Subsequent Clinical Management Research Articles

Magnetic resonance cholangiopancreatography (MRCP) based diagnosis of pancreaticobiliary disorders: Three years study at a tertiary care Hospital

Magnetic Resonance Cholangiopancreatography (MRCP) is a non-invasive imaging modality that has high accuracy for evaluation of the biliary and pancreatic ducts. The current study aims to assess the role of MRCP in finding various pancreaticobiliary pathologies. It was a retrospective study, data was collected from 659 patients who underwent MRCP at MRI unit Holy Family Hospital, Rawalpindi. Chi-Square was applied to find the difference in the prevalence of various disorders. The presenting indication in our data shows 72% of patients with pain (abdominal, epigastric and right hypochondrium) followed by jaundice in 11.3% participants. Our results indicate that the most common pancreaticobiliary disorders were obstructive including cholelithiasis along with choledocholithiasis (8.3%), cholelithiasis (17.8%) CBD stricture (16.4%) and acute pancreatitis (10.9%). Moreover, our data also showed that the obstructive disorders particularly cholelithiasis (20.9%vs 13.7%) was more common in females as compared to males. We also showed that neoplastic disorders were more prevalent in the age group 53-65, whereas strictures were more common in the 39-52 age group, and we have observed higher prevalence of inflammatory disorders in age group 27-39. MRCP allows the evaluation of pancreaticobiliary disorders with high accuracy. Being non-invasive, MRCP can be used in early diagnosis and preventive treatment of pancreaticobiliary disease thereby facilitating accurate diagnosis and subsequent clinical management.

Postnatal chest X-ray in children with asymptomatic congenital lung malformations.

The clinical implications of a postnatal chest X-ray (CXR) in asymptomatic children with a prenatally diagnosed congenital lung malformation (CLM) are uncertain. We assessed the justification for the postnatal use of CXR in these children. We included patients with CLM confirmed through chest computed tomography angiography or histopathological analysis who were asymptomatic at birth, underwent routine postnatal CXR, and participated in our standard of care prospective structured longitudinal follow-up program. Children with major associated morbidities were excluded. Primary outcomes were the positive and negative predictive values (PPV and NPV) of CXR findings for symptom development at 4 weeks and 6 months of age. Secondarily, we sought to establish whether CXR findings were associated with undergoing additional diagnostics during the initial observational hospital stay or prolonged postnatal hospital admission. Among 121 included patients, CXR showed no abnormalities in 35 (29%), nonspecific abnormalities in 23 (19%), and probable CLM in 63 (52%). The PPV of CXR in relation to symptom development at 4 weeks and 6 months was 0.05 and 0.25, respectively. Corresponding NPVs were 0.96 and 0.91. An association was identified between CXR findings and undergoing further diagnostics during the initial observational hospital stay (p = .047). Additional diagnostic findings did not influence clinical management. CXR findings were not associated with prolonged initial hospital stay (p = .40). The routine practice of postnatal CXR in asymptomatic patients with prenatally diagnosed CLM can be omitted, as CXR findings do not influence subsequent clinical management.

P-508 Management of incidental findings after preconception expanded carrier screening: identifying genetic predispositions to cancer and metabolic conditions in 8010 screened ART patients

Abstract Study question How do individuals and fertility clinics navigate incidental findings from Expanded Carrier Screening (ECS) in reproductive decision-making? Summary answer Incidental ECS findings prompted varied responses from patients and gamete donors, influencing diverse reproductive choices and underscoring the pivotal role of pre-test genetic counseling. What is known already ECS aims to assess reproductive risk in the general population for specific autosomal recessive and X-linked conditions. These manifest in infancy or early childhood and impact life expectancy or the quality of life. ECS results may guide interventions to avoid affected pregnancies, such as the implementation of preimplantation genetic testing of embryos (PGT-M). Additionally, ECS has the potential to uncover incidental findings with significant health implications, such as an elevated cancer risk or diagnosis. However, the lack of comprehensive reporting guidelines necessitates meticulous analysis to ensure effective clinical guidance for these individual findings. Study design, size, duration This retrospective descriptive study assessed the results of ECS tests performed in 5475 patients and 2535 oocyte and semen donors from four different fertility clinics between July 2017 and December 2023. ECS reports with incidental findings in the ATM, FH or LDLR genes were identified and further examined. We calculated individual and reproductive risks for affected individuals and recorded the subsequent clinical management pertaining to each case. Participants/materials, setting, methods Pre-test counselling was offered to both patients and gamete donors before consenting to ECS. Testing was outsourced to an external genetics laboratory using a panel of 309 genes analyzed through next generation sequencing and complementary molecular techniques. The laboratory reported pathogenic and likely pathogenic variants that were subsequently manually reviewed by an internal genetics committee. Personal and reproductive risks were assessed for each case and genetic counseling was provided in a subsequent meeting. Main results and the role of chance Genetic variants in ATM, FH, or LDLR genes were reported in 134 out of 8010 individuals undergoing ECS (1.67%). Among these, 108 variants were identified in patients: 53.7% (n = 58) in ATM, 19.4% in FH (n = 21), and 26.8% (n = 29) in LDLR. Out of the variants identified as incidental findings, 20/108 were actionable and eligible for PGT-M: 19 were associated with an increased risk for breast cancer and 1 for renal cancer. After being informed of the findings and their implications, 7/20 couples opted to revoke treatment as, according to internal policies, PGT-M was mandatory in such cases; 6/20 couples chose to undergo double gamete donation; 6/20 couples opted for PGT-M. Patients with pathogenic variants in LDLR linked to autosomal dominant inheritance for familial hypercholesterolemia (20/108, 18.5%), received follow-up guidelines and family genetic counseling. Pathogenic variants in ATM, FH, and LDLR were also identified in 26 gamete donors (24 oocyte donors and 2 sperm donors). Following internal review, 14 of these variants were considered incidental findings with an increased risk for breast cancer (13/14) or familial hypercholesterolemia (1/14), leading to the exclusion of these potential donors from the donation program. Limitations, reasons for caution The reproductive handling of incidental findings in our population relies on subjective decisions by the internal genetics committee, which may evolve with scientific advancements and recommendations from professional societies. Follow-up data on long-term reproductive outcomes are lacking. Wider implications of the findings This study reveals the diverse reproductive decisions made in response to incidental findings, underscoring the importance of pre-test genetic counseling. Our findings also highlight the subsequent impact on fertility programs, which may lead to the exclusion of gamete donors or patients choosing to revoke treatment. Trial registration number Not Applicable

Vascular compression syndromes in the abdomen and pelvis: a concise pictorial review.

Vascular compression syndromes are a diverse group of pathologies that can manifest asymptomatically and incidentally in otherwise healthy individuals or symptomatically with a spectrum of presentations. Due to their relative rarity, these syndromes are often poorly understood and overlooked. Early identification of these syndromes can have a significant impact on subsequent clinical management. This pictorial review provides a concise summary of seven vascular compression syndromes within the abdomen and pelvis including median arcuate ligament (MAL) syndrome, superior mesenteric artery (SMA) syndrome, nutcracker syndrome (NCS), May-Thurner syndrome (MTS), ureteropelvic junction obstruction (UPJO), vascular compression of the ureter, and portal biliopathy. The demographics, pathophysiology, predisposing factors, and expected treatment for each compression syndrome are reviewed. Salient imaging features of each entity are illustrated through imaging examples using multiple modalities including ultrasound, fluoroscopy, CT, and MRI.

Comparison of ultrasonography findings and fine needle aspiration biopsy results in benign-malign differentiation of thyroid nodules

Aims: The aim of this study was to compare the ultrasonography findings and cytology-histopathology findings of thyroid nodules undergoing a fine needle aspiration biopsy. Methods: The records of patients with thyroid nodules who underwent a fine needle aspiration biopsy between January 2023 and February 2024 in the Radiology Clinic were retrospectively analyzed. Patients with malign, benign, and atypia of undetermined significance on pathology were evaluated. The correlation and concordance between ultrasonography, cytology, and histopathology findings were investigated. Results: A total of 114 patients with biopsy pathology results of 75 (65.7%) benign, 21 (18.4%) malign, and 18 (15.7%) atypia of uncertain significance were evaluated. The study included 87 (76%) female and 27 (24%) male patients. The mean age of all patients was 53.04 years. There was no significant correlation between age, gender, nodule location, and pathology result. The presence of contour irregularity and microcalcification in the nodule was significant for malignancy (p<0.001). Conclusion: Ultrasonography is an effective diagnostic method to differentiate between benign-malign thyroid neoplasms. Ultrasound-guided fine needle aspiration biopsy has a high diagnostic rate. It is helpful in determining the subsequent clinical management option for most patients.

Effect of ordering thyroid-stimulating hormone levels on subsequent clinical management of internal medicine in-patients admitted with delirium

Effect of ordering thyroid-stimulating hormone levels on subsequent clinical management of internal medicine in-patients admitted with delirium

The Molecular Blueprint for Chronic Obstructive Pulmonary Disease (COPD): A New Paradigm for Diagnosis and Therapeutics.

The global prevalence of chronic obstructive pulmonary disease (COPD) has increased over the last decade and has emerged as the third leading cause of death worldwide. It is characterized by emphysema with prolonged airflow limitation. COPD patients are more susceptible to COVID-19 and increase the disease severity about four times. The most used drugs to treat it show numerous side effects, including immune suppression and infection. This review discusses a narrative opinion and critical review of COPD. We present different aspects of the disease, from cellular and inflammatory responses to cigarette smoking in COPD and signaling pathways. In addition, we highlighted various risk factors for developing COPD apart from smoking, like occupational exposure, pollutants, genetic factors, gender, etc. After the recent elucidation of the underlying inflammatory signaling pathways in COPD, new molecular targeted drug candidates for COPD are signal-transmitting substances. We further summarize recent developments in biomarker discovery for COPD and its implications for disease diagnosis. In addition, we discuss novel drug targets for COPD that could be explored for drug development and subsequent clinical management of cardiovascular disease and COVID-19, commonly associated with COPD. Our extensive analysis of COPD cause, etiology, diagnosis, and therapeutic will provide a better understanding of the disease and the development of effective therapeutic options. In-depth knowledge of the underlying mechanism will offer deeper insights into identifying novel molecular targets for developing potent therapeutics and biomarkers of disease diagnosis.

A systematic review of deep learning-based cervical cytology screening: from cell identification to whole slide image analysis

Cervical cancer is one of the most common cancers in daily life. Early detection and diagnosis can effectively help facilitate subsequent clinical treatment and management. With the growing advancement of artificial intelligence (AI) and deep learning (DL) techniques, an increasing number of computer-aided diagnosis (CAD) methods based on deep learning have been applied in cervical cytology screening. In this paper, we survey more than 80 publications since 2016 to provide a systematic and comprehensive review of DL-based cervical cytology screening. First, we provide a concise summary of the medical and biological knowledge pertaining to cervical cytology, since we hold a firm belief that a comprehensive biomedical understanding can significantly contribute to the development of CAD systems. Then, we collect a wide range of public cervical cytology datasets. Besides, image analysis approaches and applications including cervical cell identification, abnormal cell or area detection, cell region segmentation and cervical whole slide image diagnosis are summarized. Finally, we discuss the present obstacles and promising directions for future research in automated cervical cytology screening.

Diagnostic Role of Serum Golgi Protein 73 as a Biomarker for the Assessment of Significant Hepatic Fibrosis in Patients with Chronic Hepatitis B Infection

Abstract Background Significant fibrosis is the hallmark of progressive nature of chronic HBV infection. Therefore, it is fundamentally important to detect significant fibrosis accurately for decision on subsequent clinical management. Liver stiffness (LS) determined with Transient elastography (TE) and non-invasive indirect serum biomarkers (APRI score and FIB-4 Index) are most promising approaches in non- invasively evaluating significant liver fibrosis and minimizing the need of invasive liver biopsy. A recently introduced fibrosis biomarker in chronic liver diseases is Serum Golgi protein 73 (GP73). Aim The current study aimed at assessing the diagnostic accuracy of serum GP73 for significant fibrosis in antiviral-naïve HBV patients. Methods Forty patients who have never been treated for HBV infection were enrolled. They were subjected to full history, clinical, laboratory assessment and imaging by abdominal ultrasound. Serum Golgi protein 73 level were assessed for all patients and compared with APRI score, FIB-4 index results. Results Out of 40 patients who were enrolled, 65% % were males. The mean age was 43.78±11.58 years. 11 patients (27.5%) had significant liver fibrosis (≥ F2) and 29 patients (72.5%) had “No or Mild Fibrosis (<F2) as evidenced by both APRI and FIB-4. Our study showed Statistically significant correlation between APRI score and FIB-4 Index with age of the patients, haemoglobin level, Platelets, albumin, AST level, ALT level, INR and Direct bilirubin levels with p value <0.001 for the age, AST, ALT, Platelets and Albumin, with p value <0.015 for haemoglobin and Direct bilirubin and with p value <0.005 for INR By using Pearson Correlation Coefficient. Serum biomarker GP 73 showed statistically significant correlation with Age in years (P <0.005), AST level (P <0.017), ALT level (P <0.022) and Platelets (P <0.002) and statistically insignificant correlation with Haemoglobin, albumin level, INR, and direct bilirubin level. Conclusions Noninvasive simple biomarkers FIB-4, APRI and measurements of GP 73 can be used as good predictor of liver fibrosis in antiviral-naïve chronic HBV patients which can minimize the need for invasive liver biopsy in prediction of significant hepatic fibrosis.

Comparison of machine learning algorithms for the classification of spinal cord tumor.

Spinal cord Tumor has been characterized as a heterogeneous disease consisting of many different subtypes. The early diagnosis and prognosis of a cancer type have become a necessity in cancer research, as it can facilitate the subsequent clinical management of patients. The importance of classifying cancer patients into Bening or malignant has led many re- search teams, from the biomedical and the bioinformatics field, to study the application of machine learning (ML) methods. Therefore, these techniques have been utilized as an aim to model the progression and treatment of cancerous conditions. In addition, the ability of ML tools to detect key features from complex datasets reveals their importance. A variety of these techniques, Logistic regression, Support Vector Machines (SVMs), Decision Trees (DTs), Random forest classifier(RFs) have been widely applied in cancer research for the development of predictive models, resulting in effective and accurate decision making. Even though it is evident that the use of ML methods can improve our understanding of cancer progression, an appropriate level of validation is needed in order for these methods to be considered in the everyday clinical practice. In this work, we have discussed a predictive model based on various supervised ML techniques.

A Systematic Analysis of the Clinical Outcome Associated with Multiple Reclassified Desmosomal Gene Variants in Arrhythmogenic Right Ventricular Cardiomyopathy Patients

The presence of multiple pathogenic variants in desmosomal genes (DSC2, DSG2, DSP, JUP, and PKP2) in patients with arrhythmogenic right ventricular cardiomyopathy (ARVC) has been linked to a severe phenotype. However, the pathogenicity of variants is reclassified frequently, which may result in a changed clinical risk prediction. Here, we present the collection, reclassification, and clinical outcome correlation for the largest series of ARVC patients carrying multiple desmosomal pathogenic variants to date (n = 331). After reclassification, only 29% of patients remained carriers of two (likely) pathogenic variants. They reached the composite endpoint (ventricular arrhythmias, heart failure, and death) significantly earlier than patients with one or no remaining reclassified variant (hazard ratios of 1.9 and 1.8, respectively). Periodic reclassification of variants contributes to more accurate risk stratification and subsequent clinical management strategy.Graphical

Small-Cell Carcinoma of the Prostate - Challenges of Diagnosis and Treatment: A Next of Kin and Physician Perspective Piece.

This article was co-authored by a patient's relative describing their experiences of receiving a diagnosis and subsequent clinical management of a rare form of prostate cancer, neuroendocrine prostate cancer (NEPC). The difficulty of receiving this diagnosis, particularly as this was terminal with no options for systemic treatment, and experiences throughout this process are detailed. The relative's questions regarding the care of her partner, NEPC and clinical management are answered. The treating physician's perspective regarding clinical management is enclosed. Prostate cancer remains one of the most common cancer diagnoses, with small-cell carcinoma (SCC) of the prostate representing 0.5-2% of these. Prostatic SCC frequently develops in patients previously treated for prostate adenocarcinoma, more rarely arising de novo. Diagnosis and management present clinical challenges owing to its rarity, frequently aggressive disease course, lack of specific diagnostic and monitoring biomarkers, and treatment limitations. Current pathophysiological understanding of prostatic SCC, genomics and contemporary and evolving treatment options in addition to current guidelines are discussed. Written principally from the patient's relatives and physician experience with discussion of current evidence, diagnostic and treatment options, we hope this piece is informative for both patients and healthcare professionals alike.

Electrocardiographic markers of subclinical atrial fibrillation detected by implantable loop recorder

Abstract Funding Acknowledgements Type of funding sources: Foundation. Main funding source(s): The LOOP Study was funded by Innovation Fund Denmark [grant number 12-1352259], The Research Foundation for the Capital Region of Denmark, The Danish Heart Foundation [grant number 11-04-R83-A3363-22625], Aalborg University Talent Management Program, Arvid Nilssons Fond, Skibsreder Per Henriksen, R og Hustrus Fond, the European Union’s Horizon 2020 program [grant number 847770], Læge Sophus Carl Emil Friis og hustru Olga Doris Friis’ Legat, and an unrestricted grant from Medtronic. Background Atrial fibrillation (AF) is a well-known and treatable risk factor for stroke, which has sparked a substantial interest in AF screening. However, further insights into subclinical AF development are warranted to inform strategies of screening and subsequent clinical management upon AF detection. Purpose This study sought to identify 12-lead electrocardiogram (ECG) parameters associated with the onset, burden and progression of subclinical AF detected by long-term continuous monitoring. Methods We included AF-naïve individuals aged 70-90 years with ≥1 additional stroke risk factors (hypertension, diabetes, heart failure, or prior stroke) who underwent implantable loop recorder (ILR) monitoring in the LOOP Study. Using data from daily ILR recordings and computerized analysis of baseline ECG, we studied empirically selected ECG parameters for AF detection (≥6 minutes), cumulative AF burden, long-lasting AF (≥24 hours), and AF progression. Results Of 1370 individuals included, 419 (30.6%) developed AF during follow-up, with a mean cumulative AF burden of 1.5% [95% confidence interval (CI): 1.2-1.8%]. Several P-wave-related and ventricular ECG parameters were associated with new-onset AF as well as with cumulative AF burden in AF patients. P-wave duration (PWD), P-wave terminal force in lead V1, and interatrial block (IAB) further demonstrated significant associations with the risk of AF episode ≥24 hours. Among AF patients, we observed an overall reduction in cumulative AF burden over time (incidence rate ratio 0.70 [95% CI: 0.51-0.96]), whereas IAB was related to an increased risk of progression to AF episodes ≥24 hours (hazard ratio 1.86 [95% CI: 1.02-3.39]). Further spline analysis revealed longer PWD to also be associated with this progression in AF duration. Conclusions We identified several ECG parameters associated with new-onset AF detected by ILR. Especially PWD and IAB were robustly related to the onset and the burden of subclinical AF as well as progression over time.

Electrocardiographic markers of subclinical atrial fibrillation detected by implantable loop recorder: insights from the LOOP Study.

Insights into subclinical atrial fibrillation (AF) development are warranted to inform the strategies of screening and subsequent clinical management upon AF detection. Hence, this study sought to characterize the onset and progression of subclinical AF with respect to 12-lead electrocardiogram (ECG) parameters. We included AF-naïve individuals aged 70-90 years with additional stroke risk factors who underwent implantable loop recorder (ILR) monitoring in the LOOP Study. Using data from daily ILR recordings and the computerized analysis of baseline ECG, we studied empirically selected ECG parameters for AF detection (≥6 min), cumulative AF burden, long-lasting AF (≥24 h), and AF progression. Of 1370 individuals included, 419 (30.6%) developed AF during follow-up, with a mean cumulative AF burden of 1.5% [95% CI: 1.2-1.8]. Several P-wave-related and ventricular ECG parameters were associated with new-onset AF and with cumulative AF burden in AF patients. P-wave duration (PWD), P-wave terminal force in Lead V1, and interatrial block (IAB) further demonstrated significant associations with long-lasting AF. Among AF patients, we observed an overall reduction in cumulative AF burden over time (IRR 0.70 [95% CI: 0.51-0.96]), whereas IAB was related to an increased risk of progression to AF ≥24 h (HR 1.86 [95% CI: 1.02-3.39]). Further spline analysis also revealed longer PWD to be associated with this progression in AF duration. We identified several ECG parameters associated with new-onset subclinical AF detected by ILR. Especially PWD and IAB were robustly related to the onset and the burden of AF as well as progression over time.

Dopamine transporter single photon emission computed tomography (DaT-SPECT) use in the diagnosis and clinical management of parkinsonism: an 8-year retrospective study

IntroductionParkinson’s disease (PD) is a neurodegenerative movement disorder that is typically diagnosed clinically. DaT-SPECT scanning (DaT Scan) can be used when there is diagnostic difficulty differentiating from non-neurodegenerative Parkinsonism. This study assessed the effect of DaT Scan imaging on diagnosis and subsequent clinical management of these disorders.MethodsThis single-trust retrospective study involved 455 patients who had undergone DaT scans for investigation for Parkinsonism, between 01/01/2014 and 31/12/2021. Data collected included patient demographics, date of clinical assessment, scan report, pre-scan and post-scan diagnosis, and clinical management.ResultsThe mean age at scan was 70.5 years and 57% were male. The percentage of patients who had an abnormal scan result was 40% (n = 184), whilst 53% (n = 239) had a normal scan result, and 7% (n = 32) had an equivocal scan. Pre-scan diagnosis was consistent with scan results in 71% of cases of neurodegenerative Parkinsonism, whereas this figure was 64% for cases of non-neurodegenerative Parkinsonism. For all DaT scans, the diagnosis was changed in 37% of patients (n = 168), whilst the clinical management was changed in 42% of patients (n = 190). Change in management involved 63% starting dopaminergic medication, 5% stopping dopaminergic medications, and 31% undergoing other changes in management.ConclusionDaT imaging is useful for confirming the correct diagnosis and clinical management for patients with clinically indeterminate Parkinsonism. Pre-scan diagnoses were generally consistent with scan results.

Iatrogenic lumbosacral infiltration with petroleum (hydrodesulfurized heavy) with secondary intrathecal distribution—a case report

Petroleum is commonly used as a solvent, and primary intrathecal administration or secondary diffusion and subsequent clinical management has not been reported. We report the case of a male patient with intrathecal petroleum diffusion following accidental lumbar infiltration. After the onset of secondary myeloencephalopathy with coma and tetraparesis, continuous cranio-lumbar irrigation using an external ventricular and a lumbar drain was established. Cranial imaging revealed distinct supra- and infratentorial alterations. The patient improved slowly and was referred to rehabilitation. Intrathecal petroleum leads to myeloencephalopathy and continuous cranio-lumbar irrigation might be a safe treatment option.

Clinical impact of exome sequencing in the setting of a general pediatric ward for hospitalized children with suspected genetic disorders.

Background: Genetic conditions contribute a significant portion of disease etiologies in children admitted to general pediatric wards worldwide. While exome sequencing (ES) has improved clinical diagnosis and management over a variety of pediatric subspecialties, it is not yet routinely used by general pediatric hospitalists. We aim to investigate the impact of exome sequencing in sequencing-naive children suspected of having monogenic disorders while receiving inpatient care. Methods: We prospectively employed exome sequencing in children admitted to the general pediatric inpatient service at a large tertiary medical center in Israel. Genetic analysis was triggered by general and/or subspecialist pediatricians who were part of the primary inpatient team. We determined the diagnostic yield among children who were referred for exome sequencing and observed the effects of genetic diagnosis on medical care. Results: A total of fifty probands were evaluated and exome sequenced during the study period. The most common phenotypes included were neurodevelopmental (56%), gastrointestinal (34%), and congenital cardiac anomalies (24%). A molecular diagnosis was reached in 38% of patients. Among seven patients (37%), the molecular genetic diagnosis influenced subsequent clinical management already during admission or shortly following discharge. Conclusion: We identified a significant fraction of genetic etiologies among undiagnosed children admitted to the general pediatric ward. Our results support that early application of exome sequencing may be maximized by pediatric hospitalists' high index of suspicion for an underlying genetic etiology, prompting an in-house genetic evaluation. This framework should include a multidisciplinary co-management approach of the primary care team working alongside with subspecialties, geneticists and bioinformaticians.

Magnetic resonance imaging grading of pituitary macroadenoma – SIPAP classification revisited

BackgroundMagnetic resonance imaging (MRI) is regarded as the modality of choice in diagnosis of pituitary macroadenomas. Since surgery is the first line therapy for all pituitary adenomas, simple and reproducible MRI classification based on major directions of tumour growth is an essential tool. SIPAP MRI classification for pituitary adenoma describes tumor extension in parasellar, suprasellar, infrasellar, anterior and posterior directions. We, therefore, evaluated reproducibility of SIPAP classification in reporting of pituitary adenomas. MethodsForty-nine patients with biopsy-proven pituitary macroadenoma were graded according to SIPAP classification. Data was analyzed using Stata version 15. Interobserver variability was calculated using Cohen’s Kappa. Comparison between grading before and after treatment was performed by Chi-square test. P values < 0.05 were considered statistically significant. ResultsIndividual tumour extensions according to SIPAP for pre- and post-operative grading showed significant difference (p-value <0.001), except for anterior extension. For suprasellar extension, 67.3 % patients had pre-operative grade-3 and 63.3 % had post-operative grade-0. For infrasellar extension, 51.0 % had pre-operative grade-2 and 71.4 % had post-operative grade-0. Anterior, posterior and parasellar extensions showed increased frequency in grade-0 in post-operative stage compared to pre-operative. Substantial inter-observer agreement was achieved for Superior, Inferior, Anterior and Posterior extent with all Kappa statistics values above 0.7 (p-value <0.001). ConclusionWe propose incorporating simple and objective SIPAP classification in routine MR reporting for ideal pituitary tumour delineation, relationship to juxtasellar structures and tumour size, hence facilitating greater success rate in surgical and subsequent clinical management.

An Extensive Review on Cancer Detection using Machine Learning Algorithms

Machine Learning (ML) is a specific type of artificial intelligence that allows systems to learn from data and detect patterns without much human intervention. As technology expands, machine learning provides an exciting opportunity in the health sector to improve the accuracy of diagnoses, personalise health care. Cancer has been characterised as a heterogeneous disease consisting of many different subtypes. In cancer research, it has become a necessity to diagnose and prognosis the type of cancer as early as it can facilitate the subsequent clinical management of patients. To accomplish the detection of cancer properly there are certain techniques in Machine learning which have been widely applied in cancer research for the development of predictive models, resulting in effective and accurate decision making. SVM, KNN, DT, LR, CNN, ANN, RF, MLP etc are such types of techniques in ML to model the progression and treatment of cancerous conditions. Apart from ML techniques there are certain image processing tools that are being introduced to detect cancer. Getting a clear cut classification from a biopsy image is an inconvenient task as the pathologist must know the detailed features of a normal and the affected cells. In this paper we are going to review the effectiveness of these various kinds of ML approaches to detect different types of cancer in some previous research papers which have already been done. The analyses and assessment techniques of the selected papers are discussed and an appraisal of the findings presented to conclude the article.

225 PROGNOSTIC ROLE OF EARLY CARDIAC MAGNETIC RESONANCE IN MYOCARDIAL INFARCTION WITH NON-OBSTRUCTIVE CORONARY ARTERIES (MINOCA)

Abstract Background Myocardial infarction with non-obstructive coronary arteries (MINOCA) represents a significant proportion of acute myocardial infarction (AMI) population. MINOCA is a working diagnosis and an accurate investigation of the underlying causes should always be performed. In this setting, cardiac magnetic resonance (CMR) imaging plays a pivotal diagnostic role. However, a prognostic stratification based on the CMR findings in ischemic MINOCA is still unavailable. Purpose To evaluate the potential prognostic impact of specific CMR findings - especially ischemic late gadolinium enhancement (LGE) patterns - in order to look for measurable parameters that may guide the management of this still troubled clinical entity. Methods We assessed 461 MINOCA from January 2016 to June 2021. We excluded acute myocarditis, Tako-tsubo syndromes, cardiomyopathies, or non-pathological CMR. According to CMR findings, MINOCA were classified in two phenotypes: LGE-positive (an ischemic subendocardial or transmural LGE pattern) or LGE-negative (cases without LGE but exhibiting regional myocardial injury defined by myocardial edema in a coronary territory with a typically ischemic "wave-front" and/or regional wall motion abnormality consistent with coronary distribution). All-cause mortality, re-infarction, stroke, heart failure (HF) and the composite endpoint (MACE) were evaluated. Extended LGE was considered as the presence of &amp;gt;2 segments with transmural LGE. The mean follow-up was 36.1 ± 15.2 months and CMR was performed at a mean of 6 ± 2.9 days from the acute presentation. Results The final cohort included 175 MINOCA with a likely-ischemic etiology: 121 (69.1%) constituted the LGE-positive group. The mean age of the study population was 62.3 ± 12.9 years and more than 61% were females. During follow-up, HF (15.7% vs 1.9%, p=0.008) and MACE (20.7% vs 7.4%, p=0.029) occurred more frequently in MINOCA "LGE-positive" compared to the "LGE-negative" ones. Extended LGE was significantly more prevalent in patients with versus without subsequent HF. On multivariable Cox regression, extended LGE was an independent predictor of HF occurrence (HR 18.49, 95%CI 4.65–73.61, p &amp;lt; 0.001) and MACE (HR 14.64, 95%CI 3.91–54.86, p &amp;lt; 0.001). Conclusions Our data suggest that in MINOCA patients the detection of LGE is correlated with the incidence of major cardiovascular events and heart failure during long-term follow-up. In fact, LGE extension was identified as the strongest predictor of cardiac adverse events. The early execution of CMR is useful in the prognostic stratification of MINOCA and this could guide the subsequent clinical and therapeutic management.