Vol.22 Issue No.1 (2026): Journal of Indian Society of Toxicology <p style="padding-left: 240px;"><strong>Toxicology in the Age of Artificial Intelligence</strong></p> <p style="padding-left: 240px;">&nbsp; &nbsp; Anand Mugadlimath&nbsp; &nbsp; &nbsp; &nbsp;Mandar R Sane</p> <p>Artificial intelligence (AI) is transforming toxicology from bedside decision-making to population-level toxicovigilance. By integrating machine learning (ML) with large clinical datasets, AI offers opportunities to improve risk assessment, prognostication and early detection of emerging toxic threats. However, implementation also raises ethical, legal and practical challenges, particularly in low- and middleincome countries such as India. Traditional toxicology relies on clinical expertise, pharmacological knowledge and epidemiological evidence.[1,2] ML now enables rapid analysis of poison-centre databases, improving prediction of poisoning severity and patient outcomes.[3,4] Studies involving methadone, lithium, calcium channel blockers and mixed poisonings demonstrate encouraging predictive performance.[3&ndash;5] AI should therefore complement&mdash;not replace&mdash;clinical judgement.</p> <p>Poison information centres are ideal settings for AI-assisted decision support because clinicians frequently manage incomplete histories and diagnostic uncertainty. Models integrating demographic, clinical and laboratory variables can improve triage, estimate risk, recommend monitoring and support antidote or ICU decisions.[1,3,4] Continuous learning systems may further improve performance as poisoning patterns evolve.[3] AI also strengthens toxicovigilance by identifying changing poisoning trends, emerging toxic agents and vulnerable populations.[2] ML algorithms outperform conventional statistical approaches in identifying poisoning risk factors and may facilitate early outbreak detection, surveillance of counterfeit medicines, evaluation of regulatory i nterventions and targeted prevention programmes.[2,4]</p> <p>Predictive models using routinely available clinical variables have shown promising performance in estimating severe outcomes and mortality.[3&ndash;5] Such tools may support decisions regarding intensive care, haemodialysis or continuous renal replacement therapy, optimize resource allocation and improve clinical audit and training.[3&ndash;5]</p> <p>Despite these advances, important ethical and medico-legal issues remain. Algorithms developed using non-representative datasets may perform poorly in Indian populations, making local validation essential. AI systems should be transparent and explainable so clinicians understand factors influencing recommendations. Outputs should remain advisory, with final responsibility resting with qualified healthcare professionals.[3] Strong data governance and protection of sensitive poison-centre information are also essential.</p> <p>India bears a substantial burden of poisoning due to pesticides, pharmaceuticals, household chemicals and envenomation, yet poison information systems remain fragmented.[2] A pragmatic roadmap includes creation of a standardized national poisoning database, development and validation of India-specific predictive models, integration of AI into routine clinical workflows, incorporation of AI literacy into medical education, establishment of regulatory frameworks for AI-based decision support and equitable deployment in resourcelimited settings using routinely availableclinical variables.[2&ndash;5]</p> <p>Artificial intelligence offers genuine opportunities to improve poisoning care through better prognostication, smarter triage and enhanced toxicovigilance. Its successful implementation, however, requires rigorous validation, transparency, ethical safeguards and robust regulatory oversight.[2,3] The future of toxicology will depend not on replacing clinicians with AI, but on developing trustworthy human&ndash;AI partnerships that deliver safer, faster and more equitable poisoning care in India.</p> <p><strong>References</strong> 1. Burwinkel H, Keicher M, Bani Harouni D, et al. Decision support for intoxication prediction using graph convolutional networks. arXiv. 2020;2005.00840.[1]</p> <p>2. Shirmardi K, Riahi A, Heshmat R, et al. Comparison of machine learning algorithms to predict intentional and unintentional poisoning risk factors. Heliyon. 2023;9(6): e17131.[2]</p> <p>3. Karami Z, Sadeghi M, Farrokhian A, et al. Outcome prediction of methadone poisoning in the United States: implications of machine learning in the National Poison Data System (NPDS). Drug Chem Toxicol. 2024;47(5): 556 563.[3]</p> <p>4. Zhang Y, Li X, Chen J, et al. Machine learning based prognostic prediction models in calcium channel blocker poisoning. Sci Rep. 2025;15:94395.[4]</p> <p>5. Li J, Wang H, Xu Q, et al. Machine learning based outcome prediction for patients with acute poisoning receiving continuous renal replacement therapy. Longdom Proceedings. 2024;Sep:1 4.[5]</p> <p>&nbsp;</p> 43 2026-09-24 17:59:03 Reliability of Toxicological Analysis in Admitted Insecticide Poisoning Deaths: A Two-Year Retrospective Postmortem Study from Central India 510 2026-10-04 17:23:43 <p><strong>Aims and objectives</strong>: To evaluate the reliability of forensic toxicological analysis reports in postmortem cases of admitted insecticide poisoning by correlating laboratory findings with clinical history, hospital records, police inquest, and autopsy observations.</p> <p><strong>Materials and methods</strong>: A retrospective postmortem -based study was conducted over two years (January 2023&ndash;December 2024) on medico-legal autopsies with a clinical diagnosis or history of insecticide ingestion and availability of Forensic Science Laboratory toxicological reports. Demographic variables, clinical parameters, duration of hospitalization, serum cholinesterase levels, autopsy findings, and toxicological results were analyzed. Categorical variables were compared using Chisquare or Fisher's exact test, continuous variables using the Kruskal&ndash;Wallis test, and binary logistic regression was performed to identify factors associated with toxicological positivity.</p> <p><strong>Results</strong>: A total of 57 eligible cases were included. Toxicological analysis was negative in 44 (77.2%) cases, positive for insecticides in 8 (14.0%), and positive for other toxic compounds in 5 (8.8%). Increasing age and shorter dispatch-to-FSL interval were significantly associated with toxicological positivity. Prolonged hospitalization was associated with reduced toxicological detectability, while solid viscera demonstrated higher positivity than blood specimens.</p> <p><strong>Conclusion</strong>: Toxicological analysis alone is insufficient to establish the cause of death in admitted insecticide poisoning cases. Medico-legal opinion should be based on integrated interpretation of clinical history, circumstantial evidence, autopsy findings, and toxicological analysis</p>

<p><strong>Aims and objectives</strong>: To evaluate the reliability of forensic toxicological analysis reports in postmortem cases of admitted insecticide poisoning by correlating laboratory findings with clinical history, hospital records, police inquest, and autopsy observations.</p> <p><strong>Materials and methods</strong>: A retrospective postmortem -based study was conducted over two years (January 2023&ndash;December 2024) on medico-legal autopsies with a clinical diagnosis or history of insecticide ingestion and availability of Forensic Science Laboratory toxicological reports. Demographic variables, clinical parameters, duration of hospitalization, serum cholinesterase levels, autopsy findings, and toxicological results were analyzed. Categorical variables were compared using Chisquare or Fisher's exact test, continuous variables using the Kruskal&ndash;Wallis test, and binary logistic regression was performed to identify factors associated with toxicological positivity.</p> <p><strong>Results</strong>: A total of 57 eligible cases were included. Toxicological analysis was negative in 44 (77.2%) cases, positive for insecticides in 8 (14.0%), and positive for other toxic compounds in 5 (8.8%). Increasing age and shorter dispatch-to-FSL interval were significantly associated with toxicological positivity. Prolonged hospitalization was associated with reduced toxicological detectability, while solid viscera demonstrated higher positivity than blood specimens.</p> <p><strong>Conclusion</strong>: Toxicological analysis alone is insufficient to establish the cause of death in admitted insecticide poisoning cases. Medico-legal opinion should be based on integrated interpretation of clinical history, circumstantial evidence, autopsy findings, and toxicological analysis</p>

Vipul N. Ambade Manu Sharma Saurav Mundra
A Rare Case of Organophosphate Induced Delayed Neuropathy 512 2026-10-02 20:58:46 <p>In this study we report a case of Organophosphate Induced Delayed Neuropathy (OPIDN) that is a rare clinical condition that occurs in association with ingestion of large amounts of organophosphorus compound.&nbsp; The clinical picture ranges from transient paraesthesia, tingling, and numbness to symmetrical motor weakness starting distally in lower limbs which then ascends to involve the upper limbs as well. Here is a case of 40-years= old female who presented with vomiting, excessive salivation and altered mentation. She had an alleged history of ingestion of organophosphate compound, dichlorvos 70 EC. She experienced an episode of generalised tonic-clonic seizures, required mechanical ventilation, and was managed in the ICU. th On the 10 day she developed bilateral lower limb symmetrical weakness, however neck and eye movementswas preserved. Higher mental function and cranial nerves functions were intact. MRI brain and cervical spine revealed no abnormality. Nerve conduction study was suggestive of motor axonal neuropathy in all four limbs. She was diagnosed as organophosphate induced delayed neuropathy and was managed with steroids.</p>

<p>In this study we report a case of Organophosphate Induced Delayed Neuropathy (OPIDN) that is a rare clinical condition that occurs in association with ingestion of large amounts of organophosphorus compound.&nbsp; The clinical picture ranges from transient paraesthesia, tingling, and numbness to symmetrical motor weakness starting distally in lower limbs which then ascends to involve the upper limbs as well. Here is a case of 40-years= old female who presented with vomiting, excessive salivation and altered mentation. She had an alleged history of ingestion of organophosphate compound, dichlorvos 70 EC. She experienced an episode of generalised tonic-clonic seizures, required mechanical ventilation, and was managed in the ICU. th On the 10 day she developed bilateral lower limb symmetrical weakness, however neck and eye movementswas preserved. Higher mental function and cranial nerves functions were intact. MRI brain and cervical spine revealed no abnormality. Nerve conduction study was suggestive of motor axonal neuropathy in all four limbs. She was diagnosed as organophosphate induced delayed neuropathy and was managed with steroids.</p>

Kushmeet Kaur Somnath Singh Raghuvanshi A. Arya S. Dube
Fatal Carbon Disulde Exposure 513 2026-10-04 21:18:39 <p>Carbon disulde (CS2) is a solvent most commonly used in manufacturing of rayon.In industrial setting,CS2 is rarely released with isolation; it is almost always accompanied by hydrogen sulde(H2S). This may complicate the clinical and diagnostic picture. Consequently, while chronic toxicity is well documented, acute fatal poisoning from isolated or mixed with H2S inhalation is seldom reported in recent literature. This is a rare case report which describes the rapid clinical deterioration and detailed gross autopsy ndings following occupational CS2 exposure. Autopsy revealed severe cerebral edema and visceral congestion, demonstrating the intense neurotoxic and hypoxic effect of the gas on the tissues.</p>

<p>Carbon disulde (CS2) is a solvent most commonly used in manufacturing of rayon.In industrial setting,CS2 is rarely released with isolation; it is almost always accompanied by hydrogen sulde(H2S). This may complicate the clinical and diagnostic picture. Consequently, while chronic toxicity is well documented, acute fatal poisoning from isolated or mixed with H2S inhalation is seldom reported in recent literature. This is a rare case report which describes the rapid clinical deterioration and detailed gross autopsy ndings following occupational CS2 exposure. Autopsy revealed severe cerebral edema and visceral congestion, demonstrating the intense neurotoxic and hypoxic effect of the gas on the tissues.</p>

Adjourno C Ch Marak Anuj Gaba Antaripa Saha Arijit Dey
Clinical Profile of Patient with Amitraz Compound Intoxication Attending Emergency Department KIMS Koppal 514 2026-10-04 21:43:39 <p><strong>Background</strong>: Amitraz, a formamidine pesticide widely used in veterinary and agricultural practice, has emerged as an important cause of poisoning in India. Its clinical manifestations often resemble organophosphorus or clonidine poisoning, making early diagnosis difficult. However, epidemiological data from southern India remain limited.</p> <p><strong>Objectives</strong>: To evaluate the demographic characteristics, clinical profile, complications, management, and outcomes of patients with Amitraz poisoning presenting to a tertiary care hospital.</p> <p><strong>Methods</strong>: A prospective observational study was conducted at KIMS Teaching Hospital, Koppal, from July 2023 to December 2024. Fifty adult patients with confirmed Amitraz poisoning were enrolled. Demographic details, clinical features, laboratory investigations, treatment, and outcomes were recorded. Routine investigations included complete blood count, renal and liver function tests, arterial blood gas analysis, electrocardiography, and chest radiography. Data were analyzed using SPSS version 21.0.</p> <p><strong>Results</strong>: Patients aged 18&ndash;30 years constituted 54% of the study population, with males accounting for 68%. Farmers were the most affected occupational group (46%), and suicidal ingestion accounted for 98% of cases. Vomiting (92%), nausea (68%), and dizziness (48%) were the commonest symptoms. Bradycardia, tachycardia, hypotension, and pupillary abnormalities were observed in 12%, 28%, 22%, and 40% of patients, respectively. Hyperglycemia and glycosuria occurred in 14%, while respiratory alkalosis (8%) and metabolic acidosis (4%) were uncommon. Ventilatory support was required in 14%, whereas 86% recovered with supportive care.</p> <p><strong>Conclusion</strong>: Amitraz poisoning predominantly affects young males following intentional ingestion. Although cardiovascular and metabolic complications may occur, most patients recover with early diagnosis and prompt supportive management.</p>

<p><strong>Background</strong>: Amitraz, a formamidine pesticide widely used in veterinary and agricultural practice, has emerged as an important cause of poisoning in India. Its clinical manifestations often resemble organophosphorus or clonidine poisoning, making early diagnosis difficult. However, epidemiological data from southern India remain limited.</p> <p><strong>Objectives</strong>: To evaluate the demographic characteristics, clinical profile, complications, management, and outcomes of patients with Amitraz poisoning presenting to a tertiary care hospital.</p> <p><strong>Methods</strong>: A prospective observational study was conducted at KIMS Teaching Hospital, Koppal, from July 2023 to December 2024. Fifty adult patients with confirmed Amitraz poisoning were enrolled. Demographic details, clinical features, laboratory investigations, treatment, and outcomes were recorded. Routine investigations included complete blood count, renal and liver function tests, arterial blood gas analysis, electrocardiography, and chest radiography. Data were analyzed using SPSS version 21.0.</p> <p><strong>Results</strong>: Patients aged 18&ndash;30 years constituted 54% of the study population, with males accounting for 68%. Farmers were the most affected occupational group (46%), and suicidal ingestion accounted for 98% of cases. Vomiting (92%), nausea (68%), and dizziness (48%) were the commonest symptoms. Bradycardia, tachycardia, hypotension, and pupillary abnormalities were observed in 12%, 28%, 22%, and 40% of patients, respectively. Hyperglycemia and glycosuria occurred in 14%, while respiratory alkalosis (8%) and metabolic acidosis (4%) were uncommon. Ventilatory support was required in 14%, whereas 86% recovered with supportive care.</p> <p><strong>Conclusion</strong>: Amitraz poisoning predominantly affects young males following intentional ingestion. Although cardiovascular and metabolic complications may occur, most patients recover with early diagnosis and prompt supportive management.</p>

Vijay Singh R Umesh Rajoor Tanveer Ahmed
Autopsy and Histopathological Insights in Fatal Yellow Oleander Poisoning: A Case Series with Clinicopathological Correlation 515 2026-10-03 01:58:43 <p><strong>Background</strong>:Yellow oleander poisoning(YOP) is a common cause of fatal plant poisoning in India due to its easy availability. While its clinical effects are well described in the literature, detailed autopsy and histopathological findings in fatal cases are less frequently reported.</p> <p><strong>Material and Methods</strong>: The cases for the study were collected after obtaining ethical permission and consent from patients admitted to the emergency department with a history of YOP and subsequently autopsied on death with ancillary histopathology and toxicology examination.</p> <p><strong>Results</strong>:This case series describes three fatal cases of YOP with emphasis on autopsy and histopathological findings to better understand the underlying pathophysiology of death. All three patients had taken crushed parts of the plant on an empty stomach and presented within 3-6 hours of ingestion, with severe bradycardia and hypotension suggestive of marked cardiotoxicity. Clinical severity at admission was assessed using the Poisoning Severity Score (PSS), and all three cases were classified as Grade 4, indicating extreme toxicity. All patients succumbed within a short duration of admission, despite medical intervention. On Post-mortem examination,asphyxia signs such as cyanosis and facial congestion were noted. Internally, generalised visceral congestion was found in all cases. In the heart, haemorrhages were noticed in two cases, and the mucosa of the stomach was congested with patches of submucosal haemorrhage. Histopathological examination revealed mainly nonspecific changes such as vascular congestion and inflammation in various organs. However, myocardial sections revealed subepicardialand intramyocardial haemorrhages consistent with direct toxic injury.</p> <p><strong>Conclusion</strong>:The YOP autopsy and histopathology findings are not pathognomonic, but the consistent cardiac involvement, when taken in conjunction with the severe clinical grading, supports the cardiotoxic action of cardiac glycosides and points out the value of clinicopathological correlation in such cases.</p>

<p><strong>Background</strong>:Yellow oleander poisoning(YOP) is a common cause of fatal plant poisoning in India due to its easy availability. While its clinical effects are well described in the literature, detailed autopsy and histopathological findings in fatal cases are less frequently reported.</p> <p><strong>Material and Methods</strong>: The cases for the study were collected after obtaining ethical permission and consent from patients admitted to the emergency department with a history of YOP and subsequently autopsied on death with ancillary histopathology and toxicology examination.</p> <p><strong>Results</strong>:This case series describes three fatal cases of YOP with emphasis on autopsy and histopathological findings to better understand the underlying pathophysiology of death. All three patients had taken crushed parts of the plant on an empty stomach and presented within 3-6 hours of ingestion, with severe bradycardia and hypotension suggestive of marked cardiotoxicity. Clinical severity at admission was assessed using the Poisoning Severity Score (PSS), and all three cases were classified as Grade 4, indicating extreme toxicity. All patients succumbed within a short duration of admission, despite medical intervention. On Post-mortem examination,asphyxia signs such as cyanosis and facial congestion were noted. Internally, generalised visceral congestion was found in all cases. In the heart, haemorrhages were noticed in two cases, and the mucosa of the stomach was congested with patches of submucosal haemorrhage. Histopathological examination revealed mainly nonspecific changes such as vascular congestion and inflammation in various organs. However, myocardial sections revealed subepicardialand intramyocardial haemorrhages consistent with direct toxic injury.</p> <p><strong>Conclusion</strong>:The YOP autopsy and histopathology findings are not pathognomonic, but the consistent cardiac involvement, when taken in conjunction with the severe clinical grading, supports the cardiotoxic action of cardiac glycosides and points out the value of clinicopathological correlation in such cases.</p>

Shakti Bansal Manoj Kumar Mohanty Sindhu Sudha Sahu Satyabrata Guru
Histopathological Evaluation of Organ Injury and Its Association with Survival Outcomes in Paraquat Poisoning 516 2026-10-02 20:34:47 <p>Paraquat is a widely used herbicide with a high degree of human toxicity and a significant rate of fatality. The lungs are the primary target organ; however, paraquat exposure is also associated with acute tubular necrosis and hepatic injury. The absence of a specific antidote contributes to its high mortality. Owing to its marked pulmonary affinity, paraquat induces rapid alveolar damage, often culminating in respiratory failure. Clinical outcomes are largely influenced by the quantity of paraquat ingested and the timeliness of medical intervention. In this case series, histopathological changes across multiple organs were evaluated in six victims of paraquat poisoning. The findings were analysed in relation to the ingested dose and survival duration and interpreted in the context of the existing literature.</p>

<p>Paraquat is a widely used herbicide with a high degree of human toxicity and a significant rate of fatality. The lungs are the primary target organ; however, paraquat exposure is also associated with acute tubular necrosis and hepatic injury. The absence of a specific antidote contributes to its high mortality. Owing to its marked pulmonary affinity, paraquat induces rapid alveolar damage, often culminating in respiratory failure. Clinical outcomes are largely influenced by the quantity of paraquat ingested and the timeliness of medical intervention. In this case series, histopathological changes across multiple organs were evaluated in six victims of paraquat poisoning. The findings were analysed in relation to the ingested dose and survival duration and interpreted in the context of the existing literature.</p>

Bedanta Sarma Shreemanta Kumar Dash Rachagiri Suneel Rishikesh G