Alexandra Martínez-Roca
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Research Subjects
Alexandra Martínez-Roca has a total of 255 co-authors. Here are the top co-authors by number of shared publications:
- Jordi Esteve
Hospital Clínic de Barcelona Barcelona Spain
7 shared publications - Luis Gerardo Rodríguez-Lobato
Hematology Department, Hospital Clínic, IDIBAPS, Universitat de Barcelona, Barcelona, Spain
7 shared publications - Francesca Guijarro
Hematopathology Section, Pathology Department, Hospital Clinic Barcelona, 08036 Barcelona, Spain
6 shared publications - Francesc Fernández-Avilés
Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS) Barcelona Spain
5 shared publications - Sandra Castaño-Díez
Hospital Clinic de Barcelona, Barcelona, Spain
5 shared publications - Albert Cortés-Bullich
Haematology Department Hospital Clínic de Barcelona Barcelona Spain
4 shared publications
Latest Publications
- Open Access
- 20 March 2026
- Published by Springer Nature in Nature Communications
- Vol. 17 (1) , 2649
International testing and refinement of AI algorithms predicting acute leukemia subtypes from routine laboratory data
Despite advances for patients with acute leukemia health disparities limit access to diagnosis and treatment. Artificial Intelligence (AI) approaches may address some disparities. We retrospectively assemble a diverse, international cohort of 6206 leukemia patients from 20 centers to test an AI tool designed to support leukemia diagnosis using standard laboratory results. Executing the pretrained algorithm results in varying accuracy metrics. With confidence cutoff predictions, 2000-fold bootstrapped area under the curve (AUROC) metrics are 0.94 for acute myeloid leukemia (AML), 0.98 for the promyelocytic subtype and 0.84 for acute lymphoblastic leukemia. However, this cutoff excludes 70.8–92.5% of patients from predictions. We improve accuracy and robustness, while maintaining generalizability via an ensemble of Isolation Forest and Local Outlier Factor increasing AUROC for AML from 0.72 to 0.84 (hold-out test set, patients below confidence threshold), while excluding only 12.1% of patients. Furthermore, we retrain the algorithm for pediatric patients.
- 20 March 2026
- Published by Springer Nature in Nature Communications
- Vol. 17 (1) , 2649
Open AccessInternational testing and refinement of AI algorithms predicting acute leukemia subtypes from routine laboratory data
Despite advances for patients with acute leukemia health disparities limit access to diagnosis and treatment. Artificial Intelligence (AI) approaches may address some disparities. We retrospectively assemble a diverse, international cohort of 6206 leukemia patients from 20 centers to test an AI tool designed to support leukemia diagnosis using standard laboratory results. Executing the pretrained algorithm results in varying accuracy metrics. With confidence cutoff predictions, 2000-fold bootstrapped area under the curve (AUROC) metrics are 0.94 for acute myeloid leukemia (AML), 0.98 for the promyelocytic subtype and 0.84 for acute lymphoblastic leukemia. However, this cutoff excludes 70.8–92.5% of patients from predictions. We improve accuracy and robustness, while maintaining generalizability via an ensemble of Isolation Forest and Local Outlier Factor increasing AUROC for AML from 0.72 to 0.84 (hold-out test set, patients below confidence threshold), while excluding only 12.1% of patients. Furthermore, we retrain the algorithm for pediatric patients.
- 26 December 2025
- Published by Springer Nature in Bone Marrow Transplantation
- Vol. 61 (3) , 350-351
Integrating palliative care into hematopoietic cell transplantation and cellular therapy training
- 26 December 2025
- Published by Springer Nature in Bone Marrow Transplantation
- Vol. 61 (3) , 350-351
Integrating palliative care into hematopoietic cell transplantation and cellular therapy training
- Open Access
- 23 September 2025
- Published by MDPI AG in International Journal of Molecular Sciences
- Vol. 26 (19) , 9265
Combining CAR T-Cell Therapy and Nivolumab to Overcome Immune Resistance in THRLBCL: A Case Report
T-cell/histiocyte-rich large B-cell lymphoma (THRLBCL) is a rare, aggressive subtype of diffuse large B-cell lymphoma characterized by a profoundly immunosuppressive tumor microenvironment. PD-L1 overexpression by tumor cells is a recognized immune escape mechanism and may underlie resistance to cellular therapies, including CAR T-cell therapy. We report a case of a 29-year-old woman with refractory stage IV-B THRLBCL treated with anti-CD19 CAR T-cell therapy (varnimcabtagene autoleucel), who achieved an initial response (day +28) but experienced disease progression by day +100 despite robust CAR T-cell expansion. Peripheral blood analysis revealed persistent absolute B-cell aplasia, while bone marrow biopsy confirmed CD19-positive disease. Comparative immunohistochemistry demonstrated markedly increased PD-L1 expression in post-CAR T-cell samples, suggesting adaptive immune resistance via PD-1/PD-L1-mediated CAR T-cell inhibition. Nivolumab was initiated at month +4 to overcome this checkpoint-mediated resistance. Notably, a complete metabolic response was documented on PET/CT after four doses of nivolumab (month +6). The patient remains in sustained remission, with persistent B-cell aplasia, four years post-intervention. This case provides clinical and pathological evidence supporting the use of immune checkpoint blockade to rescue CAR T-cell efficacy, highlighting the potential of this synergistic approach in THRLBCL and possibly other B-cell malignancies exhibiting similar immune evasion.
- 23 September 2025
- Published by MDPI AG in International Journal of Molecular Sciences
- Vol. 26 (19) , 9265
Open AccessCombining CAR T-Cell Therapy and Nivolumab to Overcome Immune Resistance in THRLBCL: A Case Report
T-cell/histiocyte-rich large B-cell lymphoma (THRLBCL) is a rare, aggressive subtype of diffuse large B-cell lymphoma characterized by a profoundly immunosuppressive tumor microenvironment. PD-L1 overexpression by tumor cells is a recognized immune escape mechanism and may underlie resistance to cellular therapies, including CAR T-cell therapy. We report a case of a 29-year-old woman with refractory stage IV-B THRLBCL treated with anti-CD19 CAR T-cell therapy (varnimcabtagene autoleucel), who achieved an initial response (day +28) but experienced disease progression by day +100 despite robust CAR T-cell expansion. Peripheral blood analysis revealed persistent absolute B-cell aplasia, while bone marrow biopsy confirmed CD19-positive disease. Comparative immunohistochemistry demonstrated markedly increased PD-L1 expression in post-CAR T-cell samples, suggesting adaptive immune resistance via PD-1/PD-L1-mediated CAR T-cell inhibition. Nivolumab was initiated at month +4 to overcome this checkpoint-mediated resistance. Notably, a complete metabolic response was documented on PET/CT after four doses of nivolumab (month +6). The patient remains in sustained remission, with persistent B-cell aplasia, four years post-intervention. This case provides clinical and pathological evidence supporting the use of immune checkpoint blockade to rescue CAR T-cell efficacy, highlighting the potential of this synergistic approach in THRLBCL and possibly other B-cell malignancies exhibiting similar immune evasion.
- Open Access
- 14 May 2025
- Published by Springer Nature in Blood Cancer Journal
- Vol. 15 (1) , 1-5
Prognostic value of measurable residual disease (MRD) for venetoclax in combination with hypomethylating agents in patients diagnosed with acute myeloid leukemia: validation of the ELN-2021 MRD recommendations
- 14 May 2025
- Published by Springer Nature in Blood Cancer Journal
- Vol. 15 (1) , 1-5
Open AccessPrognostic value of measurable residual disease (MRD) for venetoclax in combination with hypomethylating agents in patients diagnosed with acute myeloid leukemia: validation of the ELN-2021 MRD recommendations
- Open Access
Post-Transplant Cyclophosphamide-Based Prophylaxis and Its Impact on Infectious Complications and Immune Reconstitution According to Donor Type
Background/Objectives: This study evaluated infectious complications and immune reconstitution in 253 adults undergoing peripheral blood allogeneic hematopoietic cell transplantation (allo-HCT) with post-transplant cyclophosphamide (PTCY)-based GVHD prophylaxis. Methods: Patients received grafts from HLA-matched donors (47.4%), mismatched unrelated donors (MMUD, 33.2%), or haploidentical donors (19.4%). Results: The estimated 2-year non-relapse mortality (NRM) was 11.8%, 26.4%, and 22.4%, respectively (p = 0.0528). The cumulative incidence (Cum.Inc) of acute and chronic GVHD, immunosuppression duration, and post-transplant outcomes were similar across donor types. The day +30 Cum.Inc of bacterial bloodstream infections (BSI) tended to be higher in HLA-matched transplants (49.2%, p = 0.073), while HHV-6 reactivation showed a trend toward higher frequency in haploidentical transplants (22.4%, p = 0.068). Cytomegalovirus (CMV) reactivation occurred between days +30 and +100, with the highest Cum.Inc in MMUD (59.5%, p = 0.033). BK virus-associated hemorrhagic cystitis showed a trend toward higher incidence in MMUD (22.3%, p = 0.056). Respiratory and fungal infections were most frequent in the first 100 days, with comparable rates across donor types. By day +180, most patients achieved immune reconstitution, with normalization of CD4+ T cells, CD8+ T cells, and IgG levels, independent of donor type. Conclusions: Patients undergoing allo-HCT with PTCY-based prophylaxis experience a high infectious density rate early post-transplant, which decreases after 6 months as immune reconstitution progresses, regardless of donor type.
Open AccessPost-Transplant Cyclophosphamide-Based Prophylaxis and Its Impact on Infectious Complications and Immune Reconstitution According to Donor Type
Background/Objectives: This study evaluated infectious complications and immune reconstitution in 253 adults undergoing peripheral blood allogeneic hematopoietic cell transplantation (allo-HCT) with post-transplant cyclophosphamide (PTCY)-based GVHD prophylaxis. Methods: Patients received grafts from HLA-matched donors (47.4%), mismatched unrelated donors (MMUD, 33.2%), or haploidentical donors (19.4%). Results: The estimated 2-year non-relapse mortality (NRM) was 11.8%, 26.4%, and 22.4%, respectively (p = 0.0528). The cumulative incidence (Cum.Inc) of acute and chronic GVHD, immunosuppression duration, and post-transplant outcomes were similar across donor types. The day +30 Cum.Inc of bacterial bloodstream infections (BSI) tended to be higher in HLA-matched transplants (49.2%, p = 0.073), while HHV-6 reactivation showed a trend toward higher frequency in haploidentical transplants (22.4%, p = 0.068). Cytomegalovirus (CMV) reactivation occurred between days +30 and +100, with the highest Cum.Inc in MMUD (59.5%, p = 0.033). BK virus-associated hemorrhagic cystitis showed a trend toward higher incidence in MMUD (22.3%, p = 0.056). Respiratory and fungal infections were most frequent in the first 100 days, with comparable rates across donor types. By day +180, most patients achieved immune reconstitution, with normalization of CD4+ T cells, CD8+ T cells, and IgG levels, independent of donor type. Conclusions: Patients undergoing allo-HCT with PTCY-based prophylaxis experience a high infectious density rate early post-transplant, which decreases after 6 months as immune reconstitution progresses, regardless of donor type.
- Open Access
At-Home Care Program for Acute Myeloid Leukemia Induction Phase in Patients Treated with Venetoclax-Based Low-Intensity Regimens
Background: Even though venetoclax in combination with azacitidine (VenAza) is considered a low-intensity regimen, its patients present a high incidence of cytopenia and infections during the first courses, making the initial management a challenging phase. Methods: This difficulty in our center led to the establishment of an At-Home (AH) program for ramp-up and follow-up patients during the VenAza combination induction phase focused on therapy administration, patient and caregiver education, and management of adverse events (AEs). A total of 70 patients with newly diagnosed acute myeloid leukemia (ND-AML) or relapsed/refractory AML (R/R AML) were treated with VenAza from March 2019 to May 2022. We compared outcomes between patients managed with a hospital-based (inpatient) approach and those managed through the AH program. Results: Despite most patients experiencing grade 3–4 cytopenias (96.9%), the incidence of serious infections and other AEs was comparable between both groups, with no significant difference in febrile neutropenia (42.3% vs. 27.8%, p = 0.38). Overall, the AH cohort demonstrated a significantly lower hospital readmission rate after ramp-up (29.5% vs. 84.6%, p = 0.001). Moreover, the inpatient cohort’s admission days were longer than in the AH cohort (13 vs. 8, p = 0.28). Conclusions: AH management was feasible and safe, leading to better resource use, enhanced patient comfort, and improved treatment compliance. The potential of AH programs for managing low-intensity chemotherapy regimens can reduce hospital admissions and subsequently improve patient and caregiver well-being.
Open AccessAt-Home Care Program for Acute Myeloid Leukemia Induction Phase in Patients Treated with Venetoclax-Based Low-Intensity Regimens
Background: Even though venetoclax in combination with azacitidine (VenAza) is considered a low-intensity regimen, its patients present a high incidence of cytopenia and infections during the first courses, making the initial management a challenging phase. Methods: This difficulty in our center led to the establishment of an At-Home (AH) program for ramp-up and follow-up patients during the VenAza combination induction phase focused on therapy administration, patient and caregiver education, and management of adverse events (AEs). A total of 70 patients with newly diagnosed acute myeloid leukemia (ND-AML) or relapsed/refractory AML (R/R AML) were treated with VenAza from March 2019 to May 2022. We compared outcomes between patients managed with a hospital-based (inpatient) approach and those managed through the AH program. Results: Despite most patients experiencing grade 3–4 cytopenias (96.9%), the incidence of serious infections and other AEs was comparable between both groups, with no significant difference in febrile neutropenia (42.3% vs. 27.8%, p = 0.38). Overall, the AH cohort demonstrated a significantly lower hospital readmission rate after ramp-up (29.5% vs. 84.6%, p = 0.001). Moreover, the inpatient cohort’s admission days were longer than in the AH cohort (13 vs. 8, p = 0.28). Conclusions: AH management was feasible and safe, leading to better resource use, enhanced patient comfort, and improved treatment compliance. The potential of AH programs for managing low-intensity chemotherapy regimens can reduce hospital admissions and subsequently improve patient and caregiver well-being.
- 22 May 2024
- Published by Springer Nature in Bone Marrow Transplantation
- Vol. 59 (8) , 1199-1201
Allogeneic hematopoietic cell transplantation with sequential conditioning regimen in relapsed refractory acute myeloid leukemia
- 22 May 2024
- Published by Springer Nature in Bone Marrow Transplantation
- Vol. 59 (8) , 1199-1201
Allogeneic hematopoietic cell transplantation with sequential conditioning regimen in relapsed refractory acute myeloid leukemia
- Open Access
- 11 January 2024
- Published by American Society of Hematology in Blood Advances
- Vol. 8 (2) , 343-352
Venetoclax–based low intensity therapy in molecular failure of NPM1-mutated AML
Molecular failure in NPM1-mutated acute myeloid leukemia (AML) inevitably progresses to frank relapse if untreated. Recently published small case series show that venetoclax combined with low-dose cytarabine or azacitidine can reduce or eliminate measurable residual disease (MRD). Here, we report on an international multicenter cohort of 79 patients treated for molecular failure with venetoclax combinations and report an overall molecular response (≥1-log reduction in MRD) in 66 patients (84%) and MRD negativity in 56 (71%). Eighteen of 79 patients (23%) required hospitalization, and no deaths were reported during treatment. Forty-one patients were bridged to allogeneic transplant with no further therapy, and 25 of 41 were MRD negative assessed by reverse transcription quantitative polymerase chain reaction before transplant. Overall survival (OS) for the whole cohort at 2 years was 67%, event-free survival (EFS) was 45%, and in responding patients, there was no difference in survival in those who received a transplant using time-dependent analysis. Presence of FLT3-ITD mutation was associated with a lower response rate (64 vs 91%; P < .01), worse OS (hazard ratio [HR], 2.50; 95% confidence interval [CI], 1.06-5.86; P = .036), and EFS (HR, 1.87; 95% CI, 1.06-3.28; P = .03). Eighteen of 35 patients who did not undergo transplant became MRD negative and stopped treatment after a median of 10 months, with 2-year molecular relapse free survival of 62% from the end of treatment. Venetoclax–based low intensive chemotherapy is a potentially effective treatment for molecular relapse in NPM1-mutated AML, either as a bridge to transplant or as definitive therapy.
- 11 January 2024
- Published by American Society of Hematology in Blood Advances
- Vol. 8 (2) , 343-352
Open AccessVenetoclax–based low intensity therapy in molecular failure of NPM1-mutated AML
Molecular failure in NPM1-mutated acute myeloid leukemia (AML) inevitably progresses to frank relapse if untreated. Recently published small case series show that venetoclax combined with low-dose cytarabine or azacitidine can reduce or eliminate measurable residual disease (MRD). Here, we report on an international multicenter cohort of 79 patients treated for molecular failure with venetoclax combinations and report an overall molecular response (≥1-log reduction in MRD) in 66 patients (84%) and MRD negativity in 56 (71%). Eighteen of 79 patients (23%) required hospitalization, and no deaths were reported during treatment. Forty-one patients were bridged to allogeneic transplant with no further therapy, and 25 of 41 were MRD negative assessed by reverse transcription quantitative polymerase chain reaction before transplant. Overall survival (OS) for the whole cohort at 2 years was 67%, event-free survival (EFS) was 45%, and in responding patients, there was no difference in survival in those who received a transplant using time-dependent analysis. Presence of FLT3-ITD mutation was associated with a lower response rate (64 vs 91%; P < .01), worse OS (hazard ratio [HR], 2.50; 95% confidence interval [CI], 1.06-5.86; P = .036), and EFS (HR, 1.87; 95% CI, 1.06-3.28; P = .03). Eighteen of 35 patients who did not undergo transplant became MRD negative and stopped treatment after a median of 10 months, with 2-year molecular relapse free survival of 62% from the end of treatment. Venetoclax–based low intensive chemotherapy is a potentially effective treatment for molecular relapse in NPM1-mutated AML, either as a bridge to transplant or as definitive therapy.
- Open Access
- 8 January 2024
- Published by MDPI AG in Preprints.org
Next Generation Sequencing Study of clonal Evolution in AML Shows Mutations in RAS-MAPK Signaling Pathway as an Emergent Mechanism of Progression in Low-Intensity Treatments
Understanding the evolution patterns in patients diagnosed with acute myeloid leukemia (AML) after therapy is relevant due to the dismal outcome still present in refractory or relapsed AML patients. We performed a retrospective, single-center study to evaluate the mutation profile in paired samples obtained at the time of diagnosis and at the onset of progressive or refractory disease in patients diagnosed with AML through a commercial next-generation sequencing (NGS) panel. In total, 62 patients were analyzed. Of these, 28 patients received ICT, and 34 patients underwent low-intensity treatments. In LIT patients, there were emergent mutations at progressive disease in a 64% (22/34) of the patients. Emergent mutations in the RAS-MAPK signaling pathway were observed in 35.9% (12/34) , corresponding to 54.5% of all patients with emergent mutations (12/22). These were found in 12/22 patients that received venetoclax in combination with hypomethylating agents. Six presented mutations in genes related to the RAS-MAPK pathway. Emerging mutations are frequently observed at progressive AML disease after therapy. In patients treated with LIT, mutations in RAS-MAPK signaling pathway might have a key role on the secondary clinical resistance, not only if they are present at diagnosis, becoming a potential target for the development of new drugs.
- 8 January 2024
- Published by MDPI AG in Preprints.org
Open AccessNext Generation Sequencing Study of clonal Evolution in AML Shows Mutations in RAS-MAPK Signaling Pathway as an Emergent Mechanism of Progression in Low-Intensity Treatments
Understanding the evolution patterns in patients diagnosed with acute myeloid leukemia (AML) after therapy is relevant due to the dismal outcome still present in refractory or relapsed AML patients. We performed a retrospective, single-center study to evaluate the mutation profile in paired samples obtained at the time of diagnosis and at the onset of progressive or refractory disease in patients diagnosed with AML through a commercial next-generation sequencing (NGS) panel. In total, 62 patients were analyzed. Of these, 28 patients received ICT, and 34 patients underwent low-intensity treatments. In LIT patients, there were emergent mutations at progressive disease in a 64% (22/34) of the patients. Emergent mutations in the RAS-MAPK signaling pathway were observed in 35.9% (12/34) , corresponding to 54.5% of all patients with emergent mutations (12/22). These were found in 12/22 patients that received venetoclax in combination with hypomethylating agents. Six presented mutations in genes related to the RAS-MAPK pathway. Emerging mutations are frequently observed at progressive AML disease after therapy. In patients treated with LIT, mutations in RAS-MAPK signaling pathway might have a key role on the secondary clinical resistance, not only if they are present at diagnosis, becoming a potential target for the development of new drugs.
- Open Access
- 18 December 2023
- Published by MDPI AG in Pharmaceuticals
- Vol. 16 (12) , 1741
At-Home Foscarnet Administration in Patients with Cytomegalovirus Infection Post-Allogeneic Stem Cell Transplantation: A Unicentric, Safe, and Feasible Program
Cytomegalovirus (CMV) infection is a relevant cause of morbimortality in patients receiving allogeneic stem cell transplantation (allo-HCT). Foscarnet (FCN) is an effective drug against CMV administered intravenously and usually on an inpatient basis. The Home Care Unit (HCU) for hematologic patients at our hospital designed an at-home FCN administration model to avoid the hospitalization of patients requiring FCN treatment. This study analyzes whether the at-home administration of FCN is as safe and effective as its hospital administration. We collected and compared demographic, clinical, analytical, and economic data of patients with CMV infection post-allo-HCT who received FCN in the hospital (n = 16, 17 episodes) vs. at-home (n = 67, 88 episodes). The proportions of patients with cured CMV infections were comparable between the two groups (65.9% vs. 76.5%, p = 0.395). The median duration of FCN treatment was 15 (interquartile range [IQR] 9–23) and 14 (IQR 11–19) days in the HCU and inpatient cohorts, respectively (p = 0.692). There were no significant differences in the FCN toxicities between groups except for hypocalcemia (26.1% vs. 58.8%, p = 0.007), which was more prevalent in the inpatient cohort. A significant cost-effectiveness was found in the HCU cohort, with a median savings per episode of EUR 5270. It may be concluded that home administration of FCN is a safe, effective, and cost-efficient therapeutic option for patients with CMV infection and disease.
- 18 December 2023
- Published by MDPI AG in Pharmaceuticals
- Vol. 16 (12) , 1741
Open AccessAt-Home Foscarnet Administration in Patients with Cytomegalovirus Infection Post-Allogeneic Stem Cell Transplantation: A Unicentric, Safe, and Feasible Program
Cytomegalovirus (CMV) infection is a relevant cause of morbimortality in patients receiving allogeneic stem cell transplantation (allo-HCT). Foscarnet (FCN) is an effective drug against CMV administered intravenously and usually on an inpatient basis. The Home Care Unit (HCU) for hematologic patients at our hospital designed an at-home FCN administration model to avoid the hospitalization of patients requiring FCN treatment. This study analyzes whether the at-home administration of FCN is as safe and effective as its hospital administration. We collected and compared demographic, clinical, analytical, and economic data of patients with CMV infection post-allo-HCT who received FCN in the hospital (n = 16, 17 episodes) vs. at-home (n = 67, 88 episodes). The proportions of patients with cured CMV infections were comparable between the two groups (65.9% vs. 76.5%, p = 0.395). The median duration of FCN treatment was 15 (interquartile range [IQR] 9–23) and 14 (IQR 11–19) days in the HCU and inpatient cohorts, respectively (p = 0.692). There were no significant differences in the FCN toxicities between groups except for hypocalcemia (26.1% vs. 58.8%, p = 0.007), which was more prevalent in the inpatient cohort. A significant cost-effectiveness was found in the HCU cohort, with a median savings per episode of EUR 5270. It may be concluded that home administration of FCN is a safe, effective, and cost-efficient therapeutic option for patients with CMV infection and disease.