An ensemble-acute lymphoblastic leukemia model for acute lymphoblastic leukemia image classification.

The timely diagnosis of acute lymphoblastic leukemia (ALL) is of paramount importance for enhancing the treatment efficacy and the survival rates of patients. In this study, we seek to introduce an ensemble-ALL model for the image classification of ALL, with the goal of enhancing early diagnostic capabilities and streamlining the diagnostic and treatment processes for medical practitioners. In this study, a publicly available dataset is partitioned into training, validation, and test sets. A diverse set of convolutional neural networks, including InceptionV3, EfficientNetB4, ResNet50, CONV_POOL-CNN, ALL-CNN, Network in Network, and AlexNet, are employed for training. The top-performing four individual models are meticulously chosen and integrated with the squeeze-and-excitation (SE) module. Furthermore, the two most effective SE-embedded models are harmoniously combined to create the proposed ensemble-ALL model. This model leverages the Bayesian optimization algorithm to enhance its performance. The proposed ensemble-ALL model attains remarkable accuracy, precision, recall, F1-score, and kappa scores, registering at 96.26, 96.26, 96.26, 96.25, and 91.36%, respectively. These results surpass the benchmarks set by state-of-the-art studies in the realm of ALL image classification. This model represents a valuable contribution to the field of medical image recognition, particularly in the diagnosis of acute lymphoblastic leukemia, and it offers the potential to enhance the efficiency and accuracy of medical professionals in the diagnostic and treatment processes.

Quantitative computed tomography analysis of body composition changes in paediatric patients with acute lymphoblastic leukaemia.

Children with acute lymphoblastic leukaemia (ALL) are at risk for obesity and cardiometabolic diseases. To gain insight into body composition changes among children with ALL, we assessed quantitative computed tomography (QCT) data for specific body compartments (subcutaneous adipose tissue [SAT], visceral adipose tissue [VAT], total adipose tissue [TAT], lean tissue [LT], LT/TAT and VAT/SAT at lumbar vertebrae L1 and L2) at diagnosis and at off-therapy for 189 children with ALL and evaluated associations between body mass index (BMI) Z-score and clinical characteristics. BMI Z-score correlated positively with SAT, VAT and TAT and negatively with LT/TAT and VAT/SAT. At off-therapy, BMI Z-score, SAT, VAT and TAT values were higher than at diagnosis, but LT, LT/TAT and VAT/SAT were lower. Patients aged ≥10 years at diagnosis had higher SAT, VAT and TAT and lower LT and LT/TAT than patients aged 2.0-9.9 years. Female patients had lower LT and LT/TAT than male patients. Black patients had less VAT than White patients. QCT analysis showed increases in adipose tissue and decreases in LT during ALL therapy when BMI Z-scores increased. Early dietary and physical therapy interventions should be considered, particularly for patients at risk for obesity.

Changed cortical thickness and sulcal depth in pediatric acute lymphoblastic leukemia survivors treated with chemotherapy only.

The purpose of this study is to observe the changes of cortical morphological characteristics and their potential contribution to cognitive function in ALL survivors by using surface-based morphometry (SBM). Using SBM analysis, we calculated and compared group differences in cortical thickness, sulcal depth, gyrification, and fractal dimension of the cerebral cortex between 18 pediatric ALL survivors treated on chemotherapy-only protocols and off treatment within 2 years, and 18 healthy controls (HCs) with two-sample t-tests [P < 0.05, family-wise error (FWE) corrected]. Relationships between abnormal cortical characteristic values and cognitive function parameters were investigated with partial correlation analysis, taking age as a covariate. We found decreased cortical thickness mainly located in the prefrontal and temporal region, and increased sulcal depth in left rostral middle frontal cortex and left pars orbitalis in the ALL survivors compared to HCs. There were no statistically significant differences in the gyrification and fractal dimension between the two groups. In ALL survivors, cortical thickness and sulcal depth of above areas values revealed no significant correlation with the cognitive function parameters. In conclusion, pediatric ALL survivors show decreased cortical thickness in prefrontal and temporal regions, and increased sulcal depth in prefrontal region. These results suggest that SBM-based approach can be used to assess changes of cortical morphological characteristics in pediatric ALL survivors.

Relationship between cardiac mechanical properties and cardiac magnetic resonance imaging at rest in childhood acute lymphoblastic leukemia survivors.

The characterization of cardiac mechanical properties may contribute to better understanding of doxorubicin-induced cardiotoxicity. Our study aims to investigate the relationship between cardiac mechanical properties, T1 and T2 relaxation times and partition coefficient. Fifty childhood acute lymphoblastic leukemia survivors underwent a cardiac magnetic resonance (CMR) at rest on a 3T MRI system and included a standard ECG-gated 3(3)3(3)5 MOLLI sequence for T1 mapping and an ECG-gated T2-prepared TrueFISP sequence for T2 mapping. Partition coefficient, ejection fraction, end-diastolic volume (EDV) and end-systolic volume (ESV) were calculated. CircAdapt model was used to study cardiac mechanical performance (left ventricle stiffness (LVS), contractility (LVC) and pressure (Pmin and Pmax), cardiac work efficiency (CWE) and ventricular arterial coupling). In the whole cohort, our results showed that LVC (R2 = 69.2%, r = 0.83), Pmin (R2 = 62.9%, r = 0.79) and Pmax can be predicted by significant CMR parameters, while T1 (R2 = 23.2%, r = 0.48) and partition coefficient (R2 = 13.8%, r = 0.37) can be predicted by significant cardiac mechanical properties. In SR group LVS (R2 = 94.8%, r = 0.97), LVC (R2 = 93.7%, r = 0.96) and Pmin (R2 = 90.6%, r = 0.95) can be predicted by significant cardiac mechanical properties, while in HR + DEX group CWE (R2 = 49.8%, r = 0.70) can be predicted by significant cardiac mechanical properties. Partition coefficient (R2 = 72.6%, r = 0.85) can be predicted by significant CMR parameters in SR group. Early characterization of cardiac mechanical properties from CMR parameters has the potential to early detect doxorubicin-induced cardiotoxicity.

The utility of a portable muscle ultrasound in the assessment of muscle alterations in children with acute lymphoblastic leukaemia.

BACKGROUND: During treatment for acute lymphoblastic leukaemia (ALL), children are prone to musculoskeletal deterioration. However, non-invasive tools to measure muscle mass and intramuscular alterations are limited. In this study we explored the feasibility of muscle ultrasound in children with ALL. Additionally, we analysed whether automated ultrasound outcomes of muscle size and intramuscular fat infiltration (IMAT) were associated with appendicular skeletal muscle mass (ASMM), muscle strength and physical performance. METHODS: Children with ALL, aged 3-18 years were included during maintenance therapy. Bilateral images of the rectus femoris muscle were captured using a portable linear array transducer connected to a tablet. Subsequently, an automated image annotation software (MuscleSound) was used to estimate cross-sectional area, muscle thickness and IMAT. Feasibility was assessed using acceptance (percentage of children approached who were enrolled), practicality (percentage of children that completed the ultrasound measurement after enrolment) and implementation (percentage of children that had sufficient imaging to be processed and analysed by the software). Assessments of ASMM by bioimpedance analysis, muscle strength using handheld dynamometry and timed physical performance tests were administered at the same visit. Multivariable linear models were estimated to study the associations between muscle ultrasound outcomes and ASMM, strength and physical performance, adjusted for sex, age, body mass index and ALL treatment week. RESULTS: Muscle ultrasound was performed in 60 out of 73 invited patients (76.9%), of which 37 were boys (61.7%), and median age was 6.1 years (range: 3-18.8 years). The acceptance was 98.7%, practicality 77.9% and implementation was 100%. Patients who refused the examination (n = 13) were younger (median: 3.6, range: 3-11.2 years) compared with the 60 examined children (P = 0.0009). In multivariable models, cross-sectional area was associated with ASMM (ß = 0.49 Z-score, 95% confidence interval [CI]:0.3,2.4), knee-extension strength (ß = 16.9 Newton [N], 95% CI: 4.8, 28.9), walking performance (ß = -0.46 s, 95% CI: -0.75, -0.18) and rising from the floor (ß = -1.07 s, 95% CI: -1.71, -0.42). Muscle thickness was associated with ASMM (ß = 0.14 Z-score, 95% CI: 0.04, 0.24), knee-extension strength (ß = 4.73 N, 95% CI: 0.99, 8.47), walking performance (ß = -0.13 s, 95% CI: -0.22, -0.04) and rising from the floor (ß = -0.28 s, 95% CI: -0.48, -0.08). IMAT was associated with knee-extension strength (ß = -6.84 N, 95% CI: -12.26, -1.41), walking performance (ß = 0.2 s, 95% CI: 0.08, 0.32) and rising from the floor (ß = 0.54 s, 95% CI: 0.27, 0.8). None of the muscle ultrasound outcomes was associated with handgrip strength. CONCLUSIONS: Portable muscle ultrasound appears a feasible and useful tool to measure muscle size and intramuscular alterations in children with ALL. Validation studies using magnetic resonance imaging (gold standard) are necessary to confirm accuracy in paediatric populations.

Right atrial thrombosis and lymphoblastic leukemia.

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Orbital manifestations of B-cell acute lymphoblastic leukemia/lymphoma.

A 2-year-old boy presented with left periorbital edema, proptosis, hyperglobus and esotropia. Imaging revealed an inferotemporal orbital mass with adjacent bony erosion. Histological evaluation of an orbital biopsy revealed B-cell acute lymphoblastic leukemia/lymphoma (B-ALL/BLL). The patient was subsequently treated with chemotherapy. Although orbital involvement in acute myelogenous leukemia has been well-described, orbital manifestations of B-ALL/BLL are uncommon, with only a limited number of previous reports in the literature.

A case of acute lymphoblastic leukaemia disease with pancreatic mass as the first symptom confirmed by elastography combined with EUS-FNA.

Haematological diseases with pancreatic masses as the first symptom are clinically rare but should not be ignored. This case report describes a 60-year-old female patient with acute leukaemia that had a pancreatic mass as her first symptom. The patient was admitted and elastography combined with endoscopic ultrasound (EUS) guided fine needle aspiration biopsy (EUS-FNA) was used for diagnosis, treatment planning and determination of prognosis. The site selected for the EUS-FNA puncture was the caudal section of the pancreatic body and the posterior wall of the gastric body was used as the puncture point. The elastography view of the head of the pancreas was blue/green with predominant blue colour. A 19 G puncture needle with a slow-draw core and two stitches of micro-negative pressure were used. Cytology detected heterotypic cells, pancreatic puncture histopathology, the presence of pancreatic alveolar structures and heterotypic tumour cells in the interstitium. Immunohistochemistry of the pancreatic puncture tissue showed B-cell lymphoblast-derived tumours and bone marrow puncture indicated acute lymphoblastic leukaemia. The patient was diagnosed with acute lymphoblastic leukaemia invading the pancreas and was treated with chemotherapy. After treatment, her condition was stable. Follow-up is ongoing and there have been no signs of tumour recurrence or metastasis.

El papel de los parámetros metabólicos de la 18F-FDG PET/TC en el linfoma linfoblástico pediátrico / The role of 18F-FDG PET/CT metabolic parameters in pediatric lymphoblastic lymphoma

Objetivo: Este estudio retrospectivo tuvo como objetivo evaluar el papel de los parámetros metabólicos de la 18F-FDG PET/TC en el linfoma linfoblástico pediátrico (LBL).Métodos: Treinta pacientes con LBL se sometieron a 42 exploraciones. Los parámetros metabólicos, que incluyeron el valor máximo de captación estandarizado (SUVmax), el volumen tumoral metabólico total (TMTV) y la glucólisis de lesión total (TLG), se midieron en la PET/TC basal. Se realizaron análisis univariantes y multivariantes de la supervivencia para evaluar su valor pronóstico. Doce pacientes se sometieron a PET/TC después del régimen de reinducción, y se calcularon la sensibilidad, la especificidad, el valor predictivo positivo (VPP), el valor predictivo negativo (VPN) y la precisión de la PET/TC para predecir la recaída.Resultados: Los pacientes con estadio IV tuvieron una TMTV más alta que los que tenían un estadio III (p=0,031). Además, los pacientes con T-LBL o afectación mediastínica tenían una TMTV y TLG altos (p<0,05). No hubo diferencias significativas en los parámetros metabólicos de la PET/TC entre los pacientes con diferente evolución (p>0,05). Los niños con una TMTV baja (<242,91cm3) tuvieron una mejor EFS a los 3 años comparados con aquellos con una TMTV elevada (88.9% vs. 56,3%; p=0,036). El SUVmax y el TLG no fueron predictivos de la EFS (p=0,874; p=0,152). Sin embargo, ninguno de los parámetros metabólicos de la PET/TC basales fueron factores pronósticos independientes para los resultados del LBL pediátrico. La PET/TC realizada después del régimen de reinducción presentó una mayor sensibilidad (50% vs. 0%) y VPN (90% vs. 83,3%) para predecir la recaída que la TC sola.Conclusiones: Los parámetros metabólicos de la PET/TC de referencia no fueron predictivos de los resultados en los niños con LBL. La PET/TC realizada después del régimen de reinducción tuvo una mejor sensibilidad y VPN que la TC sola, y una exploración

Objective: This retrospective study aimed to evaluate the role of metabolic parameters of 18F-FDG PET/CT in pediatric lymphoblastic lymphoma (LBL).Methods: Thirty patients with LBL underwent 42 scans. Metabolic parameters including maximum standardized uptake value (SUVmax), total metabolic tumor volume (TMTV), and total lesion glycolysis (TLG) were measured at baseline PET/CT. Univariate and multivariate analysis for survival were performed to assess their prognostic value. Twelve patients underwent PET/CT after reinduction regime, and the sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and accuracy of PET/CT for predicting relapse were calculated.Results: Patients with stage IV had a higher TMTV than those with stage III (P=0.031). Besides, patients with T-LBL or mediastinal involvement had a high TMTV and TLG (P<0.05). There was no significant difference in PET/CT metabolic parameters between patients with different outcomes (P>0.05). Children with a low TMTV (<242.91cm3) had a better 3-year EFS compared with those with a high TMTV (88.9% vs. 56.3%; P=0.036). SUVmax and TLG were not predictive of EFS (P=0.874; P=0.152). However, none of the metabolic parameters of baseline PET/CT were independent prognostic factors for outcomes of pediatric LBL. PET/CT underwent after reinduction regime present with higher sensitivity (50% vs. 0%) and NPV (90% vs. 83.3%) for predicting relapse than CT alone.Conclusions: Metabolic parameters of baseline PET/CT were not predictive of outcomes in children with LBL. PET/CT done after the reinduction regime had better sensitivity and NPV than CT alone, and a negative scan could be a reliable indicator for sustained remission (AU)

Results of ARI-0001 CART19 cell therapy in patients with relapsed/refractory CD19-positive acute lymphoblastic leukemia with isolated extramedullary disease.

We evaluated outcomes of 18 patients with isolated extramedullary disease (iEMD) relapsed/refractory (R/R) B-cell acute lymphoblastic leukemia (B-ALL) treated with the CD19-directed CAR T cells ARI-0001 in two centers (adult and pediatric), including patients treated in the CART19-BE-01 trial and the consecutive compassionate use program. iEMD was detected by PET-CT in 78% (14/18), and/or by cerebrospinal fluid analysis in 28% (5/18). Patients received cyclophosphamide and fludarabine followed by 1 × 106 ARI-0001 cells/kg, initially as a single dose (first patient) and later split into three fractions (10%, 30%, and 60%). Cytokine release syndrome (CRS) occurred in 50% (9/18) of patients, with no cases of grade ≥3 CRS, and 1 case (6%) of grade 1 neurotoxicity. Tocilizumab was used in 6% of patients (1/18). Procedure-related mortality was 0% at 2 years. Objective responses were seen in 94% (95% confidence interval [CI]: 73%-99%) of patients, with complete responses (CR) seen in 78% (95% CI: 52%-94%) of them. Progression-free and overall survival were 49% (95% CI: 30%-79%) and 61% (95% CI: 40%-92%) at 2 years. In conclusion, the use of ARI-0001 cells in patients with R/R ALL and iEMD was associated with a safety and efficacy profile that is comparable with what is observed in patients with marrow involvement and in line with other CART19 products.

Philadelphia Chromosome-positive Acute Lymphoblastic Leukemia Incidentally Detected by Fluorodeoxyglucose-positron Emission Tomography/Computed Tomography at a Health Checkup.

We herein report a case of Philadelphia chromosome-positive acute lymphoblastic leukemia (Ph-ALL) that was incidentally detected by fluorodeoxyglucose-positron emission tomography (18F-FDG PET)/computed tomography (CT) at a health checkup. At that time, the findings of a physical examination and blood tests were all normal, except for the diffuse bone marrow uptake (maximum standardized uptake value: 6.3). One month later, when the blood counts remained in the normal ranges, a bone marrow examination confirmed the diagnosis of Ph-ALL. Although a diffuse bone marrow uptake of 18F-FDG is observed in some benign conditions, physicians should also consider the possibility of hematological malignancies, including acute leukemia, even when that is the only abnormal finding.

Anterior segment optical coherence tomography findings in leukemic iris infiltration.

Iris involvement by acute lymphoblastic leukemia is a very rare primary leukemic infiltration. Blurred vision, conjunctival injection, anterior chamber reaction, pseudohypopyon, thickening of the iris stroma, change in iris shape and color are common clinical signs in leukemic iris infiltration. There is no optimal treatment. Radiotherapy, systemic chemotherapy (high-dose of methotrexate and/or high-dose cytarabine), topical and systemic corticosteroids have been reported as treatment modalities. Herein we present anterior segment optical coherence tomography findings in a 21-years-old, male, diffuse B-cell Acute Lymphoblastic Leukemia (ALL) patient who has a leukemic iris infiltration in his left eye that was successfully treated with intravitreal methotrexate.

Cognitive interference processing in adult survivors of childhood acute lymphoblastic leukemia using functional magnetic resonance imaging.

BACKGROUND: Childhood acute lymphoblastic leukemia (ALL) is associated with cognitive impairment in adulthood. Cognitive interference processing and its correlated functional magnetic resonance imaging (fMRI) activity in the brain have not yet been studied in this patient group. MATERIAL: Twenty-six adult childhood ALL survivors (median [interquartile range {IQR}] age, 40.0 [37.0-42.3] years) were investigated at median age (IQR), 35.0 (32.0-37.0) years after treatment with intrathecal and intravenous chemotherapy as well as cranial radiotherapy (24 Gy) and compared with 26 matched controls (median [IQR] age, 37.5 [33.0-41.5] years). METHODS: Cognitive interference processing was investigated in terms of behavioral performance (response times [ms] and accuracy performance [%]) and fMRI activity in the cingulo-fronto-parietal (CFP) attention network as well as other parts of the brain using the multisource interference task (MSIT). RESULTS: ALL survivors had longer response times and reduced accuracy performance during cognitive interference processing (median [IQR] interference effect, 371.9 [314.7-453.3] ms and 6.7 [4.2-14.7]%, respectively) comparedwith controls (303.7 [275.0-376.7] ms and 2.3 [1.6-4.3]%, respectively), but did not exhibit altered fMRI activity in the CFP attention network or elsewhere in the brain. CONCLUSION: Adult childhood ALL survivors demonstrated impaired behavioral performance but no altered fMRI activity when performing cognitive interference processing when compared with controls. The results can be used to better characterize this patient group and to optimize follow-up care and support for these individuals.

Longitudinal Preclinical Imaging Characterizes Extracellular Drug Accumulation After Radiation Therapy in the Healthy and Leukemic Bone Marrow Vascular Microenvironment.

PURPOSE: Recent initial findings suggest that radiation therapy improves blood perfusion and cellular chemotherapy uptake in mice with leukemia. However, the ability of radiation therapy to influence drug accumulation in the extracellular bone marrow tissue is unknown, due in part to a lack of methodology. This study developed longitudinal quantitative multiphoton microscopy (L-QMPM) to characterize the bone marrow vasculature (BMV) and drug accumulation in the extracellular bone marrow tissue before and after radiation therapy in mice bearing leukemia. METHODS AND MATERIALS: We developed a longitudinal window implant for L-QMPM imaging of the calvarium BMV before, 2 days after, and 5 days after total body irradiation (TBI). Live time-lapsed images of a fluorescent drug surrogate were used to obtain measurements, including tissue wash-in slope (WIStissue) to measure extracellular drug accumulation. We performed L-QMPM imaging on healthy C57BL/6 (WT) mice, as well as mice bearing acute lymphoblastic leukemia (ALL) and acute myeloid leukemia (AML). RESULTS: Implants had no effects on calvarium dose, and parameters for wild-type untreated mice were stable during imaging. We observed decreased vessel diameter, vessel blood flow, and WIStissue with the onset of AML and ALL. Two to 10 Gy TBI increased WIStissue and vessel diameter 2 days after radiation therapy in all 3 groups of mice and increased single-vessel blood flow in mice bearing ALL and AML. Increased WIStissue was observed 5 days after 10 Gy TBI or 4 Gy split-dose TBI (2 treatments of 2 Gy spaced 3 days apart). CONCLUSIONS: L-QMPM provides stable functional assessments of the BMV. Nonmyeloablative and myeloablative TBI increases extracellular drug accumulation in the leukemic bone marrow 2 to 5 days posttreatment, likely through improved blood perfusion and drug exchange from the BMV to the extravascular tissue. Our data show that neo-adjuvant TBI at doses from 2 Gy to 10 Gy conditions the BMV to improve drug transport to the bone marrow.

Utility of 18F-FDG-PET for detecting acute lymphoblastic leukemia: a case series of pediatric acute lymphoblastic leukemia without hematological symptoms.

Acute leukemia is typically diagnosed from presenting features related to hematological symptoms, but certain patients present with prominent musculoskeletal pain without signs of hematological abnormality. We reviewed the medical records of 58 children diagnosed with acute lymphoblastic leukemia (ALL) at our hospital to evaluate initial features. Forty six of these patients had hematological symptoms, anemia, or hemorrhage (Group H), while 12 patients had prominent musculoskeletal pain without hematological symptoms (Group P). Diagnosis of leukemia took significantly more time for those 12 patients (Group H, 17.1 days; Group P, 48.5 days). In three of the 12 patients in Group P, localized abnormal imaging findings and unremarkable blood test results led to initial diagnoses of chronic recurrent multifocal osteomyelitis, bone fracture, and septic osteomyelitis. However, 18F-fluorodeoxyglucose positron emission tomography (18F-FDG-PET) revealed multiple intense bone foci or systemic bone marrow uptake, leading to the diagnosis of ALL. A review of 18F-FDG-PET results from 23 patients with ALL who underwent a PET scan (Group H, n = 15; Group P, n = 8) showed multiple bone foci or systemic bone marrow uptake in all cases. In conclusion, lack of hematological symptoms in ALL patients can delay diagnosis, and 18F-FDG-PET is useful for diagnosing leukemia in such cases.