antithrombotic treatment with antiplatelet drugs.

Ethical and medico-legal implications of capacity of patients in geriatric surgery.

OBJECTIVES: The aim of this study was to assess the decision-making capacity of elderly patients hospitalized in a geriatric surgery division, and the clinician's ability to assess that capacity. SUBJECTS AND METHODS: The study was conducted on patients (aged >66 years) undergoing surgical procedures. Exclusion criteria were a diagnosis of psychogeriatric disorders interfering with decision-making capacity; hearing or visual impairment; and inability to communicate. Patients previously declared legally incompetent were also excluded. The methodological approach consisted of additional interviews to collect data on patients' awareness of the reasons for their hospitalization, their informed consent, and their ability to sign a consent form. The interview was integrated with a clinical-behavioral assessment by means of the Mini-Mental State Examination and the Clock Drawing Test. Data were collected anonymously. RESULTS: The inclusion criteria were met by 123 patients, with a mean age ± SD of 77.65 ± 7.91 years (range 67-98). Their mean (±SD) Mini-Mental State Examination and the Clock Drawing Test scores were 24.53 ± 4.29 and 5.36 ± 2.41, respectively. Mild-to-severe cognitive impairment was identified in 39 patients (31.7%). The consent form was signed by 111 patients (90.25%), including 33 patients (29.72%) with mild-severe cognitive impairment; 18 patients (16.21%) were unaware of the reason for their admission to hospital. DISCUSSION: Many factors may interfere with elderly patients' ability to give their valid consent to treatment, and this study reveals that clinicians may overestimate their patients' decision-making capacity. Physicians should be aware of this problem, and intellectual capacity assessments and/or enhanced consent procedures should be considered when treating elderly patients.

Impact of Wavelet Kernels on Predictive Capability of Radiomic Features: A Case Study on COVID-19 Chest X-ray Images.

Radiomic analysis allows for the detection of imaging biomarkers supporting decision-making processes in clinical environments, from diagnosis to prognosis. Frequently, the original set of radiomic features is augmented by considering high-level features, such as wavelet transforms. However, several wavelets families (so called kernels) are able to generate different multi-resolution representations of the original image, and which of them produces more salient images is not yet clear. In this study, an in-depth analysis is performed by comparing different wavelet kernels and by evaluating their impact on predictive capabilities of radiomic models. A dataset composed of 1589 chest X-ray images was used for COVID-19 prognosis prediction as a case study. Random forest, support vector machine, and XGBoost were trained (on a subset of 1103 images) after a rigorous feature selection strategy to build-up the predictive models. Next, to evaluate the models generalization capability on unseen data, a test phase was performed (on a subset of 486 images). The experimental findings showed that Bior1.5, Coif1, Haar, and Sym2 kernels guarantee better and similar performance for all three machine learning models considered. Support vector machine and random forest showed comparable performance, and they were better than XGBoost. Additionally, random forest proved to be the most stable model, ensuring an appropriate balance between sensitivity and specificity.

Epicardial and thoracic subcutaneous fat texture analysis in patients undergoing cardiac CT.

Introduction: The aim of our study was to evaluate the feasibility of texture analysis of epicardial fat (EF) and thoracic subcutaneous fat (TSF) in patients undergoing cardiac CT (CCT). Materials and methods: We compared a consecutive population of 30 patients with BMI ≤25 kg/m2 (Group A, 60.6 ± 13.7 years) with a control population of 30 patients with BMI >25 kg/m2 (Group B, 63.3 ± 11 years). A dedicated computer application for quantification of EF and a texture analysis application for the study of EF and TSF were employed. Results: The volume of EF was higher in group B (mean 116.1 cm3 vs. 86.3 cm3, p = 0.014), despite no differences were found neither in terms of mean density (-69.5 ± 5 HU vs. -68 ± 5 HU, p = 0.28), nor in terms of quartiles distribution (Q1, p = 0.83; Q2, p = 0.22, Q3, p = 0.83, Q4, p = 0.34). The discriminating parameters of the histogram class were mean (p = 0.02), 0,1st (p = 0.001), 10th (p = 0.002), and 50th percentiles (p = 0.02). DifVarnc was the discriminating parameter of the co-occurrence matrix class (p = 0.007).The TSF thickness was 15 ± 6 mm in group A and 19.5 ± 5 mm in group B (p = 0.003). The TSF had a mean density of -97 ± 19 HU in group A and -95.8 ± 19 HU in group B (p = 0.75). The discriminating parameters of texture analysis were 10th (p = 0.03), 50th (p = 0.01), 90th percentiles (p = 0.04), S(0,1)SumAverg (p = 0.02), S(1,-1)SumOfSqs (p = 0.02), S(3,0)Contrast (p = 0.03), S(3,0)SumAverg (p = 0.02), S(4,0)SumAverg (p = 0.04), Horzl_RLNonUni (p = 0.02), and Vertl_LngREmph (p = 0.0005). Conclusions: Texture analysis provides distinctive radiomic parameters of EF and TSF. EF and TSF had different radiomic features as the BMI varies.

Analysis of suicide in the elderly in Italy. Risk factors and prevention of suicidal behavior.

The authors describe the nationwide scale of suicides among the elderly in Italy for the period 1993-2010. The data are derived from the Italian Institute for Statistics (ISTAT) and the World Health Organization (WHO). The elderly turned out to represent the highest risk category for suicide, with risk increasing with age (suicide rates, per 100,000, in men aged 75 or over and aged 65-74 were respectively 28.3 and 15.7 in 2007). The rates for men were three times higher than those for women. The north-east and north-west regions of Italy had the highest rates of suicide in the elderly. Education was inversely related to the risk of suicide. Hanging was the most frequent method of suicide in men, and precipitation in women. The reasons for suicide, as inferred from available data, were predominantly mental-physical illnesses. The risk factors emerging from our analysis are discussed from the preventive point of view, in relation to the Italian situation and a review of the literature.

Current practice in colonoscopy in the elderly.

Colonoscopy in the elderly is a reliable practice of great diagnostic and management value. However, patient's age has long been considered to affect the success of the procedure, achieved when the cecum is intubated, there is a good view of the colon if preparation has been properly carried out, and the examination does not cause excessive discomfort or complications. Substantial improvements have been made to the latter two aspects, due to more widespread use of deep sedation with propofol and cardiocirculatory monitoring during the procedure. The aim of our work was to assess whether, in the everyday practice of an open-access, digestive endoscopy teaching center, staffed by various providers delivering screening for polyposis, age is still a limitation to the success of the procedure and whether appropriate measures have been taken to improve colonoscopy in geriatric patients. We analysed 1480 consecutive colonoscopies, of which 319 were performed in patients aged over 73 years. The examination was significantly less successful in this group of patients (88.1 vs 94.4, p=0.0001), but there were no major technical or use-related complications connected with administration of propofol for sedation purposes, despite lower doses to the elderly (2.2 ± 1.1 mg/kg total dose, mean 151 ± 72.4 mg vs 2.9 ± 1.3 mg/kg total dose, mean 199 ± 77.9 mg in younger patients, p<0.001). More experienced technical staff were not allocated to these colonoscopies (for endoscopic or anesthesiological purposes) and, according to the results of multivariate stepwise logistic regression analysis, inadequate preparation was the main factor affecting the success of the procedure in elderly patients (OR 5.9, 95% CI 2.25-15.72; p=0.0003). Only body weight over 60 kg facilitated it (weight ≥ 60 kg, OR 0.46, 95% CI 0.26-0.83). In colonoscopy in the elderly, safety appears to be the primary concern and, good outcomes can be achieved, but sometimes at the expense of diagnostic accuracy. This could probably be improved through better pre- and post-procedure care, not currently differentiated between young and elderly patients.

N0 Stage colon cancer: prognostic role of age in relation to tumor site.

This work investigates the prognostic role of advanced age as a risk factor for recurrence in a population of patients undergoing surgery for N0 stage colon cancer, and also evaluates whether that role is affected by tumor location. A population of 129 consecutive patients who underwent radical surgery for N0 stage colon cancer was selected. Patients were subdivided into three age groups: <65, 65-80 and >80. The only correlation found in the examined population between age and clinical-pathological features was between advanced age (>80) and tumor location in the right side of the colon. Overall survival (OS) and disease- free survival (DFS) were significantly lower in patients over 80 than in the other two classes. Two multivariate analyses were carried out: when tumor location was not considered, age >80 represented a negative prognostic factor for risk of recurrence, regardless of the other factors examined. This role was also confirmed when tumor location was considered. As hypothesized by several authors, the role of advanced age which emerges from this study is mainly due to the increased fragility of elderly patients caused by multiple pathophysiological factors, but it does not necessarily represent an absolute contraindication to surgery. The role played by tumor location remains controversial, as more and more studies show that right colon cancer (RCC) is a biological entity distinct from left colon cancer (LCC). Further studies are required to examine right and left colon cancers as two separate diseases.

Choices in surgical treatment of diverticulitis.

Complications after surgical treatment of diverticulitis are not very frequent, in view of the total number of patients affected by this pathology, but they do become significant in absolute terms because of the high prevalence of the disease itself. Surgeons continue to debate which option is better: Hartmann resection or combined resection and anastomosis. Since age is a crucial factor when surgery is being considered, we evaluated the outcome of surgical treatment for diverticulitis in patients treated in our unit over a six-month period, in view of the number of elderly patients generally admitted. Between January 2001 and June 2012, 77 patients underwent surgery for diverticular disease in the Geriatric Surgery Unit of the Department of Surgical and Gastroenterological Sciences, University of Padova Hospital. Gastrointestinal resection and anastomosis were performed in 75 patients (97%), resulting in an overall complication rate of 37% and a mortality rate of 1%. This surgical strategy was chosen because, when it is performed by experienced surgeons, it offers the same results in terms of mortality and morbidity as Hartmann resection, while presenting significant advantages as regards the patient's quality of life. Various factors such as the timing of surgery, severity of the disease defined according to the Hinchey classification, patient's clinical condition, and surgeon's experience and expertise can all influence the surgical choice. Several studies in the literature confirm that combined resection and anastomosis is safe and efficacious, but more research is needed to confirm these data.

Clinical correlation of mesenteric vascular disease in older patients.

Mesenteric vascular obstruction is difficult to characterize, since it may produce differing acute or chronic clinical pictures and various organic symptoms, such as ischemic colitis and abdominal angina. The diagnosis of chronic mesenteric ischemia (CMI) is thus still mainly based on historic diagnostic criteria drawn up before non-invasive radiological imaging of the mesenteric vessels became widespread, and before the current demographic developments leading to a rise in the number of older patients with multiple pathologies. With this premise, we studied the clinical condition of 85 patients aged over 65 years of age, submitted to angio-CT scan for reasons other than neoplastic and general pathologies which may cause alterations in mesenteric blood flow, and without the typical symptoms of acute intestinal ischemia. Of these, 34 patients presented occlusion of at least one mesenteric vessel and 13 were affected by multivessel injury. Compared with controls, patients with mesenteric artery disease had lower BMI (24.9+/-3.3 vs 26.8+/-4.5) and longer hospital stays (14 vs 6 days), and were more frequently affected by vasculopathies in other districts (97.1% vs 80.4%), but the only bowel symptom present was diarrhea (21.2% vs 5.9%). These patients also took more benzodiazepines and acetylsalicylic acid. The results of stepwise logistic analysis of length of hospital stay, vasculopathies, diarrhea, and use of benzodiazepines yielded a predictive model with an AUC (area under the curve) of 0.81. Our data show that some features characterizing CMI in the geriatric population differ from those of the general population.

Statins and the elderly: recent evidence and current indications.

Cardiovascular disease (CVD) is estimated to remain as the main cause of death in developed nations over the next 30 years, with increased prevalence in the older population. This is because the observed decline in the incidence of CVD owing to improvements in prevention has now been counterbalanced by the increased shift toward an older and thus more fragile population. Statin treatment reduces cardiovascular morbidity and mortality in middle-aged adults. However, few studies have included older individuals, particularly those aged 80 years or over. The adverse effects associated with high doses of statins and their interactions with other drugs may give rise to more problems in the elderly population. Evidence remains limited regarding the overall benefit of starting statin therapy in adults aged 80 and over; so that clinical judgment remains necessary in making the decision to use them. In this review, we present available evidence from randomized clinical trials, as well as relative community and post-approval data directly applicable to the management of CVD in the elderly, in both primary and secondary prevention. Also discussed is the latest evidence regarding the putative protective effects of statins on senile dementia and the relationship between statin treatment and cancer.

Death after an accidental fall of a 101 year old hospitalized patient. Medico-legal implication of falling in geriatrics.

BACKGROUND: The case presented by the authors gives the opportunity to discuss the medico-legal issues related to lack of prevention of falls in elderly hospitalized patients. CASE PRESENTATION: A 101 year old Caucasian female was admitted to a surgery division for evaluation of abdominal pain of uncertain origin. During hospitalization, after bilateral bed rails were raised, she fell and reported a femoral fracture. Before surgical treatment of the fracture, scheduled for the day after injury, the patient reported a slight reduction in hemoglobin. She received blood transfusion but her general condition suddenly worsened; heart failure was observed and pulseless electrical activity was documented. The patient died 1 day after the fall. Patient relatives requested a judicial evaluation of the case.The case was studied with a methodological approach based on the following steps: 1) examination of clinical records; 2) autopsy; 3) evaluation of clinicians' behavior, in the light of necroscopic findings and a review of the literature. CONCLUSIONS: The case shows that an accurate evaluation of clinical and environmental risk factors should be always performed at the moment of admission also in surgery divisions. A multidisciplinary approach is always recommended also with the involvement of the family members. In some cases, as in this one a fall of the patient is expectable but not always avoidable. Physical restraint use should be avoided when not necessary and used only if there are no practical alternatives.

Usefulness of a fast track list for anxious patients in a upper GI endoscopy.

BACKGROUND: To determine whether patients with no alarm signs who ask the endoscopist to shorten their waiting time due to test result anxiety, represent a risk category for a major organic pathology. METHODS: At our open-access endoscopy service, we set up an expedite list for six months for outpatients who complained that the waiting time for gastroscopy was too long. Over this period we studied 373 gastroscopy patients. In addition to personal details, we collected information on the presence of Hp infection and compliance with dyspepsia guideline indications for gastroscopy. RESULTS: Average waiting time was 38.2 days (SD 12.7). The 66 patients who considered the waiting time too long underwent gastroscopy within 15 days. We made 5 diagnoses of esophageal and gastric tumour and gastric ulcer (7.6%) among the expedite list patients and 14 (4.6%) among those on the normal list (p=0.31). On including duodenal peptic disease in the analysis, the total prevalence rate rose to 19.7% in the short-wait group and to 10.4% (p=0.036) in the longer-wait group. DISCUSSION AND CONCLUSIONS: Our data suggests that asking to be fast-tracked does not have prognostic impact on the diagnosis of a major (gastric ulcer and cancer) pathology.