1.Providing universal health care access to Filipinos region-wide using back propagation and recurrent neural networks for finding optimal locations to place rural health unit facilities in the Philippines.
Martina Therese R. Reyes ; Maria Regina Justina E. Estuar ; Jann Railey E. Montalan
Acta Medica Philippina 2026;60(2):7-14
BACKGROUND AND OBJECTIVE
Access to healthcare remains a challenge in most areas in the Philippines. Fifty-three percent (53%) of the Philippine population do not have access to a rural health unit (RHU) within a 30-minute travel t ime. As a response, the Department of Health (DOH) needs to construct an additional 2400 RHUs by 2025. This paper uses the Philippine Health Facility Development Plan 2020-2040 (PHFDP) as a reference to present a solution for locating sites for RHU placement in under-served areas using neural networks to meet the 30-minute travel time by maximizing population accessibility.
METHODSRHU accessibility was measured using geographic attributes as inputs to a back propagation neural network (BPNN) and a recurrent neural network (RNN): (1) land coverage and hazard data, representing geographical limitations; (2) population density and distribution, indicating demand for healthcare services; and (3) infrastructure-related features, such as road networks, points of interest, and the locations of existing RHUs, which influence healthcare accessibility. The models were trained to identify underserved areas and were implemented on a nationwide scale, excluding NCR, to locate candidate areas to increase population access to the new RHUs. The models were validated using a healthcare facility accessibility index (HCFAI) to assess RHU coverage improvement.
RESULTSThe BPNN showed stronger generalization across regions, achieving 79.1% average accuracy in distinguishing low from high accessible areas on Region 1 and identifying 1668 out of 3305 locations in the region as candidate sites. The RNN, better capturing unique regional characteristics, required separate training: 77.2% average accuracy on Region 1, identifying 1593 candidate sites. Our findings suggest expanding the use of land improves population access to healthcare facilities. Both models found more than the needed number of RHUs by 2040. The BPNN was more consistent than RNN to improve a region’s overall accessibility by increasing the HCFAI. The BPNN can increase population access to an RHU from 2.5-98.5% from its original population with access to an RHU.
CONCLUSIONThe study demonstrates the usage of geographic attributes and neural networks to improve healthcare accessibility. The BPNN and RNN are adequate algorithms to find under-served areas and candidate sites for RHU construction to maximize population accessibility. The HCFAI metric validates the locations to highlight which neural network maximizes more of the region’s populat ion. The study contributes to ongoing efforts to improve healthcare infrastructure and accessibility, offering datadriven recommendations for RHU locations.
Human ; Universal Health Care ; Rural Health ; Delivery Of Health Care ; Health Services Needs And Demand ; Health Facilities ; Algorithms ; Back
2.Quality of care among patients with acute heart failure at the emergency room and adherence of physicians at the University of the Philippines – Philippine General Hospital to the division of cardiovascular medicine – heart failure pathway:A retrospective cohort study.
Mark John D. Sabando ; Felix Eduardo R. Punzalan ; Frances Dominique V. Ho ; Tam Adrian P. Aya-ay ; Kevin Paul Da. Enriquez ; Marie Kirk A. Maramara ; Ronald Allan B. Roderos ; Lauren Kay M. Evangelista
Acta Medica Philippina 2026;60(2):22-32
OBJECTIVES
Clinical pathways (CPs) ensure adherence to heart failure (HF) management guidelines. To optimize quality care in a low resource setting, an evidence-based care pathway for the management of acute HF was implemented at the emergency department (ED) of the Philippine General Hospital (PGH), the designated national tertiary hospital and referral center. This study aimed to describe the characteristics of adults with acute HF admitted at the ED and evaluate the quality of care they received, measured using physician adherence to the hospital’s acute heart failure CP.
METHODSThis was a retrospective, descriptive cohort study. We reviewed the inpatient charts of all adult patients with acute HF admitted to the ED of the PGH and referred to the Division of Cardiovascular Medicine between December 1, 2022 and May 31, 2023. Quality of care was assessed based on adherence to quality indicators adapted from routine and conditional order sets detailed in the pathway. Descriptive statistics was utilized to describe patient characteristics, quality of care, and outcomes.
RESULTSTwo hundred thirty-six (236) patients were included, with a mean age of 51.8 years. Majority were male (53.4%); hypertension (61.4%) and ischemic heart disease (53.8%) were the most common comorbidities, and infection the most common precipitant of decompensation (60.6%). There were optimal adherence rates to routine orders, which included referrals to Internal Medicine and Cardiology, baseline vital signs monitoring, fluid intake and output monitoring, chest radiograph, complete blood count, blood urea nitrogen, sodium, potassium, prothrombin time, partial thromboplastin time, arterial blood gas, urinalysis, and N-terminal pro b-type natriuretic peptide. Conditional orders, such as oxygen support, focused echocardiography, thyroid - stimulating hormone, and the use of vasopressors, diuretics, and venous thromboembolism prophylactic agents, were optimally performed when warranted. However, we noted suboptimal adherence to certain resource-intensive conditional orders, such as hourly monitoring of urine output (61.4%), hooking to cardiac monitor (53.8%), and performance of 12-lead ECG within 10 minutes (56.8%). Further, only 43.9% of patients were referred to the intensive care unit. Troponin I, calcium, magnesium, and albumin were ordered in excess.
CONCLUSIONOverall adherence rate of physicians to the hospital’s Acute Heart Failure Pathway was satisfactory. Work is needed to improve adherence to hourly urine output monitoring, consistent hooking to cardiac monitor, and timely performance of 12-lead ECG – an effort that begins with expanding in-hospital diagnostic equipment and human resource supply. We recommend continuous pathway implementation with periodic evaluation and stakeholder feedback to further improve quality of care.
Human ; Male ; Female ; Middle Aged: 45-64 Yrs Old ; Adult ; Albumins ; Blood ; Blood Urea Nitrogen ; Calcium ; Cardiology ; Chart ; Charts ; Cohort Studies ; Critical Care ; Critical Pathways ; Diagnostic Equipment ; Disease ; Diuretics ; Echocardiography ; Electrocardiography ; Emergencies ; Emergency Service, Hospital ; Equipment And Supplies ; Evaluation Studies As Topic ; Feedback ; Heart ; Heart Diseases ; Heart Failure ; Hormones ; Hospitals ; Hospitals, General ; Humans ; Hypertension ; Indicators And Reagents ; Infection ; Infections ; Inpatients ; Intensive Care Units ; Internal Medicine ; Lead ; Magnesium ; Male ; Medicine ; Myocardial Ischemia ; Natriuretic Peptide, Brain ; Natriuretic Peptides ; Nitrogen ; Overall ; Oxygen ; Partial Thromboplastin Time ; Patients ; Peptides ; Philippines ; Physicians ; Potassium ; Prothrombin ; Prothrombin Time ; Quality Of Health Care ; Referral And Consultation ; Sodium ; Statistics ; Tertiary Care Centers ; Thorax ; Thromboembolism ; Thromboplastin ; Thyroid Gland ; Time ; Troponin ; Troponin I ; Universities ; Urea ; Urinalysis ; Urine ; Venous Thromboembolism ; Vital Signs ; Work ; Workforce
3.Bursts beneath the surface: Using the electrocardiogram as a blueprint to arrhythmogenesis.
Jose Donato A. MAGNO ; Michael Joseph F. AGBAYANI ; Jerome Joseph T. GALEON ; Amraphel L. NICOLAS ; Peter Carlo M. NIERRAS
Philippine Journal of Cardiology 2026;54(S1):82-84
The surface electrocardiogram (ECG) can provide many clues to a patient’s underlying medical condition or tendency for arrhythmogenesis. An 80-year-old man with severe aortic stenosis and an implantable cardioverter-defibrillator (ICD) for advanced heart block presented with burping, chest discomfort and intermittent pounding sensations. His ECG showed atrial fibrillation with intermittent ventricular pacing at 60 bpm characterized by irregularly irregular rhythm, absent P waves, narrow intrinsic QRS complexes alternating with wide-paced beats (left bundle branch block [LBBB] morphology, superior axis) and visible pacing spikes. Device interrogation revealed ventricular tachycardia (VT) storm with multiple appropriate ICD shocks explaining his pounding sensations. This report highlights two key teaching points: recognizing atrial fibrillation during ventricular pacing—a frequently missed diagnosis affecting nearly half of patients with pacemakers—and managing VT storm to reduce shock burden. After device reprogramming and antiarrhythmic adjustment, the patient became asymptomatic.
Human ; Male ; Aged: 65-79 Yrs Old ; Thorax ; Teaching ; Tachycardia, Ventricular ; Electrocardiography ; Atrial Fibrillation ; Bundle-branch Block ; Constriction, Pathologic
4.Ectopic Hepatocellular Carcinoma in the Mediastinum with Brain Metastasis: A Rare Case Report
Vidi Prasetyo Utomo ; Shinta Oktya Wardhani
Acta Medica Indonesiana 2026;58(1):88-93
Abstract
Ectopic hepatocellular carcinoma (EHCC) is an extremely rare neoplasm, especially in the mediastinum, which shares morphologic characteristics with intrahepatic hepatocellular carcinoma (HCC). Its clinical features remain unclear, posing significant diagnostic and therapeutic challenges. The prognosis is also unclear due to its rarity and potential variability. This study reports the first case of EHCC in the mediastinum with subsequent brain metastasis. A 50-year-old man presented with shoulder and chest discomfort persisting for 5 months, accompanied by progressive weight loss and fatigue over the preceding 2 years. Imaging showed a mediastinal mass initially suspected to be lymphoma due to its malignant characteristics. However, histopathological examination identified the lesion as HCC, supported by characteristic immunohistochemical markers, despite normal abdominal imaging. Two months later, the tumor progressed despite intensive radiotherapy, and the patient experienced recurrent seizures. Subsequent brain imaging confirmed multiple intracranial metastases. Unfortunately, the patient died 6 months after diagnosis. The ectopic liver is more susceptible to hepatocarcinogenesis than the main liver; this is attributed to its incomplete functional structure. EHCC can be considered as differential diagnosis of mediastinal masses, even when no intrahepatic HCC is found. The rarity of EHCC in the mediastinum poses difficulties in developing treatment protocols. This case emphasizes the diagnostic challenges and aggressive nature of ectopic HCC and the need for comprehensive management strategies. There are currently no definite guidelines regarding the diagnosis, treatment, and prognosis of EHCC.
ectopic hepatocellular carcinoma
;
mediastinum
;
metastasis
5.Clinical profile and outcomes of cardiac arrest patients resuscitated using a mechanical chest compression device (LUCAS) admitted in Asian Hospital and Medical Center: A descriptive study.
Rossel Anjelo A. AMBAL ; Hazel F. CASIMIRO ; Raymond John G. GUERRA ; Jaime Alfonso M. AHERRERA
Philippine Journal of Cardiology 2026;54(1):109-115
INTRODUCTION
Early, high-quality cardiopulmonary resuscitation (CPR) improves survival in cardiac arrest. In the Philippines, guidelines specify chest compression depth, but challenges like fatigue and limited staff affect outcomes. This has led to interest in devices like the LUCAS, a portable, battery-powered machine that provides consistent compressions. This study evaluates the clinical profile, outcomes and risks of patients treated with LUCAS at a private tertiary hospital in the Philippines.A
METHODSThis retrospective cohort study was conducted at a private tertiary hospital, reviewing records of patients who received LUCAS-assisted compressions (March 2023–September 2024) and manual compressions (March 2023–January 2024) based on inclusion criteria.
RESULTSOut of the 188 cases, 63 patients received mechanical cardiopulmonary resuscitation (mCPR) and 122 received manual compressions. Demographics were similar between the groups with notable differences in hypertension and coronary artery disease prevalence. The causes of arrest varied: arrhythmias and cardiogenic shock were more common in the mCPR group, while septic shock and COVID-19 were predominant in the manual compression group. The mCPR group showed higher survival rates, improved rhythm recovery and lower asystole rates. However, no significant differences in long-term survival or other vital signs were observed between the groups.
DISCUSSION AND CONCLUSIONThe study suggests mCPR may improve immediate outcomes, particularly in cases of arrhythmias and cardiogenic shock, though long-term effects remain unclear. Chest fractures were commonly observed in LUCAS recipients. As the first Philippine study on mechanical CPR, it highlights potential benefits and underscores the need for further research on its risks and broader applications.
Human ; Male ; Female ; Asian ; Heart Arrest ; Cardiopulmonary Resuscitation ; Thorax
6.Clinical profile and outcomes of cardiac arrest patients resuscitated using a mechanical chest compression device (LUCAS) admitted in Asian Hospital and Medical Center: A descriptive study.
Rossel Anjelo A. AMBAL ; Hazel F. CASIMIRO ; Raymond John G. GUERRA ; Jaime Alfonso M. AHERRERA
Philippine Journal of Cardiology 2026;54(1):109-115
INTRODUCTION
Early, high-quality cardiopulmonary resuscitation (CPR) improves survival in cardiac arrest. In the Philippines, guidelines specify chest compression depth, but challenges like fatigue and limited staff affect outcomes. This has led to interest in devices like the LUCAS, a portable, battery-powered machine that provides consistent compressions. This study evaluates the clinical profile, outcomes and risks of patients treated with LUCAS at a private tertiary hospital in the Philippines.A
METHODSThis retrospective cohort study was conducted at a private tertiary hospital, reviewing records of patients who received LUCAS-assisted compressions (March 2023–September 2024) and manual compressions (March 2023–January 2024) based on inclusion criteria.
RESULTSOut of the 188 cases, 63 patients received mechanical cardiopulmonary resuscitation (mCPR) and 122 received manual compressions. Demographics were similar between the groups with notable differences in hypertension and coronary artery disease prevalence. The causes of arrest varied: arrhythmias and cardiogenic shock were more common in the mCPR group, while septic shock and COVID-19 were predominant in the manual compression group. The mCPR group showed higher survival rates, improved rhythm recovery and lower asystole rates. However, no significant differences in long-term survival or other vital signs were observed between the groups.
DISCUSSION AND CONCLUSIONThe study suggests mCPR may improve immediate outcomes, particularly in cases of arrhythmias and cardiogenic shock, though long-term effects remain unclear. Chest fractures were commonly observed in LUCAS recipients. As the first Philippine study on mechanical CPR, it highlights potential benefits and underscores the need for further research on its risks and broader applications.
Human ; Male ; Female ; Asian ; Heart Arrest ; Cardiopulmonary Resuscitation ; Thorax
7.Acute dual therapeutic effects of the BKCa channel opener LDD175 on erectile dysfunction and lower urinary tract symptoms in chronic pelvic ischemia: a preliminary study.
Jiwoong YU ; Mee Ree CHAE ; Deok Hyun HAN ; Su Jeong KANG ; Jimin SHIN ; Hyun Hwan SUNG
Asian Journal of Andrology 2025;27(6):714-722
Recent studies have revealed a significant relationship between erectile dysfunction (ED) and lower urinary tract symptoms (LUTS), both of which commonly affect middle-aged and older men. These conditions share underlying causes, particularly endothelial dysfunction, atherosclerosis, and chronic pelvic ischemia (CPI). This study investigated the therapeutic potential of LDD175, a large-conductance Ca 2+ -activated K + channel (BKCa channel) opener, in simultaneously treating both conditions using a CPI animal model of male Sprague Dawley rats. Our study investigated the induction of CPI through surgical endothelial damage combined with a high-cholesterol diet. We assessed erectile and voiding functions by measuring intracavernosal pressure (ICP) and intraurethral pressure (IUP), respectively, after nerve stimulation. We performed histological examinations of vascular changes and western blot analyses of cavernous and prostate tissues to understand the underlying mechanisms. This study evaluated the effectiveness of LDD175 compared to standard treatments, such as sildenafil for ED and tamsulosin for LUTS. Therefore, the CPI model successfully demonstrated ED and LUTS symptoms with decreased ICP and increased IUP. Analysis revealed elevated levels of hypoxia-inducible factor-1α, transforming growth factor-β1 and β2 in cavernous tissue, and increased α1A-adrenoceptor expression in prostate tissue. LDD175 administration showed promising results, with dose-dependent improvements in ICP and IUP, and therapeutic effects comparable to those of established treatments. Our findings suggest a novel therapeutic approach that can simultaneously address ED and LUTS, opening new possibilities for clinical application in the treatment of these interconnected conditions.
Male
;
Animals
;
Erectile Dysfunction/etiology*
;
Rats, Sprague-Dawley
;
Lower Urinary Tract Symptoms/etiology*
;
Ischemia/drug therapy*
;
Rats
;
Tamsulosin
;
Hypoxia-Inducible Factor 1, alpha Subunit/drug effects*
;
Sildenafil Citrate/therapeutic use*
;
Penis/blood supply*
;
Disease Models, Animal
;
Transforming Growth Factor beta1/metabolism*
;
Pelvis/blood supply*
;
Prostate/metabolism*
;
Sulfonamides/therapeutic use*
;
Large-Conductance Calcium-Activated Potassium Channels/agonists*
8.Research Progress on Imaging Diagnosis of Non-small Cell Lung Cancer Which Invades Pleura or Chest Wall.
Chinese Journal of Lung Cancer 2025;28(2):131-137
Accurate staging is the fundamental basis for the treatment and prognosis of non-small cell lung cancer (NSCLC), and whether the tumor involves the pleura or chest wall is a critical aspect in assessing the staging of peripheral lung cancer. Imaging techniques such as computed tomography (CT), magnetic resonance imaging (MRI), ultrasound (US) and positron emission tomography (PET) are widely used to determine pleural invasion in NSCLC. There has been an increasing number of studies evaluating whether NSCLC invades the pleura and the extent of such invasion. This article provides a review of the staging and the imaging diagnostic criteria of pleural invasion, aiming to offer references for peers in the precise diagnosis of pleural or chest wall invasion.
.
Humans
;
Carcinoma, Non-Small-Cell Lung/diagnosis*
;
Lung Neoplasms/diagnosis*
;
Thoracic Wall/diagnostic imaging*
;
Pleura/diagnostic imaging*
;
Neoplasm Invasiveness
;
Tomography, X-Ray Computed
9.Predictive value of bpMRI for pelvic lymph node metastasis in prostate cancer patients with PSA≤20 μg/L.
Lai DONG ; Rong-Jie SHI ; Jin-Wei SHANG ; Zhi-Yi SHEN ; Kai-Yu ZHANG ; Cheng-Long ZHANG ; Bin YANG ; Tian-Bao HUANG ; Ya-Min WANG ; Rui-Zhe ZHAO ; Wei XIA ; Shang-Qian WANG ; Gong CHENG ; Li-Xin HUA
National Journal of Andrology 2025;31(5):426-431
Objective: The aim of this study is to explore the predictive value of biparametric magnetic resonance imaging(bpMRI)for pelvic lymph node metastasis in prostate cancer patients with PSA≤20 μg/L and establish a nomogram. Methods: The imaging data and clinical data of 363 patients undergoing radical prostatectomy and pelvic lymph node dissection in the First Affiliated Hospital of Nanjing Medical University from July 2018 to December 2023 were retrospectively analyzed. Univariate analysis and multivariate logistic regression were used to screen independent risk factors for pelvic lymph node metastasis in prostate cancer, and a nomogram of the clinical prediction model was established. Calibration curves were drawn to evaluate the accuracy of the model. Results: Multivariate logistic regression analysis showed extrocapusular extension (OR=8.08,95%CI=2.62-24.97, P<0.01), enlargement of pelvic lymph nodes (OR=4.45,95%CI=1.16-17.11,P=0.030), and biopsy ISUP grade(OR=1.97,95%CI=1.12-3.46, P=0.018)were independent risk factors for pelvic lymph node metastasis. The C-index of the prediction model was 0.834, which indicated that the model had a good prediction ability. The actual value of the model calibration curve and the prediction probability of the model fitted well, indicating that the model had a good accuracy. Further analysis of DCA curve showed that the model had good clinical application value when the risk threshold ranged from 0.05 to 0.70.Conclusion: For prostate cancer patients with PSA≤20 μg/L, bpMRI has a good predictive value for the pelvic lymph node metastasis of prostate cancer with extrocapusular extension, enlargement of pelvic lymph nodes and ISUP grade≥4.
Humans
;
Male
;
Prostatic Neoplasms/diagnostic imaging*
;
Lymphatic Metastasis
;
Retrospective Studies
;
Nomograms
;
Prostate-Specific Antigen/blood*
;
Lymph Nodes/pathology*
;
Pelvis
;
Predictive Value of Tests
;
Prostatectomy
;
Lymph Node Excision
;
Risk Factors
;
Magnetic Resonance Imaging
;
Logistic Models
;
Middle Aged
;
Aged
10.Expert consensus on the protection of pelvic organ function in rectal cancer surgery (version 2025).
Chinese Journal of Gastrointestinal Surgery 2025;28(6):575-586
With the development of surgical techniques, adjuvant therapy and neoadjuvant therapy, the survival time of rectal cancer patients after surgery has been significantly improved, but organ dysfunction is still an important problem affecting the quality of life of patients after surgery. With the continuous deepening of clinical research and practice and the updating of relevant theories, more detailed and reliable evidence-based medical evidence has been accumulated in the field of pelvic organ function protection in rectal cancer surgery, and has been continuously verified in the clinical real world at home and abroad. In order to further improve the awareness of domestic physicians on the protection of organ function during the treatment of rectal cancer, standardize the evaluation methods and surgical methods, reduce the incidence of organ dysfunction, and thus improve the quality of life of patients, Society of Colon & Rectal Surgeons of Chinese College of Surgeons of Chinese Medical Doctor Association, Section of Colorectal Surgery of Branch of Surgery of Chinese Medical Association, National Health Commission Capacity Building and Continuing Education Center Colorectal Surgery Committee, and Colorectal and Anal Function Surgeons Committee of China Sexology Association organized the discussion among relevant experts. On the basis of the 2021 edition of the Chinese Expert Consensus on the Protection of Pelvic Organ Function in Rectal Cancer Surgery, the recent evidence-based medical evidence was analyzed and summarized, and the definition, risk factors, evaluation methods, prevention and other issues of organ dysfunction after rectal cancer surgery were analyzed with reference to relevant domestic and foreign studies and combined with clinical practice. Proposed the diagnosis, evaluation and treatment of pelvic organ dysfunction in rectal cancer surgery, and finally formed the "Chinese expert Consensus on the protection of pelvic organ function in rectal cancer surgery (version 2025)".
Humans
;
Rectal Neoplasms/surgery*
;
Consensus
;
Pelvis/physiopathology*
;
Quality of Life
;
Postoperative Complications/prevention & control*


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