Artificial intelligence based image quality enhancement in liver MRI: a quantitative and qualitative evaluation.

PURPOSE: To compare liver MRI with AIR Recon Deep Learning™(ARDL) algorithm applied and turned-off (NON-DL) with conventional high-resolution acquisition (NAÏVE) sequences, in terms of quantitative and qualitative image analysis and scanning time. MATERIAL AND METHODS: This prospective study included fifty consecutive volunteers (31 female, mean age 55.5 ± 20 years) from September to November 2021. 1.5 T MRI was performed and included three sets of images: axial single-shot fast spin-echo (SSFSE) T2 images, diffusion-weighted images(DWI) and apparent diffusion coefficient(ADC) maps acquired with both ARDL and NAÏVE protocol; the NON-DL images, were also assessed. Two radiologists in consensus drew fixed regions of interest in liver parenchyma to calculate signal-to-noise-ratio (SNR) and contrast to-noise-ratio (CNR). Subjective image quality was assessed by two other radiologists independently with a five-point Likert scale. Acquisition time was recorded. RESULTS: SSFSE T2 objective analysis showed higher SNR and CNR for ARDL vs NAÏVE, ARDL vs NON-DL(all P < 0.013). Regarding DWI, no differences were found for SNR with ARDL vs NAÏVE and, ARDL vs NON-DL (all P > 0.2517).CNR was higher for ARDL vs NON-DL(P = 0.0170), whereas no differences were found between ARDL and NAÏVE(P = 1). No differences were observed for all three comparisons, in terms of SNR and CNR, for ADC maps (all P > 0.32). Qualitative analysis for all sequences showed better overall image quality for ARDL with lower truncation artifacts, higher sharpness and contrast (all P < 0.0070) with excellent inter-rater agreement (k ≥ 0.8143). Acquisition time was lower in ARDL sequences compared to NAÏVE (SSFSE T2 = 19.08 ± 2.5 s vs. 24.1 ± 2 s and DWI = 207.3 ± 54 s vs. 513.6 ± 98.6 s, all P < 0.0001). CONCLUSION: ARDL applied on upper abdomen showed overall better image quality and reduced scanning time compared with NAÏVE protocol.

Chest CT texture-based radiomics analysis in differentiating COVID-19 from other interstitial pneumonia.

PURPOSE: To evaluate the potential role of texture-based radiomics analysis in differentiating Coronavirus Disease-19 (COVID-19) pneumonia from pneumonia of other etiology on Chest CT. MATERIALS AND METHODS: One hundred and twenty consecutive patients admitted to Emergency Department, from March 8, 2020, to April 25, 2020, with suspicious of COVID-19 that underwent Chest CT, were retrospectively analyzed. All patients presented CT findings indicative for interstitial pneumonia. Sixty patients with positive COVID-19 real-time reverse transcription polymerase chain reaction (RT-PCR) and 60 patients with negative COVID-19 RT-PCR were enrolled. CT texture analysis (CTTA) was manually performed using dedicated software by two radiologists in consensus and textural features on filtered and unfiltered images were extracted as follows: mean intensity, standard deviation (SD), entropy, mean of positive pixels (MPP), skewness, and kurtosis. Nonparametric Mann-Whitney test assessed CTTA ability to differentiate positive from negative COVID-19 patients. Diagnostic criteria were obtained from receiver operating characteristic (ROC) curves. RESULTS: Unfiltered CTTA showed lower values of mean intensity, MPP, and kurtosis in COVID-19 positive patients compared to negative patients (p = 0.041, 0.004, and 0.002, respectively). On filtered images, fine and medium texture scales were significant differentiators; fine texture scale being most significant where COVID-19 positive patients had lower SD (p = 0.004) and MPP (p = 0.004) compared to COVID-19 negative patients. A combination of the significant texture features could identify the patients with positive COVID-19 from negative COVID-19 with a sensitivity of 60% and specificity of 80% (p = 0.001). CONCLUSIONS: Preliminary evaluation suggests potential role of CTTA in distinguishing COVID-19 pneumonia from other interstitial pneumonia on Chest CT.

Influence of Adaptive Statistical Iterative Reconstructions on CT Radiomic Features in Oncologic Patients.

Iterative reconstructions (IR) might alter radiomic features extraction. We aim to evaluate the influence of Adaptive Statistical Iterative Reconstruction-V (ASIR-V) on CT radiomic features. Patients who underwent unenhanced abdominal CT (Revolution Evo, GE Healthcare, USA) were retrospectively enrolled. Raw data of filtered-back projection (FBP) were reconstructed with 10 levels of ASIR-V (10-100%). CT texture analysis (CTTA) of liver, kidney, spleen and paravertebral muscle for all datasets was performed. Six radiomic features (mean intensity, standard deviation (SD), entropy, mean of positive pixel (MPP), skewness, kurtosis) were extracted and compared between FBP and all ASIR-V levels, with and without altering the spatial scale filter (SSF). CTTA of all organs revealed significant differences between FBP and all ASIR-V reconstructions for mean intensity, SD, entropy and MPP (all p < 0.0001), while no significant differences were observed for skewness and kurtosis between FBP and all ASIR-V reconstructions (all p > 0.05). A per-filter analysis was also performed comparing FBP with all ASIR-V reconstructions for all six SSF separately (SSF0-SSF6). Results showed significant differences between FBP and all ASIR-V reconstruction levels for mean intensity, SD, and MPP (all filters p < 0.0315). Skewness and kurtosis showed no differences for all comparisons performed (all p > 0.05). The application of incremental ASIR-V levels affects CTTA across various filters. Skewness and kurtosis are not affected by IR and may be reliable quantitative parameters for radiomic analysis.

Pediatric status epilepticus: Identification of prognostic factors using the new ILAE classification after 5 years of follow-up.

OBJECTIVE: Status epilepticus (SE) is the most common neurologic emergency in childhood. This study aimed to report on a large cohort of pediatric patients with SE, applying the International League Against Epilepsy (ILAE) Classification for SE to identify prognostic factors. METHODS: We included 173 children treated at "Bambino Gesù" Children's Hospital in Rome for SE exceeding 30 minutes (mean age 4.43 ± 4.93 years old, median 2.28, interquartile range [IQR] 0.41-7.32; follow-up for a mean of 4.9 ± 3.4 years, median 8.75, IQR 4,58-12.63). A multivariate model was constructed to predict neurocognitive outcome, recurrence of SE, development of epilepsy, and mortality. Adjusted odds ratios [ORs] were calculated with 95% confidence interval (OR, 95% CIs). RESULTS: We observed a different prevalence of etiologies for the different semiologies (P < .05) and for each age group (P < .05), overlapping only in part with the recent ILAE classification. After SE, patients showed 69.9% epilepsy (drug-resistant in half of them), 23.1% worsening of neurologic findings on examination, 28.9% cognitive deficit, and 28.3% recurrent SE. At multivariate analysis: superrefractory SE was correlated to an increased risk of developing cognitive (OR 6.00, 95% CI 2.09, 17.31) or neurologic sequelae (OR 4.9, 95% CI 1.75, 19.77). A similar finding was observed for patients with onset in the neonatal period for cognitive (OR 4.84, 95% CI 1.13, 17.3) and neurologic sequelae (OR 9.03, 95% CI 2.40, 34.04). Recurrence of SE was associated with unknown etiology (OR 6.15, 95% CI 1.43, 26.76), and myoclonic semiology (OR 6.1, 95% CI 1.23, 29.3). Patients with acute symptomatic etiology (OR 0.12, 95% CI 0.04, 0.40) had a lower risk for developing epilepsy. SIGNIFICANCE: Age at onset and duration of SE were critical independent variables associated with worse neurocognitive outcome. The risk of developing epilepsy was lower after acute symptomatic and febrile SE. Semiology and age at onset correlate with etiology of SE. For this reason, ILAE classification with respect to four axes seems an appropriate advancement.

Calcium metabolism serum markers in adult patients with epilepsy and the effect of vitamin D supplementation on seizure control.

PURPOSE: To evaluate serum markers of calcium metabolism in adult patients with epilepsy (PWE) treated with antiepileptic drugs (AEDs) and the effect of vitamin D supplementation on seizure frequency. METHODS: Serum levels of calcium, phosphate, intact parathyroid hormone (iPTH) and 25-hydroxyvitamin D (25[OH]D) were compared in 160 PWE on chronic therapy with AEDs and 42 matched controls. Blood concentrations were analyzed taking into account the different features of epilepsy and treatment. Finally, the effect of vitamin D supplementation on seizure control was assessed in a subgroup of 48 drug resistant epileptic patients. RESULTS: PWE showed lower serum levels of 25[OH]D compared to control subjects (p < .001). Only 25% PWE showed normal 25[OH]D levels, whereas 41,9% had a vitamin D failure and 33,1% a vitamin D deficiency (p < .001). 25[OH]D serum levels depended on treatment duration, number of medications and enzyme-inducing AEDs (p < .001, p < .001, p = .013, respectively). Polytherapy and enzyme-inducing AEDs showed more detrimental effects on the 25[OH]D and calcium serum levels. The administration of vitamin D failed to significantly improve seizure control. CONCLUSIONS: PWE show deficiency of vitamin D. The serum levels of 25[OH]D depend on the features and duration of AEDs treatment. Vitamin D administration in drug resistant epilepsy patients does not result in a reduction of seizure frequency.

A novel c132-134del mutation in Unverricht-Lundborg disease and the review of literature of heterozygous compound patients.

Unverricht-Lundborg disease or progressive myoclonic epilepsy type 1 (EPM1) is an autosomal recessive disease caused by mutation of the cystatin B gene (CSTB), located on chromosome 21q22.3. The most common mutation is an expansion of unstable dodecamer repetition (CCCCGCCCCGCG), whereas other types of mutations are rare. Among these, heterozygous compound mutations are described to induce a more severe phenotype than that of homozygous dodecameric repetition. We report two siblings affected by heterozygous compound mutations carrying a novel mutation of the deletion of three nucleotides in exon 2 of the gene in position 132-134 of the coding sequence (c.132-134del) in the allele not including the dodecamer repetition. This mutation results in the loss of two amino acid residues and insertion of an asparagine in position 44 (p.Lys44_Ser45delinsAsn). Our patients presented a very different clinical picture. The male patient had a severe myoclonus, drug-resistant epilepsy and psychiatric comorbidity, while his affected sister had only very rare seizures and sporadic myoclonic jerks at awakening. The revision of literature about heterozygous compound EPM1 patients confirms this gender phenotypic expressivity, with female patients carrying less severe symptoms than male patients. These data lead to the hypothesis of complex gender-specific factors interacting with CSTB expressivity in EPM1 patients.

Peri-ictal water drinking: a rare automatic behaviour in temporal lobe epilepsy.

Peri-ictal water drinking (PIWD) has been reported as the action of drinking during or within two minutes of an electroclinical seizure. It is considered a peri-ictal vegetative symptom, evident both during childhood and adulthood epilepsy. The aim of this paper was to describe the clinical and electroencephalographic features of two new adult subjects suffering from symptomatic temporal lobe epilepsy with episodes of PIWD recorded by VIDEO-EEG and to review literature data in order to better define this peculiar event during seizures, a rare and probably underestimated semiological sign. To date, 51 cases with focal epilepsy and seizures associated with PIWD have been reported. All patients presented with temporal lobe epilepsy. All cases but one had symptomatic epilepsy. Most of the patients had an involvement of the right hemisphere. Water drinking was reported as an ictal sign in the majority of patients, and less frequently was reported as postictal. We believe that PIWD might be considered a rare automatic behaviour, like other automatisms. Automatisms are more frequently described in patients with temporal lobe epilepsy. PIWD was reported also to have lateralizing significance in the non-dominant temporal lobe, however, because of its rarity, this finding remains unclear.

Hyperventilation induces sympathetic overactivation in mesial temporal epilepsy.

OBJECTIVE: Hyperventilation (HV) during electroencephalography (EEG) is a standard clinical procedure to trigger seizures in patients affected by mesial temporal lobe epilepsy (MTLE). Despite the pathophysiology of this susceptibility to HV is not definitively understood, it may be hypothesized to be related to ictal and interictal sympathetic nervous system abnormalities, the presence of which is well known in MTLE patients. In order to test this hypothesis we investigated the HV effect on heart rate variability (HRV) in a group of MTLE patients, compared to a matched group of healthy controls. MATERIAL AND METHODS: Forty patients affected by MTLE and 40 age- and sex-matched controls were enrolled in the study. In those subjects, a standard electroencephalographic recording has been acquired and the high and the low frequency components (HF, LF) of heart rate variability (HRV) and their ratio (LF/HF) have been analyzed at rest and during the HV. Indeed, LF/HF is a reliable index of sympathetic tone modulation. RESULTS: HRV did not differ between MTLE and healthy subjects at rest, whereas HV induced a significant LF/HF increase only in MTLE. Within the MTLE group, males showed higher LF/HF increase during HV respect to females, while no differences related to the side of the epileptic focus were found. DISCUSSION: MTLE patients showed an increased sympathetic response to HV compared to healthy subjects. HRV analysis points towards an autonomic overactivation as a pathophysiological pathway subtending seizure triggered by hyperventilation in MTLE. Autonomic susceptibility in MTLE may help to explain the increased prevalence of arrhythmic events in these patients, potentially predisposing to Sudden Unexpected Death in Epilepsy (SUDEP).

Mobile phone emissions modulate brain excitability in patients with focal epilepsy.

BACKGROUND: Electromagnetic fields (EMFs) emitted by mobile phones had been shown to increase cortical excitability in healthy subjects following 45 min of continuous exposure on the ipsilateral hemisphere. OBJECTIVE: Using Transcranial Magnetic Stimulation (TMS), the current study assessed the effects of acute exposure to mobile phone EMFs on the cortical excitability in patients with focal epilepsy. METHODS: Ten patients with cryptogenic focal epilepsy originating outside the primary motor area (M1) were studied. Paired-pulse TMS were applied to the M1 of both the hemisphere ipsilateral (IH) and contralateral (CH) to the epileptic focus before and immediately after real/sham exposure to the GSM-EMFs (45 min). The TMS study was carried out in all subjects in three different experimental sessions (IH and CH exposure, sham), 1 week apart, according to a crossover, double-blind and counter-balanced paradigm. RESULTS: The present study clearly demonstrated that an acute and relatively prolonged exposure to GSM-EMFs modulates cortical excitability in patients affected by focal epilepsy; however, in contrast to healthy subjects, these effects were evident only after EMFs exposure over the hemisphere contralateral to the epileptic focus (CH). They were characterized by a significant cortical excitability increase in the exposed hemisphere paired with slight excitability decrease in the other one (IH). Both sham and real EMFs exposure of the IH did not affect brain excitability. CONCLUSION: Present results suggest a significant interaction between the brain excitability changes induced by EMFs and the epileptic focus, which eliminated the excitability enhancing effects of EMFs evident only in the CH.

Complex epileptic palilalia: a case report.

Palilalia is a kind of motor perseveration involving speech, consisting in the continuous repetition of words or phrases, or both. Rarely it occurs in seizure disorders as ictal or post-ictal manifestation. We report a case of epileptic palilalia in a 71-year-old patient with a previous history of intracerebral haemorrhage in the left frontal region, characterized by the continuous repetition of the same speech sequence for few minutes. EEG recordings during NREM sleep and wakefulness showed recurrent and prolonged focal subclinical epileptiform paroxysms in the left mesial frontal region. Our case confirms the role of the left frontal lobe, reliably of the supplementary motor area (SMA), as neuroanatomic origin of ictal palilalia.

Mobile phone emission increases inter-hemispheric functional coupling of electroencephalographic α rhythms in epileptic patients.

It has been reported that GSM electromagnetic fields (GSM-EMFs) of mobile phones modulate - after a prolonged exposure - inter-hemispheric synchronization of temporal and frontal resting electroencephalographic (EEG) rhythms in normal young and elderly subjects (Vecchio et al., 2007, 2010). Here we tested the hypothesis that this can be even more evident in epileptic patients, who typically suffer from abnormal mechanisms governing synchronization of rhythmic firing of cortical neurons. Eyes-closed resting EEG data were recorded in ten patients affected by focal epilepsy in real and sham exposure conditions. These data were compared with those obtained from 15 age-matched normal subjects of the previous reference studies. The GSM device was turned on (45 min) in the "GSM" condition and was turned off (45 min) in the other condition ("sham"). The mobile phone was always positioned on the left side in both patients and control subjects. Spectral coherence evaluated the inter-hemispheric synchronization of EEG rhythms at the following frequency bands: delta (about 2-4 Hz), theta (about 4-6 Hz), alpha1 (about 6-8 Hz), alpha2 (about 8-10 Hz), and alpha3 (about 10-12 Hz). The effects on the patients were investigated comparing the inter-hemispheric EEG coherence in the epileptic patients with the control group of subjects evaluated in the previous reference studies. Compared with the control subjects, epileptic patients showed a statistically significant higher inter-hemispheric coherence of temporal and frontal alpha rhythms (about 8-12 Hz) in the GSM than "Sham" condition. These results suggest that GSM-EMFs of mobile phone may affect inter-hemispheric synchronization of the dominant (alpha) EEG rhythms in epileptic patients. If confirmed by future studies on a larger group of epilepsy patients, the modulation of the inter-hemispheric alpha coherence due to the GSM-EMFs could have clinical implications and be related to changes in cognitive-motor function.