Joint EANM/SNMMI guideline on radiomics in nuclear medicine : Jointly supported by the EANM Physics Committee and the SNMMI Physics, Instrumentation and Data Sciences Council.

PURPOSE: The purpose of this guideline is to provide comprehensive information on best practices for robust radiomics analyses for both hand-crafted and deep learning-based approaches. METHODS: In a cooperative effort between the EANM and SNMMI, we agreed upon current best practices and recommendations for relevant aspects of radiomics analyses, including study design, quality assurance, data collection, impact of acquisition and reconstruction, detection and segmentation, feature standardization and implementation, as well as appropriate modelling schemes, model evaluation, and interpretation. We also offer an outlook for future perspectives. CONCLUSION: Radiomics is a very quickly evolving field of research. The present guideline focused on established findings as well as recommendations based on the state of the art. Though this guideline recognizes both hand-crafted and deep learning-based radiomics approaches, it primarily focuses on the former as this field is more mature. This guideline will be updated once more studies and results have contributed to improved consensus regarding the application of deep learning methods for radiomics. Although methodological recommendations in the present document are valid for most medical image modalities, we focus here on nuclear medicine, and specific recommendations when necessary are made for PET/CT, PET/MR, and quantitative SPECT.

Predicting response to radiotherapy of head and neck squamous cell carcinoma using radiomics from cone-beam CT images.

INTRODUCTION: Radiotherapy (RT) for head and neck cancer is now guided by cone-beam computed tomography (CBCT). We aim to identify a CBCT radiomic signature predictive of progression to RT. MATERIAL AND METHODS: A cohort of 93 patients was split into training (n = 60) and testing (n = 33) sets. A total of 88 features were extracted from the gross tumor volume (GTV) on each CBCT. Receiver operating characteristic (ROC) curves were used to determine the power of each feature at each week of treatment to predict progression to radio(chemo)therapy. Only features with AUC > 0.65 at each week were pre-selected. Absolute differences were calculated between features from each weekly CBCT and baseline CBCT1 images. The smallest detectable change (C = 1.96 × SD, SD being the standard deviation of differences between feature values calculated on CBCT1 and CBCTn) with its confidence interval (95% confidence interval [CI]) was determined for each feature. The features for which the change was larger than C for at least 5% of patients were then selected. A radiomics-based model was built at the time-point that showed the highest AUC and compared with models relying on clinical variables. RESULTS: Seven features had an AUC > 0.65 at each week, and six exhibited a change larger than the predefined CI 95%. After exclusion of inter-correlated features, only one parameter remains, Coarseness. Among clinical variable, only hemoglobin value was significant. AUC for predicting the treatment response were 0.78 (p = .006), 0.85 (p < .001), and 0.99 (p < .001) for clinical, CBCT4-radiomics (Coarseness) and clinical + radiomics based models respectively. The mean AUC of this last model on a 5-fold cross-validation was 0.80 (±0.09). On the testing cohort, the best prediction was given by the combined model (balanced accuracy [BAcc] 0.67 , p < .001). CONCLUSIONS: We described a feature selection methodology for delta-radiomics that is able to select reproducible features which are informative due to their change during treatment. A selected delta radiomics feature may improve clinical-based prediction models.

Evaluation of conventional and deep learning based image harmonization methods in radiomics studies.

Objective.To evaluate the impact of image harmonization on outcome prediction models using radiomics.Approach.234 patients from the Brain Tumor Image Segmentation Benchmark (BRATS) dataset with T1 MRI were enrolled in this study. Images were harmonized to a reference image using histogram matching (HHM) and a generative adversarial network (GAN)-based method (HGAN). 88 radiomics features were extracted on HHM, HGANand original (HNONE) images. Wilcoxon paired test was used to identify features significantly impacted by the harmonization protocol used. Radiomic prediction models were built using feature selection with the Least Absolute Shrinkage and Selection Operator (LASSO) and Kaplan-Meier analysis.Main results.More than 50% of the features (49/88) were statistically modified by the harmonization with HHMand 55 with HGAN(adjustedp-value < 0.05). The contribution of histogram and texture features selected by the LASSO, in comparison to shape features that were not impacted by harmonization, was higher in harmonized datasets (47% for Hnone, 62% for HHMand 71% for HGAN). Both image-based harmonization methods allowed to split patients into two groups with significantly different survival (p<0.05). With the HGANimages, we were also able to build and validate a model using only features impacted by the harmonization (median survivals of 189 versus 437 days,p= 0.006)Significance.Data harmonization in a multi-institutional cohort allows to recover the predictive value of some radiomics features that was lost due to differences in the image properties across centers. In terms of ability to build survival prediction models in the BRATS dataset, the loss of power from impacted histogram and heterogeneity features was compensated by the selection of additional shape features. The harmonization using a GAN-based approach outperformed the histogram matching technique, supporting the interest for the development of new advanced harmonization techniques for radiomic analysis purposes.

Use of radiomics in the radiation oncology setting: Where do we stand and what do we need?

Radiomics is a field that has been growing rapidly for the past ten years in medical imaging and more particularly in oncology where the primary objective is to contribute to personalised and predictive medicine. This short review aimed at providing some insights regarding the potential value of radiomics for cancer patients treated with radiotherapy. Radiomics may contribute to each stage of the patients' management: diagnosis, planning, treatment monitoring and post-treatment follow-up (toxicity and response). However, its applicability in clinical routine is currently hindered by several factors, including lack of automation, standardisation and harmonisation. A major effort must be carried out to automate the workflow, standardise radiomics good practices and carry out large-scale studies before any transfer to daily clinical practice.

Comparative toxicities of 3 platinum-containing chemotherapy regimens in relapsed/refractory lymphoma patients.

Optimal salvage chemotherapy regimen for patients with relapsed or refractory Hodgkin and non-Hodgkin lymphoma remains unclear but often based on platinum regimens. This retrospective study assesses in real life the toxicities profiles of patients with relapsed or refractory lymphoma treated with DHA (dexamethasone, high dose aracytine cytarabine) plus platinum salt (dexamethasone-High dose aracytine (cis)platin (DHAP), dexamethasone-High dose aracytine carboplatin (DHAC), or dexamethasone-High dose aracytine Oxaliplatin (DHAOX)), from February 2007 to May 2013 in 2 French hospitals. Toxicities were recorded from medical files and assessed according to the National Cancer Institute Common Toxicity Criteria version 3.0. Potential risk factors of renal insufficiency were tested by univariate analyses. A total of 276 patients were treated: 168 with DHAP (60.9%), 79 with DHAOX (28.6%), and 29 with DHAC (10.5%). Rituximab was associated in 80.1% of patients (n = 221). Renal failure was reported in 97 patients, mainly with cisplatin regimen (86.6%) leading to 8.9% grade III to IV renal failure (P = .001). Renal insufficiency was reversible in most patients but remained persistent in 24, with all of them being treated with DHAP except 1. Cisplatin-based regimen (50.0% versus 12.0%, P < .05) and female (44.6% versus 29.7%, P < .05) appeared to be at higher risks of renal failure. Platinum cumulative dose is a significant risk factor of nephrotoxicity. Hematologic toxicity was more frequent with carboplatin and cisplatin with at least 1 event (all toxicity grade) respectively in 79.3% and 71.4% of patients treated (P < .005). Auditory toxicity was mainly reported with cisplatin (n = 19; 4 grade I-II and 15 grade III-IV). Oxaliplatin was implicated in 77.6% of neurotoxicity (n = 59), mainly moderate (grade I-II). In conclusion, DHAOX and DHAC regimens have more favorable toxicity profile than DHAP regimen. Their lack of renal toxicity makes them attractive regimens, which may be interesting for patients eligible for autologous stem cell transplantation. Nevertheless, these results have to be confirmed by the therapeutic efficacy of these 3 regimens.

[Chikungunya outbreak on Reunion Island in 2005/2006: role of hospital physicians in raising alert]. / L'epidémie de chikungunya de la Réunion 2005-2006; place du médecin hospitalier dans l'alerte et la gestion de l'epidémie.

The epidemic of chikungunya (CHIK) that swept through Reunion Island from late 2005 to mid 2006 affected 38.2% of the population, i.e., 300000 people. Although this outbreak took place in a French overseas department with high public health standards, failure to anticipate a large-scale epidemic associated with unprecedented severity and unexpectedly high mortality led to a major public health crisis. The purpose of this report is to provide a complete account of the experience of hospital intensive care physicians in addressing problems ranging from discovery of severe forms to management of a major health crisis. This report underlines the role of the head hospital physician and the necessity of mutual trust and collaboration with supervisory authorities.

Pulmonary manifestations of leptospirosis.

BACKGROUND: Pulmonary manifestations in leptospirosis are considered a major complication and are related to a poor prognosis. We present a large series of patients with pulmonary involvement using a practical approach based on the presence of acute respiratory failure (ARF). METHODS: A retrospective study of patients with confirmed leptospirosis. RESULTS: One hundred and sixty-nine patients with a laboratory-confirmed diagnosis of leptospirosis were investigated. One hundred and thirty-four patients (36.7±14 years of age) had pulmonary involvement. Severe pulmonary involvement was defined by evidence of ARF. Univariate analysis found the following factors related to severe pulmonary leptospirosis: dyspnoea (OR=10.14, p<0.0001), pulmonary crepitations (OR=4.8, p<0.0004), abnormal chest X-ray (OR=9.88, p<0.007) with alveolar shadowing (OR=8.12, p<0.0001), oliguria/anuria (OR=5.48, p<0.0001), hepatomegaly (OR=7.11, p< 0.0001), shock (OR=8.38, p< 0.0001), ICU admission (OR=60.08, p< 0.0001), dialysis (OR=4.87, p< 0.001), mechanical ventilation (OR=216, p< 0.0001) and development of nosocomial infection (OR=21.5, p< 0.0001). The mortality rate was significantly different between severe (40%) and non-severe (5.3%) pulmonary forms (OR=11.87, p< 0.0001). Multivariate analysis found two independent factors related to severe pulmonary involvement: dyspnoea (OR=10.18, p< 0.0001) and oliguria/anuria (OR=4.87, p< 0.0009). We performed a multivariate analysis to assess independent factors related to mortality and found: mechanical ventilation requirement (OR=27.85, p< 0.0001) and AST greater than 150 IU/L (OR=4.57, p< 0.02). Haemoptysis was associated with survival (OR=0.2, p< 0.02). CONCLUSIONS: Severe pulmonary involvement in leptospirosis is associated with extensive disease involving other organs. The association of multiple factors is associated with severe forms of the disease and a high mortality rate.

[Outbreak of influenza A(H1N1)/2009: description of cases and crisis management in a ICU in Reunion Island]. / Épidémie de grippe A(H1N1/)2009 : description des cas et expérience de gestion de crise dans un service de réanimation réunionnais.

OBJECTIVES: to describe the characteristics, treatment and outcome of critically ill patients with influenza A(H1N1) infection at St Pierre Hospital in Reunion Island during the 2009 outbreak, as well as the measures of care reorganization implemented to face them. PATIENTS AND METHODS: prospective observational study of probable and confirmed cases of influenza A (H1N1)/2009 infection concerning hospitalized patients in a polyvalent intensive care unit (ICU). RESULTS: thirteen patients have been included between August and September 2009. Three (23 %) didn't have any medical history. The median age was 42 [22-69]. Eleven have required pulmonary ventilation for 10.3 days (± 8). Three (23 %) have developed an ARDS. Three patients (23 %) died. To cope with the influx of cases and considering our situation of geographic isolation, it has been needed to totally rework the organization of care: set-up of a specific welcoming channel, division into sectors of the department, opening of additional beds, new on-duty assignment, inter and intra hospital cooperation. CONCLUSION: reunion Island has been an experimental lab of crisis management during the H1N1/2009 epidemic, several months ahead of the mother country. To anticipate the reorganization of care in intensive care units during an outbreak period, particularly in small units or units isolated like ours, looks to us a must so to quietly face a sharp influx of patients.

[Pulmonary manifestations of leptospirosis]. / Manifestations pulmonaires de la leptospirose.

BACKGROUND: Pulmonary manifestations in leptospirosis are considered a major complication, and are related to a poor prognosis. We present a large series of patients with pulmonary involvement using a practical approach based on the presence of acute respiratory failure (ARF). METHODS: A retrospective study of patients with confirmed leptospirosis. RESULTS: 169 patients with a laboratory-confirmed diagnosis of leptospirosis were investigated. 134 patients (36.7 + or - 14 years of age) had pulmonary involvement. Severe pulmonary involvement was defined by evidence of acute respiratory failure. Univariate analysis found the following factors related to severe pulmonary leptospirosis: dyspnoea (OR 10.14, p<0.0001), pulmonary crepitations (OR 4.8, p<0.0004), abnormal chest X Ray (OR 9.88, p<0.007) with alveolar shadowing (OR 8.12, p<0.0001), oliguria/anuria (OR 5.48, p<0.0001), hepatomegaly (OR 7.11, p<0.0001), shock (OR 8.38, p<0.0001), ICU admission (OR 60.08, p<0.0001), dialysis (OR 4.87, p<0.001), mechanical ventilation (OR 216, p<0.0001) and development of nosocomial infection (OR 21.5, p<0.0001). The mortality rate was significantly different between severe (40%) and non-severe (5.3%) pulmonary forms (OR 11.87, p<0.0001). Multivariate analysis found 2 independent factors related to severe pulmonary involvement: dyspnoea (OR 10.18, p<0.0001), and oliguria/anuria (OR 4.87, p<0.0009). We performed a multivariate analysis to assess independent factors related to mortality and found: Mechanical ventilation requirement (OR 27.85, p<0.0001) and ASAT>150 UI/L (OR 4.57, p<0.02). Haemoptysis was associated with survival (OR 0.2, p<0.02). CONCLUSION: Severe pulmonary involvement in leptospirosis is associated with extensive disease involving other organs. The association of multiples factors is associated with severe forms of the disease and a high mortality rate.

Reinforced follow-up for children and adolescents with type 1 diabetes and inadequate glycaemic control: a randomized controlled trial intervention via the local pharmacist and telecare.

AIM: To evaluate the effectiveness and feasibility of reinforced follow-up via telecare mediated by the local pharmacist in contact with the hospital team to improve glycaemic control in children and adolescents with type 1 diabetes (DT1). METHODS: One hundred patients, aged 8 to 17 years, with a history of DT1 of more than 1 year, with HbA(1c) >=8%, were randomly assigned to either the "reinforced follow-up" group (RFG) or the "usual follow-up" group (UFG). The intervention consisted in downloading and then printing data stored in a glucometer every two weeks, by the local pharmacist. Printouts were faxed to the hospital team which then communicated adapted instructions for better glycemic control directly to the family. RESULTS: Fifty patients were assigned to each group. The two groups were comparable at the beginning. 71 children had a doctor's visit at 6 +/- 1 months (36 in RFG and 35 in UFG). At this date, there was no significant difference between the average HbA(1c) levels of the two groups (9.12 +/- 1.46 in RFG versus 9.27 +/- 1.20 in UFG). We had various difficulties setting up and gaining compliance with the intervention procedure, which explains why only 33 children in the RFG transmitted at least one fax. CONCLUSION: At this stage, the reinforced follow-up has not proved to be superior to the usual follow-up. However, it would be possible to make numerous improvements in order to make the former more feasible and probably more efficient.

Severe community-acquired pneumonia: assessment of microbial aetiology as mortality factor.

Community-acquired pneumonia (CAP) remains a major cause of mortality. The aetiology of CAP has rarely been identified as a mortality risk factor. A prospective study was conducted to assess the prognostic factors of CAP patients admitted to the intensive care unit (Centre Hospitalier Departmental Felix Guyon, St Denis de la Reunion, France), with a special emphasis on microbial aetiology. All variables assessing severity were collected, with a special emphasis on microbial investigations. Among 112 immunocompetent patients (mean+/-SD age 54.7+/-15.1 yrs), 84% were male. Severity of CAP was demonstrated by mortality rate (43%), shock (48%), simplified acute physiology score (SAPS; 46.4+/-21.6) and mechanical ventilation support (82%). Mean risk factor score was 2.2+/-1.2. Microbiological identification was obtained in 78.6% of cases, with positive blood culture in 33%. Most frequently, microbial agents were Streptococcus pneumoniae and Klebsiella pneumoniae (42% and 22%, respectively). The univariate analysis recorded the usual mortality variables: age, alcohol consumption, SAPS, shock, mechanical ventilation, positive end expiratory pressure level, positive blood culture, multilobar infiltrates on chest radiograph, neutropenia, and acidosis, and found K. pneumoniae (versus S. pneumoniae, and all CAP) as a mortality factor. The multivariate analysis demonstrated that septic shock (relative risk (RR) 141), K. pneumoniae CAP (RR 27), SAPS (RR 10.7) and positive blood culture (RR 2.7) were independent factors related to death. In conclusion, the present study found that the microbial aetiology, Klebsiella pneumoniae, was an independent risk factor for mortality in severe community-acquired pneumonia.

[Chylothorax: an unexpected complication of artificial ventilation in severe acute asthma]. / Une complication inattendue de l'asthme aigu grave sous ventilation artificielle: le chylothorax.

INTRODUCTION: Complications of mechanical ventilation for severe acute asthma are common and are related essentially to barotrauma. However, the incidence has declined in recent years thanks to different techniques of ventilation. CASE REPORT: We report a case of spontaneous chylothorax occurring during the course of ventilation in a patient with severe acute asthma where the ventilatory parameters were in accordance with current recommendations. Recovery was straightforward with resolution of the chylothorax and no recurrence either immediately or later. Exhaustive clinical, biological and morphological investigations failed to find any cause other than the mechanical ventilation. CONCLUSION: This case of chylothorax may be considered as a rare barotraumatic complication of severe acute asthma.

[Emergencies during the three months after leaving the maternity hospital]. / Urgences des 3 premiers mois suivant la sortie de maternité.

Parents are aware that young age is a risk factor and are more likely to take an infant to the emergency room than an older child with similar symptoms. It is essential that the physician rapidly responds to the concerns of such parents. It is not possible to exhaustively address in a few pages all of the potential emergency conditions that may arise with infants younger than three months. We therefore focus our discussion to the most frequently occurring emergency conditions. In particular, we emphasize the serious nature of such conditions as fever, apparent life threatening, hyperbilirubinemia, weight loss, and excessive crying.

Early dermabrasion of deep dermal burns with sandpaper. Case reports.

Deep dermal burns are initially difficult to evaluate, and they sometimes heal spontaneously. We present our experience of dermabrasion with sandpaper in four patients. It is a useful alternative to early excision of the scar. Skin grafts are not always required and the aesthetic results are excellent. Dermabrasion should be considered routinely for all deep dermal burns and particularly for facial burns and those caused by scalds.

[Extensive cerebral venous thrombosis resistant to heparin: local fibrinolysis with urokinase]. / Thrombose veineuse cérébrale étendue résistante à l'héparine: fibrinolyse locale par urokinase.

A 37 year-old man had headaches for 10 days, then a single tonic-clonic seizure and coma due to an extensive cerebral venous thrombosis. In spite of full-dose heparin treatment for 7 days, the clinical picture worsened along with increasing edema on CT-Scan. Direct thrombolytic treatment was then performed using transvenous catheterization and instillation of Urokinase (2.6 MU over 4 days). A near complete repermeabilization of the sinuses was obtained and the patient improved dramatically in a few days. The only adverse effect of Urokinase was hematuria. Based on our experience and review of the literature which includes 26 previous cases, direct thrombolytic therapy appears to be a relatively safe procedure. This treatment should be considered in a patient with extensive dural sinus thrombosis which fails to respond to heparin treatment.

Nosocomial infections in a thirteen-bed critical care unit in Matinique: epidemiology and cost analysis - abstract

The aim of our study was to analyse the problems caused by nosocomial infections (NI) in our intensive care unit (ICU). 239 patients admitted between January and June 1995 were included in the study. 33 episodes of nosocomial infection were diagnosed in 19 patients (7.9 percent). The overall incidence of NI was 13.9 percent. Lower respiratory tract infections were the most common (6.3 percent). Patients infected on admission to the ICU had more NI than other patients (odds ratio = 3.42, 95 percent confidence interval 3.28 - 4.52, p< 0.05). Gram negative bacteria were involved in 73.2 percent of NI. Acinetobacter baumanii and Peudomonas aeruginosa were responsible, respectively, for 22.4 percent and 25.4 percent of NI. The additional cost due to NI was 33 percent for laboratory investigations and 34 percent for antibiotics. After analysis of our results, our recommendations are a cautious use of antibiotics, more efficient diagnostic tools and particular care in preventing cross contamination of our mostly severely ill or infected patients. (AU)

Assessment of 2 preventive antibiotic protocols in burned patients: retrospective and comparitive study between Fort de France (Martinique, FWI) and Lyon (France) - abstract

In a retrospective study, we performed two preventive antibiotic policies in 60 severly burned patients. All patients with a Burn Surface Area (BSA) of > 40 percent received ceftazidime-amikacin in Fort de France and piperacillin-netilmicin in Lyon. In Fort de France, 20 percent of patients developed septic shock with a mortality rate of 67 percent. Gram negative bacilli were always responsible for septic shock, of which 50 percent were resistant to initial antibiotics. In Fort de France, the bacteriological ecology in the burn centre showed less methicillin-resistant Staphylococcus aureus (MRSA) than the hospital (p < 0.05) and the same sensitivity for Pseudomonas aeruginosa. In Lyon, 37 percent of burn patients had septic shock with a mortality rate of 82 percent. In 91 percent, responsible isolates were multiresistant to initial antibiotics (p < 0.05). Bacteriological ecology of the burn centre was different from the hospital with a MRSA rate of 36.6 percent (p<0.02) and 54 percent of multiresistant Pseudomonas aeruginosa ( p < 0.05). Preventive antibiotics appear to be ineffective in severely ill burned patients. (AU)

Early dermabrasion for deep dermal burns by means of sandpaper

Deep dermal burns are initially difficult to evaluate. They sometimes even undergo spontaneous healing. We present our own experience concerning the use of dermabrasion with sandpaper, a veritable alternative to early scar excision. Skin grafts are not always called for. The aesthetic results are excellent. Dermabrasion should be systematically considered for all deep dermal burns and particularly for scalding burn mechanisms or facial burns (AU)

Laryngeal mask airway and burned patients - abstract

During general anaesthesia of burned patients, airway control raises specific problems in patients with facial burns, when anaesthesia is required every other day and when grafts are done on the scalp. We studied 20 patients who required a total of 65 insertions of the laryngeal mask. There were no observed failures of insertion of the mask by either trained or untrained staff. Insertion of the mask is therefore easy even for untrained staff. Adequate ventilation was possible in all cases. There were no serious complications. The observed adverse effects were: sore throat, gastric dilation and dislodgement of the mask. It is concluded that this type of equipment should replace endotracheal intubation or facial masks in these clinical situations (AU)