Taking High-Tech to the Field: Leukemia Diagnosis in Pediatric Mexican Patients from Vulnerable and Remote Regions
Abstract
1. Introduction
The Challenge of Leukemia Diagnosis in Resource-Limited Settings in Mexico
2. Materials and Methods
3. Results
3.1. Key Strategic Actions to Improve Leukemia Diagnosis
3.1.1. Collaboration with Local Healthcare Providers Through the Establishment of a Network with Hospitals, Clinics, and Healthcare Professionals to Ensure Effective Referral and Follow-Up Care Based on Field Diagnoses
3.1.2. Ongoing Training of Healthcare Providers to Ensure That They Fully Understand and Effectively Use These New Technologies, Including Operations, Interpretation of Results, and Data Management to Achieve Process Automation
3.1.3. Community and Patient Education: Educate Communities and Patients on the Benefits of Early Diagnosis and the Use of High-Tech Tools, While Addressing Any Cultural or Language Barriers That Could Affect Understanding and Acceptance
3.1.4. Data and Privacy Management by Implementing Protocols for Secure Collection, Storage, and Transmission of Data to Protect Patient Privacy and Ensure Compliance with Local Regulations
3.1.5. Monitoring and Evaluation: Establish a System to Monitor the Impact of Field Diagnostics on Patient Outcomes
3.1.6. Sustainability and Scalability to Ensure That the Initiative Is Sustainable Long-Term and Can Be Scaled up to Reach More Regions and Patients Across Mexico
3.1.7. Advocacy and Funding: Secure Government Support and Funding, Along with Partnerships with NGOs and Private Sector Entities, to Sustain and Expand the Program
3.1.8. Integration with Telemedicine for Remote Consultation with Laboratory Specialists Who Can Provide Guidance Based on the Field Diagnosis
3.2. Taking High-Technology Leukemia Diagnosis and Prognosis to Vulnerable and Remote Regions
- Standardized Operating Procedures (SOPs): The consortium developed uniform and detailed technical protocols for sample preparation, instrument setup and calibration (flow cytometers), and data analysis [17].
- Harmonized Antibody Panels: EuroFlow™ has defined scientifically validated and standardized antibody panels that are essential for ensuring the reproducibility of results across different laboratories [18].
- Multicenter Evaluation: The reproducibility of results obtained with these panels and protocols is ensured through multicenter evaluations, in which multiple laboratories participate to ensure methodological consistency.
- Computational Tools and Automation: The use of advanced computational tools and automated data analysis has been fundamental for efficiently managing large data volumes and ensuring reproducible results [19].
4. Discussion
The Future of Pediatric Leukemia Diagnosis in Mexico: A Roadmap to Widespread Implementation
- (a)
- Identify geographic patterns to visualize areas with high incidence rates, potentially uncovering environmental or socioeconomic factors contributing to the disease.
- (b)
- Facilitate epidemiological research to gain a deeper understanding of the causes and risk factors associated with childhood leukemia, leading to more effective prevention strategies.
- (c)
- Raise public awareness about childhood leukemia and emphasize the importance of continuing education at multiple levels for early detection and appropriate treatment.
- (d)
- Evaluate the effectiveness of public health interventions and programs in different regions, improving control and treatment strategies.
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| aHR | Adjusted Hazard Ratio |
| AI | Artificial Intelligence |
| AL | Acute Leukemia |
| ALAL/MPAL | Acute Leukemia of Ambiguous Lineage/Mixed Phenotype Acute Leukemia |
| ALL | Acute Lymphoblastic Leukemia |
| AML | Acute Myeloid Leukemia |
| B-ALL | B-Cell Precursor Acute Lymphoblastic Leukemia |
| BM | Bone Marrow |
| CI | Confidence Interval |
| COG | Children’s Oncology Group |
| CONAHCYT | National Council of Humanities, Sciences, and Technologies |
| DDPR | Developmentally Dependent Predictor of Relapse |
| GICC | Global Initiative for Childhood Cancer in Latin America |
| GNI | Gross National Income |
| HICs | High-Income Countries |
| HR | Hazard Ratio |
| ICU | Intensive Care Unit |
| IMSS | Mexican Social Security Institute |
| LMICs | Low- and Middle-Income Countries |
| MDSs | Myelodysplastic Syndromes |
| MRD | Measurable Residual Disease |
| MIC | Middle-Income Country |
| MUSK | Unified maSKed Modeling |
| NGOs | Non-Governmental Organizations |
| OCL | Oncoimmunology and Cytomics Laboratory |
| OncoCREAN | Statal Reference Centers of Pediatric Oncology |
| OR | Odds Ratio |
| PINDA | Programa Infantil Nacional de Drogas Antineoplásicas |
| PRONAII | National Project for Research and Incidence |
| SES | Socioeconomic Status |
| SOPs | Standardized Operating Procedures |
| T-ALL | T-Cell Acute Lymphoblastic Leukemia |
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Ramírez-Ramírez, D.; Zamora-Herrera, G.; Romo-Rodríguez, R.; Cuéllar Mendoza, M.; Ayala-Contreras, K.; López Aguilar, E.; Zapata-Tarrés, M.; Pelayo, R. Taking High-Tech to the Field: Leukemia Diagnosis in Pediatric Mexican Patients from Vulnerable and Remote Regions. Diagnostics 2026, 16, 411. https://doi.org/10.3390/diagnostics16030411
Ramírez-Ramírez D, Zamora-Herrera G, Romo-Rodríguez R, Cuéllar Mendoza M, Ayala-Contreras K, López Aguilar E, Zapata-Tarrés M, Pelayo R. Taking High-Tech to the Field: Leukemia Diagnosis in Pediatric Mexican Patients from Vulnerable and Remote Regions. Diagnostics. 2026; 16(3):411. https://doi.org/10.3390/diagnostics16030411
Chicago/Turabian StyleRamírez-Ramírez, Dalia, Gabriela Zamora-Herrera, Rubí Romo-Rodríguez, Miguel Cuéllar Mendoza, Karen Ayala-Contreras, Enrique López Aguilar, Marta Zapata-Tarrés, and Rosana Pelayo. 2026. "Taking High-Tech to the Field: Leukemia Diagnosis in Pediatric Mexican Patients from Vulnerable and Remote Regions" Diagnostics 16, no. 3: 411. https://doi.org/10.3390/diagnostics16030411
APA StyleRamírez-Ramírez, D., Zamora-Herrera, G., Romo-Rodríguez, R., Cuéllar Mendoza, M., Ayala-Contreras, K., López Aguilar, E., Zapata-Tarrés, M., & Pelayo, R. (2026). Taking High-Tech to the Field: Leukemia Diagnosis in Pediatric Mexican Patients from Vulnerable and Remote Regions. Diagnostics, 16(3), 411. https://doi.org/10.3390/diagnostics16030411

