United States

Background:
Cervical artery dissection (CAD), including vertebral artery dissection (VAD), accounts for up to 25% of ischemic strokes in individuals under 45 years. Stroke risk following dissection is highest in the first two weeks, with a 1.25% absolute risk, decreasing to 0.18% by weeks 3–4 and becoming negligible thereafter. Delayed stroke beyond four weeks is rare but may result from persistent arterial wall instability, delayed thrombus formation, or genetic predispositions such as connective tissue disorders. Early diagnosis remains challenging due to non-specific symptoms, with misdiagnosis rates as high as 25%.

Case Presentation:
A 28-year-old male with no significant past medical history presented with acute right-sided weakness, facial droop, slurred speech, and amnesia. Imaging revealed a left P2 posterior cerebral artery occlusion, left vertebral artery occlusion, and left VAD. MRI showed infarcts in the left posterior inferior cerebellum, parahippocampal gyrus with hemorrhagic conversion, and left thalamus with petechial hemorrhage.

He underwent successful mechanical thrombectomy (TICI 3), with near-complete recovery except for mild sensory deficits. Notably, his only prior relevant history was a motor vehicle accident in 2018 and a concussion 7 months prior. Hypercoagulable workup was negative. There was no evidence of recent neck trauma, chiropractic manipulation, or family history of vascular disease.

He was diagnosed with ischemic stroke due to thromboembolism from VAD, despite the significant time lapse from prior minor trauma. He was treated with dual antiplatelet therapy for 90 days, followed by aspirin monotherapy for secondary prevention.

Discussion:
This case challenges the notion that stroke risk from VAD is negligible beyond four weeks. While most events occur early, delayed presentations like this suggest persistent thromboembolic risk in select individuals, possibly due to unresolved vascular injury or predisposition.

Current diagnostic approaches may miss such cases if relying solely on the traditional four-week cutoff. This case highlights the importance of considering vascular imaging in young patients with prior minor trauma or concussion, regardless of time elapsed. Clinicians must remain vigilant for subtle presentations of VAD and may need to extend monitoring and antithrombotic therapy in high-risk cases.

Further research is needed to define the optimal duration of antithrombotic therapy and identify patients at risk for delayed complications. Even remote minor trauma may predispose young patients to delayed stroke from vertebral artery dissection. Vascular imaging should be considered regardless of the time since injury, and prolonged antithrombotic therapy may be warranted in select cases to prevent catastrophic outcomes.

AMA Research Challenge 2025 

The Silent Countdown: When A Dormant Dissection Strikes A Young Brain

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AMA Research Challenge 2022

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Background
Invasive candidiasis is a growing health threat. In the last five years, the WHO has prioritized fungal pathogens, and the CDC has reported a more than 80% increase in nosocomial Candida infections. With resistance to first-line antimycotics also rising, new treatment and prophylactic measures are needed. Glycogen synthase kinase (GSK) is a potential target for fungal pathogens. Some GSK inhibitors have passed Phase 1 clinical trials for indications like bipolar disorder and Alzheimer’s disease. If the safety profiles of potential fungal medication are favorable, or if a potential medication has selectivity for fungal homologs of GSK, fungal GSK could be a novel drug target. Not much is known about the moonlighting functions of Candida GSK. This work screens GSK inhibitors against Candida to examine cell growth inhibition.

Methods
Candida parapsilosis (ATCC 22019) was grown planktonically in YM broth, containing penicillin and streptomycin, at 33°C. GSK inhibitors were purchased from AOBIOUS (Gloucester, MA) and dissolved in DSMO, with a final culture concentration of 0.5% DMSO. Inhibitor screens were run in triplicate in a clear, flat-bottom 96-well plate, and growth/inhibition was monitored by
OD600. Glycogen content in cell cultures was monitored by absorbance at 660 nm after iodine/potassium iodide stain. 

Results
Several GSK inhibitors, including tideglusib, were found to slow or block Candida growth at micromolar concentrations. Some GSK inhibitors had activities comparable to known antifungal agents tested. GSK inhibitors tested encompassed diversity in molecular structure, though some molecules like tideglusib and TDZD-8 shared pharmacophores. Besides inhibiting growth, treatment of GSK inhibitors at sub-MIC concentrations resulted in lower glycogen content.

Conclusion
Our results indicate growth inhibition of Candida with GSK inhibitors. This work is foundation chemical biology studies to elucidate moonlighting functions of fungal GSK. Next steps will be to perform synergy screens to test if the GSK inhibitors increase or decrease bioactivity of known antifungals, and vice versa. Future directions also include pursuing cloning of Candida GSK for biochemical screens of the active compounds.

Back to the Fungimentals: Antimycotic Activity of Glycogen Synthase Kinase

Breast cancer remains a leading cause of cancer-related morbidity in women worldwide, yet early detection through optimal imaging remains challenging for many patients. While MRI provides superior soft tissue contrast and sensitivity for detecting small lesions, its clinical utility is often limited by cost and accessibility. Conversely, mammography is widely accessible but offers limited soft tissue differentiation. Recent studies have demonstrated Generative Adversarial Networks’ (GANs) success in medical imaging translation, yet no prior work has validated synthetic breast MRI generation using clinical-grade segmentation tools. This disparity creates a critical gap where patients who could benefit from MRI-quality imaging cannot access it, potentially delaying diagnosis.
To address this clinical challenge, our objective was to develop and clinically validate a CycleGAN framework for generating synthetic breast MRI from mammography. We developed a novel computational framework using CycleGAN-based deep learning to generate synthetic MRI data from standard mammograms. Our approach leverages the shared anatomical features between these modalities while accounting for their distinct imaging characteristics. We trained our model using 500 MRIs from the Duke Breast Cancer MRI dataset and 500 mammograms from the NIH Breast Cancer Screening DBT dataset. By utilizing unpaired image translation techniques, the model eliminates the need for pixel-matched multimodal datasets—a significant barrier in medical AI development.
The synthetic MRI images underwent validation using two clinical-grade segmentation models: MedSAM2 and MONAI. Results demonstrated synthetic tumor regions showing only 0.2% average deviation from ground truth annotations (standard deviation 0.3%). Spatial alignment analysis revealed that 80% of predicted tumor pixels fell within clinically acceptable bounds of radiologist-annotated regions, with an average normalized distance of 7% from tumor boundaries. Additionally, Jacobian determinant analysis revealed comparable local deformation characteristics between synthetic and ground truth images (mean values: MG 1.86 ± 2.7, MRI 2.11 ± 2.7), confirming preservation of anatomical transformation fidelity.
These findings suggest our synthetic MRI approach could democratize access to MRI-quality diagnostic information without the associated costs. The technology addresses the critical scarcity of paired multimodal imaging data while creating new possibilities for enhanced diagnostic workflows. By generating MRI-equivalent representations from readily available mammograms, this framework could particularly benefit underserved populations and resource-limited settings where MRI access remains prohibitive. Our computational approach represents a significant step toward bridging imaging modalities, not only in breast cancer diagnosis, but extrapolation to other diagnoses as well.


Clinical Validation of Synthetic Breast MRI: Multiplatform Segmentation Assessment

Background: Atrial fibrillation affects 38 million individuals worldwide, with dofetilide representing a cornerstone class III antiarrhythmic therapy. Current safety protocols mandate three-day inpatient monitoring for torsades de pointes (TdP) during drug initiation. Traditional risk stratification relies on static baseline QTc measurements, which inadequately predict proarrhythmic susceptibility during incremental dosing. Critically, 24% of TdP cases occur after the initial three-day period, indicating that current approaches fail to identify risk beyond discharge. Improved risk stratification methods are needed for delayed proarrhythmic events. We hypothesized that dynamic QTc changes during dofetilide loading would demonstrate significant predictive accuracy for identifying patients at risk for adverse events.
Methods: We conducted a retrospective cohort study of 101 consecutive atrial fibrillation patients admitted for dofetilide initiation(July 2022-August 2023). The primary composite endpoint included drug discontinuation or adverse ECG parameters (QTc >500ms and/or ventricular arrhythmia). Receiver operating characteristic curve analysis determined optimal QTc change thresholds. Multivariable logistic regression models, adjusted for gender, heart failure status, baseline creatinine clearance, and baseline QTc, assessed predictive value of QTc changes after sequential doses. Study limitations include single-center design and retrospective methodology potentially limiting generalizability.
Results: The cohort demonstrated median age 71.0 years (IQR 63.0-75.0), with 30.7% female participants and mean baseline QTc 440.9±32.6 ms. Forty-six patients (45.5%) experienced the composite endpoint. First-dose absolute QTc increases >48.0ms demonstrated exceptional predictive performance (aOR 17.24, 95% CI 4.34-68.53, p<0.001) with high specificity (83.6%) and overall accuracy (73.3%). First-dose percentage increases >10.54% showed equivalent discriminatory capability (aOR 18.66, 95% CI 4.66-74.75, p<0.001). Cumulative QTc changes from baseline to second dose >50.0ms (aOR 11.01, 95% CI 3.32-36.47, p<0.001) and >11.24% (aOR 10.74, 95% CI 3.23-35.68, p<0.001) maintained robust predictive associations.
Conclusion: Dynamic QTc changes demonstrate superior predictive capability compared to static baseline measurements for identifying high-risk patients, with adjusted odds ratios exceeding 10.0 for clinically actionable thresholds. These threshold-based biomarkers enable precision risk stratification that could facilitate targeted continuous mobile ECG monitoring during the vulnerable post-discharge period. Since nearly one-quarter of TdP cases occur after standard monitoring ends, dynamic QTc-guided algorithms with continuous surveillance may substantially improve patient safety outcomes while optimizing resource allocation. Prospective validation studies are warranted to establish clinical implementation protocols for this precision-based monitoring approach.

ECG QTc Biomarkers Predict Adverse Events During Inpatient Dofetilide Drug Loading

Background: Seborrheic keratoses (SKs) are common benign epidermal tumors that can cause significant cosmetic concerns or irritation. Although non-malignant, their appearance often leads patients to seek removal.

Purpose of Study: The purpose of this study is to provide an updated review of current and emerging treatments for seborrheic keratosis, evaluating their effectiveness, safety profiles, and impact on patient satisfaction to guide personalized, evidence-based management.

Methods: We performed a comprehensive literature review of SK treatments published from 2000 to 2025 using PubMed and major dermatology journals. Key outcomes assessed included treatment effectiveness, recurrence rates, adverse effects, and patient-reported satisfaction.

Results: Traditional treatments—such as cryotherapy, shave excision, and curettage—remain effective but are associated with risks of pigmentary changes or scarring. Recently, non-invasive therapies like topical hydrogen peroxide 40% solution have shown promise in randomized trials, offering comparable clearance rates with minimal downtime. Laser treatments, including Er:YAG and CO₂ lasers, are effective but cost-prohibitive for some patients. Patient satisfaction is highest with treatments that minimize pain, downtime, and post-treatment pigmentation changes.

Discussion: Choice of SK treatment should consider patient skin type, lesion location, cost, and cosmetic goals. Emerging therapies provide effective alternatives to traditional destructive methods, particularly for patients concerned about scarring or dyspigmentation.

Conclusion: Management of SKs is evolving beyond traditional modalities. Newer options, such as hydrogen peroxide 40%, provide effective, well-tolerated alternatives. A personalized approach based on patient preferences and lesion characteristics optimizes outcomes and satisfaction. Further studies comparing long-term efficacy and safety across treatment options are needed.

Advances in Seborrheic Keratosis Treatment Options

Abstract Title
A Cadaveric Study Indicates That Lower Intercostal Nerves (T11 and T12) Have Sufficient Lengths and Diameters for Pudendal Nerve Coaptation

Background
Pudendal nerve injury can cause debilitating bladder and fecal incontinence and sexual dysfunction. It is known that intercostal nerves can be transferred to S2-S3 roots for functional restoration. We sought to determine the feasibility of T11 and T12 intercostal-to-pudendal nerve transfer, using a posterior approach (deep to gluteus maximus). We hypothesized the intercostals would have sufficient tensionless length and diameter for coaptation to pudendal nerves.

Methods
Twenty-one fixed cadavers (9 female, 12 male) were included. With cadavers prone, lower ribs were palpated, and T11/T12 were dissected from deep to erector spinae muscles and followed laterally. After repositioning supine, nerves were followed ventrally, freed, and “transferred” to the ischial spine. Measurements included: distance from intercostal nerve exits from erector spinae to ischial spines and to terminus, and diameters at the same landmarks. Mixed-effects model statistics were used.

Results
Distances from the erector spinae to ischial spines were longer for T11 than for T12; total lengths exceeded the distance to ischial spines; and T11 was longer than T12 (p=0.01). Mean diameters of T11/T12 at ischial spines or termini did not differ. When data was stratified by sex, distances to ischial spines were longer in males, as was T12’s total length. Male T12 nerves were wider at terminus. In cases of multiple terminal branches, at least one branch reached the ischial spine.

Conclusion
Using a posterior access, both T11 and T12 showed sufficient length and diameter to serve as donor nerves for coaptation to pudendal nerves. The diameter of each intercostal nerve at the level of the pudendal was less than the known diameter of the pudendal nerve. We suggest that T11 and T12 could be combined post-transfer for optimal restoration of end-organ function.

A Cadaveric Study Indicates That Lower Intercostal Nerves (T11 and T12) Have Sufficient Lengths and Diameters for Pudendal Nerve Coaptation

Background

Ovarian clear cell carcinoma (OCCC) is a rare subtype of epithelial ovarian cancer, accounting for 5–10% of cases in North America and up to 30% in East Asia. It is often associated with endometriosis and typically presents at an advanced stage. Prognosis is poor due to inherent resistance to platinum-based chemotherapy, late detection, and potential lymphatic spread. This case highlights delayed diagnosis of metastatic OCCC initially presenting as chronic thigh pain.

Case Presentation

A 66-year-old woman with stage III OCCC, previously treated with chemotherapy and radical hysterectomy, presented after a fall with diffuse left-sided musculoskeletal pain. Imaging showed degenerative joint changes and partial tendon tears but no acute fractures. Despite symptom improvement with physical therapy and injections, severe upper thigh pain persisted, predating her fall.

Concern for L3 radiculopathy led to lumbar spine MRI, which revealed a 6.7 cm paravertebral mass invading the L5–S1 vertebrae and encasing lumbar nerve roots. CT confirmed extension into the left psoas muscle and iliac vessels. Biopsy showed metastatic OCCC. Surgery was not feasible due to the tumor’s location and extent, so palliative radiation was administered. She received 71 cGy over 36 days using a targeted dosing strategy. One-month post-treatment, imaging showed marked tumor shrinkage and her thigh pain resolved. Follow-up imaging was deferred after the patient sustained cervical fractures in a separate fall.

Discussion

OCCC is the most chemoresistant epithelial ovarian subtype, often diagnosed late due to vague symptoms and lack of effective screening. Metastatic spread to lymph nodes or retroperitoneal structures, as seen in this case, is uncommon and can present as nonspecific pain, complicating timely diagnosis.
Immunohistochemistry is essential for accurate diagnosis, distinguishing OCCC (positive for HNF1B; negative for WT1, ER, PR, and p53) from high-grade serous carcinoma, which may respond better to chemotherapy. Misdiagnosis can delay appropriate care.
Currently, treatment for OCCC mirrors that of other ovarian cancers, though outcomes are poorer. Research into targeted therapies—such as angiogenesis inhibitors and metabolic pathway blockers—is underway. Agents like sunitinib show early promise. Additionally, identification of serum biomarkers (e.g., HAVCR1, IGFBP1, NEU3) may aid in earlier detection and monitoring.
This case illustrates the need for heightened clinical suspicion when evaluating unexplained chronic pain in patients with a history of OCCC and supports the pursuit of biomarker-driven screening and individualized treatment approaches.


Leg Pain in the Setting of Metastatic Clear Cell Carcinoma

Abstract Title

Gut-Feeling: A Cerebellar Infarct Masquerading as Gastrointestinal Illness

Background

Posterior circulation strokes, particularly those involving the cerebellum, can present with non-specific symptoms such as vertigo, nausea, vomiting, and headache, and may lack focal neurological findings. These symptoms often mimic benign gastrointestinal or vestibular conditions like viral gastroenteritis or labyrinthitis, leading to diagnostic delays. The compact anatomy of the posterior fossa increases the risk for rapid clinical deterioration from mass effect or hydrocephalus, making early identification critical. Up to one-third of cerebellar infarcts are missed on initial evaluation, especially when neuroimaging is delayed or not obtained.

Case Presentation
A 56-year-old woman with a medical history of hypertension, type 2 diabetes, and hypothyroidism presented to the emergency department with four days of dizziness, headache, nausea, vomiting, and heartburn. She denied neurological symptoms, chest pain, fever, or visual disturbances. Abdominal physical examination showed a non-distended, soft depressible abdomen. Neurologic examination was non-focal, with no evidence of gait ataxia, dysmetria, or nystagmus. Laboratory evaluation was notable for microcytic anemia, elevated RDW, neutrophilia/lymphopenia, hyperglycemia, and transaminitis. She had gastritis and peptic ulcer disease a month ago, so an abdominal and pelvic CT was obtained but produced no abnormalities. With ongoing symptoms, Non-Contrast Head CT as well as With/Without Contrast MRI of the Brain confirmed an infarct in the left cerebellar hemisphere. The patient was discharged with outpatient neurosurgical follow-up.

Discussion
This case highlights how cerebellar infarction may mimic gastrointestinal pathology, leading to missed or delayed diagnosis. The posterior vermis and nodulus have direct functional/anatomical connections with the central vestibular system and the brainstem vomiting centers, which normally mediate emesis. Without classical signs such as ataxia or nystagmus, the diagnosis of a cerebellar stroke may be delayed. The posterior fossa’s compact anatomy and subtle symptomatology require high clinical suspicion and early imaging to avoid missing potentially life-threatening strokes in acute settings here as per the American Stroke Association. Noncontrast CT, commonly used acute stroke evaluation, has low sensitivity for detecting early posterior ischemia. MRI with diffusion-weighted imaging is significantly more sensitive but is not always performed initially. The omission of detailed cerebellar assessment further contributes to misdiagnosis. Younger patients as well as patients seen by non-neurologists have a higher risk for missed misdiagnosis. This case emphasizes the importance of considering posterior circulation infarcts in patients with persistent vertiginous or emetic symptoms, particularly when GI workup is unrevealing, to ensure timely neurologic evaluation and appropriate management.

Gut-Feeling: A Cerebellar Infarct Masquerading as Gastrointestinal Illness

Background 
Immune-checkpoint inhibitors (ICIs), including nivolumab, have revolutionized the treatment of advanced melanoma. However, their expanding use has led to a rise in the incidence of immune-related adverse events (irAEs), which can affect multiple organs and mimic systemic illnesses such as sepsis. Prompt recognition and appropriate management result in favorable outcomes. 

Case Presentation 
A 56-year-old female with stage IIIB melanoma of the left leg presented with acute confusion 24 hours post-infusion of nivolumab (OPDIVO 480 mg) — prior regimens included the combination of nivolumab + ipilimumab and nivolumab + relatlimab for the past 10 months—. 
On presentation: T-104°F, RR-32, SpO₂-89% → 95%- O₂ 2 L/min, HR-115, BP-75/42 mmHg, refractory to IV fluids resuscitation (30 cc/kg) requiring norepinephrine (0.63 mcg/kg/min). In addition to the known melanoma lesion, a diffuse erythematous rash involving the face, neck, chest, and extremities was noticed. Urine output was 0 cc/kg/hr. 
Labs showed WBC 23.20 (8.48), procalcitonin 10, lactic acid 3.4, CRP 15.8, LDH 303, Cr 2.94 → 3.52 (baseline 0.68), BUN 18 → 20, GFR 18 → 14 (baseline 102), HCO₃ 18 → 17, bilirubin 2.2 → 1.7, albumin 2.9 → 2.4, with normal ESR 15, calcium 9.0, and uric acid 5.3. 
Urinalysis showed hematuria, pyuria, proteinuria +, and amorphous crystals. FeNa suggested intrinsic renal injury. Nephrotoxic drugs, infection, obstruction, among other etiologies were ruled out. 
Troponin rose from 77 → 416 → 1295. ECG: sinus tachycardia, and echocardiogram: hyperdynamic LVEF:70%. 
CT chest/abdomen revealed new diffuse bilateral ground-glass opacities and colonic wall thickening. 
Empiric high-dose IV corticosteroids were initiated for suspected ICI-induced ATIN, leading to rapid clinical improvement within 24 hours and full renal recovery by day 5. 

Discussion 
This case highlights the diagnostic challenge of distinguishing irAEs with multiorgan involvement from systemic illness such as sepsis. Early recognition reduces the unnecessary use of antibiotics and escalation. The patient lacked traditional ICI-AKI/ATIN risk factors: age, gender, comorbidities, low GFR, gastrointestinal loss, and drugs, being the combination of PD1-CTLA-4 inhibitors and long-term therapy with Nivolumab the only recognized factors. ICI-induced ATIN often presents later during the course of therapy, reinforcing the role of time and cumulative dose as dependent effects. Avoiding other nephrotoxic drugs reduces the risk of ICI-induced ATIN. Corticosteroid can result in full recovery regardless of the severity. Rechallenging ICIs can be dangerous. Establishing clear pathways for patients who have experienced irAEs is essential. Co-treatment with steroids might be explored due to melanoma progression being a big concern.

Immune Checkpoint Inhibitor-Induced Acute Kidney Injury with Multisystem Involvement Mimicking Septic Shock in a Patient with Advanced Melanoma: A Diagnostic Challenge

Enhancing Surgical Skill Acquisition: Assessment of a Novel 3D Printed Laparoscopic Trainer (Non-Inferiority Trial)

Background
As laparoscopic operations yield reliable outcomes across specialties, the need for specialized skills underscores the importance of effective, accessible, and affordable training devices. The acquisition of these techniques traditionally relies on hands-on instruction in the operating room or simulation labs equipped with expensive training devices. Beyond these settings, student exposure is largely limited to observation. Those at institutions with limited access to simulation facilities face an even greater challenge in gaining familiarity with laparoscopic techniques. Current literature describes “do-it-yourself” trainers that attempt to mitigate costs and accessibility; however, material pricing, ease of use, and simulation realism can still be improved. This study validates a novel 3D (three dimensional)-printed laparoscopic trainer designed to provide training outcomes comparable to those of commercial simulators at a fraction of the cost. 
Methods
In this IRB-approved study, we designed a 3D-printed laparoscopic trainer prioritizing affordability, portability, and accessibility. Our device was modeled using Autodesk Fusion 360 software and printed with PLA (polylactic acid) material. The trainer features compact size, enhanced user-friendliness with multi-device compatibility, and a production cost of $11.01. To test its functionality, twenty medical students (M1–M4) with no prior laparoscopic training were randomized into two groups to train on either a commercial simulator (SIMULAB LapTrainer) or the 3D-printed trainer. Participants were taught a threading technique and timed on task completion before and after a one-hour training session.
Results
A paired one-sided t-test revealed no significant differences in task completion times between the two devices for both pre-training (p > 0.05) and post-training (p > 0.05) trials, indicating comparable effectiveness. Additionally, all participants demonstrated improved task completion times in their post-training trials.
Conclusion
These findings validate the potential of 3D-printed trainers as cost-effective alternatives for basic laparoscopic skills training. Future iterations will focus on improving ergonomics and realism to better replicate surgical environments, promote wider accessibility, and advance medical education in resource-limited areas.

Enhancing Surgical Skill Acquisition: Assessment of a Novel 3D Printed Laparoscopic Trainer (Non-Inferiority Trial)

Abstract Title
Cardiovascular Disease Burden and Industrial Environmental Contamination: A
Community-Based Cohort Study in Rural India

Background
The global rise in cardiovascular disease amid declining healthcare workforce availability necessitates urgent implementation of prevention strategies, particularly in low and middle-income countries. This study examined the disproportionate cardiovascular disease burden, including heart failure, in rural Indian communities exposed to industrial wastewater contamination from distillery operations, which raised public health concerns. We investigated the prevalence of heart failure risk factors and other acute and chronic health conditions associated with environmental toxin exposure while assessing how socioeconomic disparities influence cardiovascular disease outcomes.

Methods
A cross-sectional analysis encompassed 4,885 individuals across three villages (Mahianwala Kala, Ratol Rohi, Mansoorwaal Kalan) through door-to-door surveys and health camps conducted over nine months. All participants underwent screening by at least two separate medical teams on different days. Trained physicians and medical personnel collected comprehensive data including medical histories, socio-demographic information, and environmental exposure details. The study focused on cardiovascular outcomes including hypertension, heart disease, stroke, arrhythmia, and heart failure precursors. Logistic regression analyses assessed associations between disease prevalence, socioeconomic status, and environmental factors. Concurrent groundwater testing was performed around the ethanol factory by our team.

Results
The study population demonstrated an alarming disease burden with cardiovascular disease affecting 34% of adults. Stage II hypertension was present in 39% of the cohort, while 21.3% of households reported family members with myocardial infarction history. Adjusted analyses revealed increased odds of heart disease (OR 1.42; 95% CI 1.31-1.51) and respiratory conditions (OR 1.34; 95% CI 1.21-1.42), frequently accompanied by dyspnea and fatigue, which are early indicators of heart failure. Hypertension prevalence exceeded national averages by over 50%, with significantly higher rates among lower socioeconomic groups. Additionally, 10.5% of families reported cancer histories and 60% experienced dermatological conditions, suggesting systemic toxin exposure. Groundwater testing revealed cyanide(0.3 mg/L), heavy metals like lead (0.16 mg/L), and elevated chemical oxygen demand COD (320 mg/L) near the ethanol factory.

Conclusion
Our findings demonstrate a critical association between industrial pollution and elevated disease burden in rural India, particularly heart failure risk factors including hypertension and ischemic heart disease. These results underscore the persistent environmental injustice with marginalized communities bearing disproportionate health burdens. Urgent policy interventions are required to regulate industrial toxin discharge, expand clean water access, and implement targeted cardiac screening programs in underserved communities. Longitudinal studies are warranted to assess pollution-related disease trajectories, especially heart failure progression, in this vulnerable population.

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