28 research outputs found
Assessment of hospital rooming-in practice in Abu Dhabi, United Arab Emirates: A cross-sectional multi-center study
© 2020 by the authors. Licensee MDPI, Basel, Switzerland. The World Health Organization (WHO) recommends rooming-in to reduce infant mortality rates. Little research has been done to assess practices such as rooming-in and its relation to breastfeeding in the United Arab Emirates (UAE). The aim of this study was to examine the prevalence of rooming-in during hospital stay among mothers with infants six months old and below, in addition to other associated factors in Abu Dhabi, UAE. This study utilized a sub-sample extracted from a dataset based on a convenience sample of mothers who were recruited from governmental maternal and child health centers as well as from the community. The purpose of the original research was to evaluate infant and young children’s feeding practices. A pre-tested questionnaire was used during interviews with mothers once ethical clearance was in place. Multivariable logistic regression was conducted to describe the results. The original sample included 1822 participants, of which 804 infants met the inclusion criteria. The mean age for mothers and infants was 30.3 years and 3.5 months, respectively. The rate of rooming-in during hospital stay was 97.5%. Multivariable logistic regression analysis indicated factors associated with not rooming-in were low maternal age (Adjusted Odds Ratios (AOR) = 1.15, 95% confidence interval (CI): 1.03, 1.30), low gestational age (GA) (AOR = 1.90, 95% CI: 1.52, 2.36), abnormal pre-pregnancy body mass index (BMI) (AOR = 3.77, 95 % CI: 1.22, 11.76), and delayed initiation of breastfeeding (AOR = 4.47, 95 % CI: 1.08, 18.48). In the context of the high rate of rooming-in revealed in this study, there should be a focus on those groups who do not room-in (i.e., younger women and those with babies of a younger gestational age). Rooming-in practice provides self-confidence in taking care of a baby, knowledge about breastfeeding, and stimulates early-phase lactation
Acquired pure megakaryocytic aplasia successfully treated with cyclosporine
Acquired pure megakaryocytic aplasia is a rare hematological disorder characterized by thrombocytopenia with absent or markedly reduced megakaryocytes in the bone marrow. We report a case of a 25-year-old male diagnosed as acquired pure megakaryocytic aplasia. Treatment with prednisone and intravenous immunoglobulin failed, but he was successfully treated with cyclosporine, with complete remission after 90 days and normal platelet count maintained thereafter
Sanguinarine Induces Apoptosis Pathway in Multiple Myeloma Cell Lines via Inhibition of the JaK2/STAT3 Signaling.
Sanguinarine (SNG), a benzophenanthridine alkaloid, has displayed various anticancer abilities in several vivo and studies. However, the anticancer potential of SNG is yet to be established in multiple myeloma (MM), a mostly incurable malignancy of plasma cells. In this study, we aimed to investigate the potential anti-proliferative and pro-apoptotic activities of SNG in a panel of MM cell lines (U266, IM9, MM1S, and RPMI-8226). SNG treatment of MM cells resulted in a dose-dependent decrease in cell viability through mitochondrial membrane potential loss and activation of caspase 3, 9, and cleavage of PARP. Pre-treatment of MM cells with a universal caspase inhibitor, Z-VAD-FMK, prevented SNG mediated loss of cell viability, apoptosis, and caspase activation, confirming that SNG-mediated apoptosis is caspase-dependent. The SNG-mediated apoptosis appears to be resulted from suppression of the constitutively active STAT3 with a concomitant increase in expression of protein tyrosine phosphatase (SHP-1). SNG treatment of MM cells leads to down-regulation of the anti-apoptotic proteins including cyclin D, Bcl-2, Bclxl, and XIAP. In addition, it also upregulates pro-apoptotic protein, Bax. SNG mediated cellular DNA damage in MM cell lines by induction of oxidative stress through the generation of reactive oxygen species and depletion of glutathione. Finally, the subtoxic concentration of SNG enhanced the cytotoxic effects of anticancer drugs bortezomib (BTZ) by suppressing the viability of MM cells via induction of caspase-mediated apoptosis. Altogether our findings demonstrate that SNG induces mitochondrial and caspase-dependent apoptosis, generates oxidative stress, and suppresses MM cell lines proliferation. In addition, co-treatment of MM cell lines with sub-toxic doses of SNG and BTZ potentiated the cytotoxic activity. These results would suggest that SNG could be developed into therapeutic agent either alone or in combination with other anticancer drugs in MM
Comparative Analysis of the Performance of Popular Sorting Algorithms on Datasets of Different Sizes and Characteristics
Abstract: The efficiency and performance of sorting algorithms play a crucial role in various applications and industries. In this research paper, we present a comprehensive comparative analysis of popular sorting algorithms on datasets of different sizes and characteristics. The aim is to evaluate the algorithms' performance and identify their strengths and weaknesses under varying scenarios. We consider six commonly used sorting algorithms: QuickSort, TimSort, MergeSort, HeapSort, RadixSort, and ShellSort. These algorithms represent a range of approaches and techniques, including divide-and-conquer, hybrid sorting, and simple comparison-based methods. To assess their performance, we employ a diverse set of datasets, including the Iris dataset (1K), student dataset (5.8K), Wine dataset (6.5K), Uniform (10K), Normal (10K), Exponential (10K), Bimodal (10K), Yelp dataset (10K), MNIST dataset (42K), Uniform (100K), Normal (100K), Exponential (100K), Bimodal (100K), Uniform (500K), Normal (500K), Exponential (500K), Bimodal (500K), Uniform (1M), Normal (1M), Exponential (1M), and Bimodal (1M). These datasets cover a wide range of sizes and characteristics, allowing us to analyze the algorithms' performance across different dimensions. We measure and compare several key metrics, including execution time, memory usage, algorithmic complexity and stability. By analyzing these metrics, we gain insights into the efficiency and suitability of each algorithm for different dataset sizes and characteristics. We also discuss the implications of the findings in practical applications. Our results reveal important trade-offs among the sorting algorithms. While some algorithms excel in certain scenarios, others demonstrate better scalability or memory efficiency. We identify the best-performing algorithms for specific dataset characteristics and highlight their strengths and limitations. This research can assist developers and practitioners in selecting appropriate sorting algorithms based on their specific requirements and dataset characteristics. In conclusion, this comparative analysis provides a valuable contribution to the understanding of sorting algorithm performance. The findings contribute insights into the efficiency and suitability of popular sorting algorithms across datasets of different sizes and characteristics. By evaluating key metrics and discussing the implications, we offer guidance for selecting the most appropriate sorting algorithm in various practical scenarios
Sanguinarine Induces Apoptosis Pathway in Multiple Myeloma Cell Lines via Inhibition of the JaK2/STAT3 Signaling
Sanguinarine (SNG), a benzophenanthridine alkaloid, has displayed various anticancer abilities in several vivo and in vitro studies. However, the anticancer potential of SNG is yet to be established in multiple myeloma (MM), a mostly incurable malignancy of plasma cells. In this study, we aimed to investigate the potential anti-proliferative and pro-apoptotic activities of SNG in a panel of MM cell lines (U266, IM9, MM1S, and RPMI-8226). SNG treatment of MM cells resulted in a dose-dependent decrease in cell viability through mitochondrial membrane potential loss and activation of caspase 3, 9, and cleavage of PARP. Pre-treatment of MM cells with a universal caspase inhibitor, Z-VAD-FMK, prevented SNG mediated loss of cell viability, apoptosis, and caspase activation, confirming that SNG-mediated apoptosis is caspase-dependent. The SNG-mediated apoptosis appears to be resulted from suppression of the constitutively active STAT3 with a concomitant increase in expression of protein tyrosine phosphatase (SHP-1). SNG treatment of MM cells leads to down-regulation of the anti-apoptotic proteins including cyclin D, Bcl-2, Bclxl, and XIAP. In addition, it also upregulates pro-apoptotic protein, Bax. SNG mediated cellular DNA damage in MM cell lines by induction of oxidative stress through the generation of reactive oxygen species and depletion of glutathione. Finally, the subtoxic concentration of SNG enhanced the cytotoxic effects of anticancer drugs bortezomib (BTZ) by suppressing the viability of MM cells via induction of caspase-mediated apoptosis. Altogether our findings demonstrate that SNG induces mitochondrial and caspase-dependent apoptosis, generates oxidative stress, and suppresses MM cell lines proliferation. In addition, co-treatment of MM cell lines with sub-toxic doses of SNG and BTZ potentiated the cytotoxic activity. These results would suggest that SNG could be developed into therapeutic agent either alone or in combination with other anticancer drugs in MM
Raumladungseffekt in der starken Feld-Ionisierung von dichten Medien
Acknowledgments……………………………………………………… I Abbreviations……………………………………………………………
III List of Figures………………………………………………………….. VI List of
Publications…………………………………............................ VII Chapter 1:
Introduction……………………………………………….. 1 Chapter 2: Interaction of Atoms and
Molecules with Laser Fields….. 5 2.1 Ionization in a Laser Field of Moderate
Intensity……………………………. 6 2.2 Strong-Field
Ionization……………………………………………….............. 10 2.3 Strong-Field
Approximation……………………………………….................... 19 2.4 Strong-Field
Ionization in a Circularly Polarized Field…………….................. 22 2.5
Electron Dynamics in a Laser Field…………………………………………….. 24 2.6 High-Order
Harmonics Generation……………………………………………. 28 2.7 Principles of Photoelectron
Spectroscopy……………………………………. 32 2.7.1 The Methods of Photoelectron
Spectroscopy…………….................... 33 2.7.2 Time-Resolved Photoelectron
Spectroscopy…………………………… 35 2.8 Space-Charge Effect Induced by a Single Laser
Pulse of High Intensity…….. 38 2.9 Space-Charge Effect in Time-Resolved
Photoelectron Spectroscopy................. 40 2.10 Electronic Structure of
Water………………………………………………….. 43 2.11 The Molecular Structure of Potassium
Ferrocyanide………………………….. 46 Chapter 3: Experimental Setup………………………………………… 49
3.1 Laser Setup………………………………………………………………… 49 3.1.1 High Harmonic
Generation…………………………………………. 50 3.1.2 Generation of the Third Harmonic
Beam…………………………… 53 3.1.3 Beam Diagnostics of the Pump and Probe Pulses……………………
54 3.2 Interaction Region…………………………………………………............. 56 3.2.1 Liquid
Microjet…………………………………………………..... 58 3.2.2 Time-of-Flight Electron
Spectrometer……………………………… 59 3.3 Spatial and Temporal Overlap of Pump and Probe
Pulses………………… 61 3.4 Sample Preparation………………………………………………………… 65 3.5
Experiment with Strong Laser Field: Laser and Spectrometer Setup…….. 65 3.5.1
Laser Setup………………………………………………………………… 66 3.5.1.1 Optical Parametric
Amplifier………..…….................................... 66 3.5.1.2 Control of
Linear and Circular Polarization Light………………… 69 3.5.2 Time-of-Flight Electron
Spectrometer……………………………………. 71 Chapter 4: Ultrafast Photoelectron Spectroscopy
of Solution: Space-Charge Effect…………………………………………………………. 73 4.1 XUV-
Photoelectron Spectra of Liquid Water and Iron Hexacyanide ......... 74 4.2
Space-Charge Effect Induced by XUV-Probe Beam………………………. 75 4.3 Space-Charge
Effect in Pump-Probe Spectra………………………………. 78 4.4 The Intensity Dependence
Study: Spectral Shift vs Water Ionization Yield… 83 4.5 Modeling of the Space-
Charge Effect………………………………………… 88 4.5.1 Mean-Field Model and Superposition
Principle……………………….. 89 4.5.2 Positive and Negative Space-Charge
Effects………………………… 91 4.5.3 Comparison of the Model and the Experimental
Results………………. 96 4.6 Conclusion……………………………………………………………………. 98 Chapter 5:
Space-Charge Effect Induced by a Single Laser Pulse of High
Intensity…………………………………………………………. 99 5.1 Near-Infrared Photoelectron Spectra of
Water Vapor for Linearly Polarized Light…………………………………………………………………………… 100
5.1.1 Space-Charge Effect Induced at Different Vapor Pressures in the Vicinity
of a Microjet………………………………………………………… 102 5.1.2 The Intensity Dependence Study
for Linearly Polarized Field……….. 105 5.2 Near-Infrared Spectra of Water Vapor
for a Strong Circularly Polarized Light. 108 5.2.1 Simulated Spectrum and its
Comparison to the Experiment Results… 109 5.2.2 The Vapor-Pressure Study in
the Vicinity of the Liquid the Microjet for Circularly Polarized
Field…………………………………………………….. 110 5.2.3 The Intensity Dependence Study for
Circularly Polarized Field………. 112 5.3 Conclusion………………………………………………………………………
114 Summary…………………………………………………………………. 115
Bibliography……………………………………………………………... 121In this study, the method of photoelectron spectroscopy was applied to
investigate the photo-process induced by a strong laser field at a liquid
interface. The photoelectrons generated by the intense optical field of short
pulses in the medium of high density give rise to space-charge effect (SCE)
that modifies the emission spectra. Thus, the SCE accompanies other processes
induced in a strong laser field. Namely, it causes distortion of the spectral
distribution of photoelectrons and, as a result, it decreases the energy
resolution in the photoelectron spectroscopy measurements. The present work
was focused on revealing the main features of the SCE in pump-probe
experiments as well as in experiments with the use of a single laser pulse of
high peak intensity. First, a manifestation of the SCE in photoelectrons
spectra obtained by the method of time-resolved photoelectron spectroscopy was
investigated in the case of a liquid sample. A combination of two techniques,
pump-probe photoelectrons spectroscopy, and the liquid microjet techniques,
was applied in this study. Such a combination, in general, provides the unique
possibility to study the electronic and structural dynamics in solutions and
interfaces. Here, an aqueous solution of potassium ferrocyanide [Fe(CN)6]4-
was used in the experiment as a model sample. The effect of the laser
intensity of probe pulse only on the SCE was investigated. It was observed
that at a large number of photon per pulse of the XUV pulse SCE causes a peak
broadening and positive energy shift. For the pump-probe experiment, UV light
of 4.65 eV photon energy was used to initiate the electronic dynamics of
[Fe(CN)6]4-. The XUV beam from high-order harmonic generation (HHG) of 32.55
eV photon energy source was used to probe the entire electronic structure of
the valence shell of the ferrocyanide in a one-photon transition to the
continuum. The sequence of the pump-probe pulses (which pulse interacts with
the sample first) was shown to play a significant role in the manifestation of
the SCE. In particular, a positive energy shift in the photoelectron spectra
was observed at negative time delays (the probe pulse arriving before the pump
pulse). When the pulse sequence is reversed, a large negative energy shift was
observed in the photoelectron spectra. The positive energy shift is caused by
the negative space charge effect originating from the electron-electron
interaction, resulting acceleration the XUV photoelectrons in the far field.
The negative energy shift is caused by positive space charge effect
originating from the interaction of photoelectrons with positive ions
originating in the liquid sample. The latter results in the deceleration of
the XUV photoelectrons. The dissipation of the positive charge generated
during the ionization process of the sample was found to occur on a nanosecond
time scale. Such a long scale reflects the restricted carrier mobility in
liquids, as compared to solid conductors. A model based on the mean-field
consideration and the field superposition principle was developed to described
the SCE. The model reproduces well the spectral shift of XUV photoelectrons
observed in the experiment. One should note that the spectral shift represents
the main result of the SCE, and no spectral broadening was observed under the
applied experimental conditions. In the second part, the SCE induced in the
photoemission spectra by a single laser pulse of high intensity was studied in
a dense gas. At the given experimental conditions, including the laser peak
intensity and the gas density, the magnitude of the SCE was found to be much
larger in the case of linearly polarized field than for circular polarization.
This finding was confirmed in two studies, where the laser peak intensity and
the gas density were varied, respectively. The interpretation lies in the fact
that the ionization rate in the circularly strong field is much lower than in
the linearly polarized field. In the case of linearly polarized light, the
photoemission spectra show the contributions of the direct photoelectrons
forming a peak at lower kinetic energies, and the contributions of HATI
electrons forming a plateau beyond the 2UP energy. The magnitude of the SCE
was found to be dependent on the kinetic energy value. In particular, the fast
HATI electrons are not influenced by the SCE. However, the slower direct
electrons experience strong SCE. The SCE leads to redistribution of
photoelectrons forming the energy peak of the direct emission. Here, the
slower electrons become decelerated, and the faster electrons are accelerated.
In the case of a circularly polarized field, the SCE is absent for both the
slow and fast photoelectrons and can be attributed to the fact that under the
experimental conditions ionization yields are too small to produce the high
electron densities necessary for SCE to occur. The photoemission spectra of
circularly polarized light were used to test the strong-field-approximation
(SFA) theory. By taking the spatiotemporal distribution of the laser intensity
in the focus into account, the simulated spectra reproduce well the measured
photoemission spectra. The SCE cannot be disregard in the experiments
requiring the application of strong laser fields. The present work provides
the approach how to treat the SCE in the analysis of photoelectrons spectra.In dieser Studie wurden mittels Photoelektronenspektroskopie die
lichtinduzierten Prozesse, die durch ein intensives Laserfeld an
Flüssigkeitsgrenzflächen hervorgerufen werden, untersucht. Photoelektronen,
die von dem intensiven optischen Feld eines ultrakurzen Laserpulses in einer
dichten Probe erzeugt werden, führen zu einem Raumladungseffekt RLE, der die
Emissionsspektren verändert. Der RLE ist daher Begleiterscheinung anderer
Prozesse, die von intensiven Lasern erzeugt werden. Insbesondere führen sie zu
Änderungen in der Spektralverteilung der Photoelektronen und reduzieren damit
die Energieauflösung des Photoelektronenspektroskopie-experiments. Die
vorliegende Arbeit beschäftigt sich mit der Untersuchung der
Haupteigenschaften des RLE in Anregungs-Abfrage-Experimenten und Experimenten
mit einem einzelnen Laserpuls hoher Spitzenintensität. Zuerst wurde das
Auftreten des RLE für den Fall von Photoelektronenspektren von Flüssigkeiten,
die mittels Anregungs-Abfrage-Experimenten durchgeführt wurden, untersucht.
Die beiden Techniken Anregungs-Abfrage-Spektroskopie und die
Flüssigkeitsmikrojettechnik wurden in dieser Arbeit zusammen angewandt. Im
Allgemeinen ermöglicht die Verbindung dieser beiden Techniken die Untersuchung
der Elektronendynamik und Struktur in Lösungen und an Grenzflächen. In diesem
Fall wurde eine Kaliumhexacyanidoferrat(II)-Lösung [Fe(CN)6]4- als
Modellsystem verwendet. Der Einfluss der Intensität des Anregungslasers auf
den RLE wurde untersucht. Es wurde beobachtet, dass eine große Zahl von
Photonen pro XUV Puls eine Verbreiterung von Peaks und eine positive
Verschiebung der Energien aufgrund des RLE erzeugt. Für das Anregungs-Abfrage-
Experiment wurde UV-Licht mit einer Photonenenergie von 4.65 eV verwendet, um
die Elektronendynamik von [Fe(CN)6]4- auszulösen. Mit dem XUV-Strahl aus einer
HHG-Quelle mit einer Photonenenergie von 32.55 eV wurde die gesamte
elektronische Struktur der Valenzschalen von Cyanoferrat in einem Ein-
Photonenschritt zum Kontinuum untersucht. Es wurde gezeigt, dass die
Reihenfolge der Anregungs-Abfrage-Pulse (welcher Puls interagiert zuerst mit
der Probe) eine wichtige Rolle in der Erscheinung des RLE spielt. Insbesondere
wurde eine positive Energieverschiebung in den Photoelektronenspektren bei
negativer Zeitverzögerung (der Abfrage Puls kommt vor dem Anregungspuls an)
beobachtet. Bei umgekehrter Reihenfolge wurde eine große negative Verschiebung
beobachtet. Die positive Verschiebung wird durch einen negativen RLE erzeugt,
der mittels Elektron-Elektron-Wechselwirkung zu einer Beschleunigung der XUV-
Photoelek-tronen im Fernfeld führt. Die negative Energieverschiebung wird
durch einen positiven RLE hervorgerufen, der durch positive Ionen in der
flüssigen Probe erzeugt wird. Die Abfuhr der während der Ionisation in der
Probe erzeugten positiven Ladungen findet auf einer Zeitskala von Nanosekunden
statt. Solch lange Zeiten verdeutlichen die eingeschränkte
Ladungsträgermobilität in Flüssigkeiten verglichen zu der in leitfähigen
Festkörpern. Ein Modell basierend auf der mean-field Betrachtung und dem
Superpositionsprinzip von Feldern wurde zur Beschreibung des RLE entwickelt.
Das Modell beschreibt die spektrale Verschiebung der Photoelektronen, die im
Experiment beobachtet wurde, gut. Es sei darauf hingewiesen, dass die
spektrale Verschiebung das Hauptresultat des RLE ist und dass unter den
gewählten Bedingungen keine spektrale Verbreiterung beobachtet wurde. Im
zweiten Teil wurde der RLE, der von einem einzelnen Laserpuls hoher Intensität
in einem Gas hoher Dichter erzeugt wird, untersucht. Unter den gegebenen
experimentellen Bedingungen wie Spitzenintensität des Lasers und Gasdichte,
war der RLE deutlich stärker im Fall von linear polarisiertem Licht verglichen
zum Fall von zirkular polarisiertem Licht. Diese Beobachtung wurde in zwei
Studien bestätigt, in denen die Spitzenintensität des Lasers beziehungsweise
die Gasdichte variiert wurden. Dies lässt sich mit der Tatsache
interpretieren, dass die Ionisationsrate in zirkularen, intensiven Feldern
viel kleiner als in linear polarisierten Feldern ist. Im Fall von linear
polarisiertem Licht enthalten die Photoemissionsspektren Beiträge von direkten
Photoelektronen, die einen Peak bei niedrigen kinetischen Energien erzeugen
und Beiträge von HATI-Elektronen, die ein Plateau über eine Energie von 2UP
hinaus erzeugen. Die Stärke des RLE war abhängig von der kinetischen Energie.
Insbesondere sind die schnellen HATI-Elektronen nicht vom RLE beeinflusst. Die
langsamen Elektronen erfahren hingegen einen starken RLE. Der RLE führt zur
Umverteilung von Photoelektronen, die den Peak der direkten Emission erzeugen.
Langsame Elektronen werden abgebremst und schnelle Elektronen werden
beschleunigt. Im Fall eines zirkular polarisierten Feldes kann das Fehlen des
der RLE sowohl für langsame als auch für schnelle Elektronen mit der geringen
Ionisationsausbeute erklärt werden, die dazu führt, dass die Elektronendichte
nicht hoch genug ist um den RLE hervorzurufen. Die Photoemissionsspektren von
zirkular polarisiertem Licht wurden dazu verwandt, die Strong-Field-
Approximation (SFA) zu untersuchen. Unter Berücksichtigung der räumlichen und
zeitlichen Verteilung der Laserintensität im Fokus lassen sich die gemessenen
Photoemissionsspektren gut reproduzieren. Der RLE in Experimenten, die die
Verwendung von intensiven Laserfeldern erfordern, nicht vernachlässigt werden.
Die vorgelegte Arbeit beschreibt den Ansatz, wie der RLE in der Auswertung von
Photoelektronenspektren berücksichtigt werden kann
Hyperosmolar Hyperglycaemic State and Diabetic Ketoacidosis in Nivolumab-Induced Insulin-Dependent Diabetes Mellitus
Nivolumab is a monoclonal antibody directed against programmed cell death-1 receptor. It has an increasing application in the treatment of various advanced metastatic cancers. The incidence of autoimmune side effects associated with such agents is expected to increase. New-onset autoimmune diabetes mellitus associated with immune checkpoint inhibitor treatment is rare, occurring in less than 1% of patients. Nivolumab-induced diabetes often presents as diabetic ketoacidosis, which could be life-threatening if not recognized and treated promptly. We present the case of a patient who developed severe diabetic ketoacidosis concomitant with hyperosmolar hyperglycaemic state (HHS) after receiving nivolumab for metastatic testicular lymphoma. Pre-nivolumab blood glucose levels were normal, apart from transient hyperglycaemia related to steroids as part of the chemotherapy protocol. The diagnosis was confirmed with extremely low C-peptide in the clinic
Prediction of Multiple Clinical Complications in Cancer Patients to Ensure Hospital Preparedness and Improved Cancer Care
Reliable and rapid medical diagnosis is the cornerstone for improving the survival rate and quality of life of cancer patients. The problem of clinical decision-making pertaining to the management of patients with hematologic cancer is multifaceted and intricate due to the risk of therapy-induced myelosuppression, multiple infections, and febrile neutropenia (FN). Myelosuppression due to treatment increases the risk of sepsis and mortality in hematological cancer patients with febrile neutropenia. A high prevalence of multidrug-resistant organisms is also noted in such patients, which implies that these patients are left with limited or no-treatment options amidst severe health complications. Hence, early screening of patients for such organisms in their bodies is vital to enable hospital preparedness, curtail the spread to other weak patients in hospitals, and limit community outbreaks. Even though predictive models for sepsis and mortality exist, no model has been suggested for the prediction of multidrug-resistant organisms in hematological cancer patients with febrile neutropenia. Hence, for predicting three critical clinical complications, such as sepsis, the presence of multidrug-resistant organisms, and mortality, from the data available from medical records, we used 1166 febrile neutropenia episodes reported in 513 patients. The XGboost algorithm is suggested from 10-fold cross-validation on 6 candidate models. Other highlights are (1) a novel set of easily available features for the prediction of the aforementioned clinical complications and (2) the use of data augmentation methods and model-scoring-based hyperparameter tuning to address the problem of class disproportionality, a common challenge in medical datasets and often the reason behind poor event prediction rate of various predictive models reported so far. The proposed model depicts improved recall and AUC (area under the curve) for sepsis (recall = 98%, AUC = 0.85), multidrug-resistant organism (recall = 96%, AUC = 0.91), and mortality (recall = 86%, AUC = 0.88) prediction. Our results encourage the need to popularize artificial intelligence-based devices to support clinical decision-making
Tubercular Meningitis and Lymphadenitis Mimicking a Relapse of Burkitt's Lymphoma on 18F-FDG-PET/CT: A Case Report
Tuberculosis (TB) can present with various forms and can occasionally be mistaken for malignancy. Hereby, we report a 53-year-old man diagnosed and treated for Burkitt's lymphoma in 2009 who achieved a complete remission confirmed by a computed tomography (CT) scan. During the follow-up 2 years later, he complained of left hip pain that warranted investigation with magnetic resonance imaging and whole-body 18F-fludeoxyglucose-positron emission tomography (FDG-PET)/CT which showed a benign lesion in the left hip associated with multiple lymph nodes in the chest and abdomen not amenable for biopsy. A follow-up PET/CT scan a few months later showed intense tracer uptake in the lymph nodes with size progression and appearance of new lymph nodes suspicious of lymphoma relapse. The patient was asymptomatic, and all investigations including viral and connective tissue disease studies were negative. Also the tuberculin skin test and QuantiFERON were negative. Lymph node biopsy was planned; however, the patient presented a few days earlier with fever, headache and photophobia. Cerebrospinal fluid (CSF) examination confirmed meningitis with lymphocytic pleocytosis and elevated protein. The CSF Gram stain, culture, viral and acid-fast bacilli were negative. CSF flow cytometry and cytopathology confirmed polyclonal lymphocytosis and suggested reactive causes. CSF TB culture grew Mycobacterium tuberculosis. Mediastinal lymph node biopsy also confirmed TB lymphadenitis. Four antituberculosis drugs were started. One year later, a PET/CT scan showed regression of all the involved lymph nodes. This case highlights the importance of excluding TB in patients with suspected malignancy, especially if they belong to endemic regions, and the increasing role of 18F-FDG-PET/CT in the early detection of extrapulmonary TB