Raul Fernandez Perez
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Raul Fernandez Perez has a total of 258 co-authors. Here are the top co-authors by number of shared publications:
- Mario Fernandez Fraga
Cancer Epigenetics and Nanomedicine Laboratory, Centro de Investigación en Nanomateriales y Nanotecnología-Consejo Superior de Investigaciones Científicas (CINN-CSIC), Universidad de Oviedo, 33011 Oviedo, Spain
21 shared publications - Agustín Fernández Fernández
Cancer Epigenetics and Nanomedicine Laboratory, Centro de Investigación en Nanomateriales y Nanotecnología-Consejo Superior de Investigaciones Científicas (CINN-CSIC), Universidad de Oviedo, 33011 Oviedo, Spain
20 shared publications - Juan Ramón Tejedor
Cancer Epigenetics and Nanomedicine Laboratory, Centro de Investigación en Nanomateriales y Nanotecnología-Consejo Superior de Investigaciones Científicas (CINN-CSIC), Universidad de Oviedo, 33011 Oviedo, Spain
14 shared publications - Pablo Santamarina
Foundation for Biomedical Research and Innovation in Asturias (FINBA), 33011 Oviedo, Spain
11 shared publications - Rocío González Urdinguio
Cancer Epigenetics Laboratory, Institute of Oncology of Asturias (IUOPA), HUCA, Universidad de Oviedo, Oviedo, Spain
8 shared publications Cristina Mangas
Cancer Epigenetics and Nanomedicine Laboratory, Centro de Investigación en Nanomateriales y Nanotecnología-Consejo Superior de Investigaciones Científicas (CINN-CSIC), Universidad de Oviedo, Oviedo, Spain
6 shared publications
Latest Publications
- Open Access
Replicative history as a major determinant of epigenetic noise across human tissues
DNA methylation changes accumulate with age through both regulated and stochastic processes, yet the determinants of epigenetic information loss remain poorly defined. Using genome-wide DNA methylation profiles from 1,531 healthy human samples spanning 14 tissues, we quantified epigenetic noise by Shannon entropy and corrected it for cellular and tissue heterogeneity. Adjusted entropy was consistently low in promoters, first exons and CpG islands, and high in CpG-poor and intergenic regions. Cumulative mitotic history showed a stronger association with epigenetic noise than chronological age, explaining most of its variance particularly within CpG-rich regulatory regions. By contrast, age-related, replication-independent effects predominated outside CpG islands and in low-proliferative tissues such as the brain. Moreover, biological age acceleration was largely attributable to cell division in a tissue-specific manner. Collectively, mitotic history emerges as a major determinant of epigenetic noise accumulation across human tissues, while genomic context modulates regional vulnerability to methylation information loss during aging.
Open AccessReplicative history as a major determinant of epigenetic noise across human tissues
DNA methylation changes accumulate with age through both regulated and stochastic processes, yet the determinants of epigenetic information loss remain poorly defined. Using genome-wide DNA methylation profiles from 1,531 healthy human samples spanning 14 tissues, we quantified epigenetic noise by Shannon entropy and corrected it for cellular and tissue heterogeneity. Adjusted entropy was consistently low in promoters, first exons and CpG islands, and high in CpG-poor and intergenic regions. Cumulative mitotic history showed a stronger association with epigenetic noise than chronological age, explaining most of its variance particularly within CpG-rich regulatory regions. By contrast, age-related, replication-independent effects predominated outside CpG islands and in low-proliferative tissues such as the brain. Moreover, biological age acceleration was largely attributable to cell division in a tissue-specific manner. Collectively, mitotic history emerges as a major determinant of epigenetic noise accumulation across human tissues, while genomic context modulates regional vulnerability to methylation information loss during aging.
- 24 June 2026
- Published by Springer Nature in Nature Aging
- Vol. 6 (7) , 1346-1349
Epigenetic clocks as quantitative readouts of epigenetic drift
- 24 June 2026
- Published by Springer Nature in Nature Aging
- Vol. 6 (7) , 1346-1349
Epigenetic clocks as quantitative readouts of epigenetic drift
- Open Access
- 13 March 2026
- Published by American Society of Hematology in Blood
- Vol. 148 (7) , 856-866
IDH2 Clonal Hematopoiesis and IKAROS Loss Cooperate in a B-ALL Subtype after Lenalidomide Therapy for Multiple Myeloma
Lenalidomide, a maintenance treatment in multiple myeloma first-line therapy, increases the risk of secondary malignancies, including B-cell precursor acute lymphoblastic leukemia (B‑ALL). We present a comprehensive molecular characterization of 57 patients with lenalidomide-associated B-ALL (LenB-ALL), revealing three mutational subgroups: (1) TP53mt (30%), (2) IDH2mt (p.R140Q) (23%) and (3) other, including NRAS/KRASmt. Remarkably, IDH2 R140Q mutations were highly enriched in LenB-ALL compared to primary B-ALL (p<0.001). Furthermore, IKZF1 intragenic deletions - often subclonal and likely RAG-mediated - were observed in 54% (7/13) of IDH2mt LenB-ALL cases. IDH2 mutations were not restricted to the leukemic clone: they persisted during MRD-negative remission and were identified in lymphoid as well as myeloid cell populations using fluorescence-activated cell sorting and single-cell RNA sequencing. This indicates a preleukemic origin of the IDH2 mutation within the context of clonal hematopoiesis. Transcriptomic and DNA methylation analyses revealed a distinct gene expression profile and a DNA hypermethylation phenotype in IDH2mt LenB-ALL, including IDH2mt-specific as well as lenalidomide-associated features. We propose that lenalidomide promotes expansion of IDH2-mutated clonal hematopoiesis and, via IKAROS downregulation, induces a maturation arrest at the B-cell precursor stage. Subsequent genetic or epigenetic alterations render leukemogenesis independent of ongoing lenalidomide exposure. Altogether, these data define IDH2mt B-ALL as a distinct molecular subtype that is markedly overrepresented after lenalidomide treatment and highlight clonal hematopoiesis as a key contributing factor in the development of LenB-ALL.
- 13 March 2026
- Published by American Society of Hematology in Blood
- Vol. 148 (7) , 856-866
Open AccessIDH2 Clonal Hematopoiesis and IKAROS Loss Cooperate in a B-ALL Subtype after Lenalidomide Therapy for Multiple Myeloma
Lenalidomide, a maintenance treatment in multiple myeloma first-line therapy, increases the risk of secondary malignancies, including B-cell precursor acute lymphoblastic leukemia (B‑ALL). We present a comprehensive molecular characterization of 57 patients with lenalidomide-associated B-ALL (LenB-ALL), revealing three mutational subgroups: (1) TP53mt (30%), (2) IDH2mt (p.R140Q) (23%) and (3) other, including NRAS/KRASmt. Remarkably, IDH2 R140Q mutations were highly enriched in LenB-ALL compared to primary B-ALL (p<0.001). Furthermore, IKZF1 intragenic deletions - often subclonal and likely RAG-mediated - were observed in 54% (7/13) of IDH2mt LenB-ALL cases. IDH2 mutations were not restricted to the leukemic clone: they persisted during MRD-negative remission and were identified in lymphoid as well as myeloid cell populations using fluorescence-activated cell sorting and single-cell RNA sequencing. This indicates a preleukemic origin of the IDH2 mutation within the context of clonal hematopoiesis. Transcriptomic and DNA methylation analyses revealed a distinct gene expression profile and a DNA hypermethylation phenotype in IDH2mt LenB-ALL, including IDH2mt-specific as well as lenalidomide-associated features. We propose that lenalidomide promotes expansion of IDH2-mutated clonal hematopoiesis and, via IKAROS downregulation, induces a maturation arrest at the B-cell precursor stage. Subsequent genetic or epigenetic alterations render leukemogenesis independent of ongoing lenalidomide exposure. Altogether, these data define IDH2mt B-ALL as a distinct molecular subtype that is markedly overrepresented after lenalidomide treatment and highlight clonal hematopoiesis as a key contributing factor in the development of LenB-ALL.
- 25 December 2025
- Published by American Society of Hematology in Blood
- Vol. 146 (26) , 3213-3227
Increased LEF1 protein levels and isoform switching drive cell proliferation in chronic lymphocytic leukemia
The transcription factor lymphoid enhancer-binding factor 1 (LEF1) is aberrantly expressed across all subtypes and stages of chronic lymphocytic leukemia (CLL), yet the molecular mechanisms underlying its contribution to CLL pathogenesis remain poorly defined. Here, we conducted a comprehensive mechanistic dissection of LEF1 function in CLL using extensive functional analyses of patient-derived samples. We identified that, although LEF1 messenger RNA levels remain stable, patients with clinically aggressive disease show elevated LEF1 protein levels due to enhanced protein stability. LEF1 protein abundance is selectively modulated by lymph node–derived stimuli, including T-cell interactions and B-cell receptor signaling. Importantly, we uncovered a dual, context-dependent role for LEF1 that is determined by its protein levels. Low LEF1 protein, characteristic of indolent disease, supports B-cell activation, whereas increased protein abundance in aggressive disease promotes proliferation through the binding and induction of cell cycle and metabolic gene networks. We further showed that LEF1 exon 6 skipping is enriched in proliferative and aggressive CLL. Both in vitro and in vivo experiments revealed that LEF1-driven proliferation is mediated by these short, alternative spliced isoforms. Although all LEF1 isoforms bind to a core set of proliferation- and activation-related genes, they induce distinct transcriptional programs; full-length LEF1 promotes a quiescence gene signature and limits leukemic growth, whereas exon 6-skipping isoforms drive proliferation. Our findings establish LEF1 as an oncogenic transcription factor in CLL whose biological and clinical effects are modulated posttranscriptionally by both protein abundance and isoform composition.
- 25 December 2025
- Published by American Society of Hematology in Blood
- Vol. 146 (26) , 3213-3227
Increased LEF1 protein levels and isoform switching drive cell proliferation in chronic lymphocytic leukemia
The transcription factor lymphoid enhancer-binding factor 1 (LEF1) is aberrantly expressed across all subtypes and stages of chronic lymphocytic leukemia (CLL), yet the molecular mechanisms underlying its contribution to CLL pathogenesis remain poorly defined. Here, we conducted a comprehensive mechanistic dissection of LEF1 function in CLL using extensive functional analyses of patient-derived samples. We identified that, although LEF1 messenger RNA levels remain stable, patients with clinically aggressive disease show elevated LEF1 protein levels due to enhanced protein stability. LEF1 protein abundance is selectively modulated by lymph node–derived stimuli, including T-cell interactions and B-cell receptor signaling. Importantly, we uncovered a dual, context-dependent role for LEF1 that is determined by its protein levels. Low LEF1 protein, characteristic of indolent disease, supports B-cell activation, whereas increased protein abundance in aggressive disease promotes proliferation through the binding and induction of cell cycle and metabolic gene networks. We further showed that LEF1 exon 6 skipping is enriched in proliferative and aggressive CLL. Both in vitro and in vivo experiments revealed that LEF1-driven proliferation is mediated by these short, alternative spliced isoforms. Although all LEF1 isoforms bind to a core set of proliferation- and activation-related genes, they induce distinct transcriptional programs; full-length LEF1 promotes a quiescence gene signature and limits leukemic growth, whereas exon 6-skipping isoforms drive proliferation. Our findings establish LEF1 as an oncogenic transcription factor in CLL whose biological and clinical effects are modulated posttranscriptionally by both protein abundance and isoform composition.
- Open Access
ATG4D loss leads to late-onset cardiomyopathy and stress-induced heart failure in mice, and its repression marks maladaptive cardiac remodeling in humans
In the last years, autophagy has emerged as an essential pathway for most cellular functions. Basal autophagy plays a protective role as a quality control mechanism by which damaged or noxious cellular components are degraded and cellular organelles are periodically renewed. Moreover, autophagic activity can be increased in situations of cellular stress, including nutrient or growth factor deprivation, hypoxia, reactive oxygen species, DNA damage, or the presence of intracellular pathogens. Normally, induction of autophagy is protective, although in some circumstances, such as conditions of hemodynamic stress, autophagosome accumulation upon autophagy induction can be a maladaptive process. The deficiency of the autophagic protease ATG4D in mice leads to the accumulation of cellular autophagosomes in most tissues, including the heart. Here, we show that the increased autophagosome content of atg4d −/− mice is linked to the development of late-onset cardiomyopathy and to increased susceptibility to heart failure induced by transverse aortic constriction. Furthermore, we report the existence of human ATG4D variants associated with cardiovascular pathologies and also that ATG4D expression is reduced in human obstructive hypertrophic cardiomyopathy and dilated cardiomyopathy, which highlights a conserved cardio-protective role of the ATG4D protease.
Open AccessATG4D loss leads to late-onset cardiomyopathy and stress-induced heart failure in mice, and its repression marks maladaptive cardiac remodeling in humans
In the last years, autophagy has emerged as an essential pathway for most cellular functions. Basal autophagy plays a protective role as a quality control mechanism by which damaged or noxious cellular components are degraded and cellular organelles are periodically renewed. Moreover, autophagic activity can be increased in situations of cellular stress, including nutrient or growth factor deprivation, hypoxia, reactive oxygen species, DNA damage, or the presence of intracellular pathogens. Normally, induction of autophagy is protective, although in some circumstances, such as conditions of hemodynamic stress, autophagosome accumulation upon autophagy induction can be a maladaptive process. The deficiency of the autophagic protease ATG4D in mice leads to the accumulation of cellular autophagosomes in most tissues, including the heart. Here, we show that the increased autophagosome content of atg4d −/− mice is linked to the development of late-onset cardiomyopathy and to increased susceptibility to heart failure induced by transverse aortic constriction. Furthermore, we report the existence of human ATG4D variants associated with cardiovascular pathologies and also that ATG4D expression is reduced in human obstructive hypertrophic cardiomyopathy and dilated cardiomyopathy, which highlights a conserved cardio-protective role of the ATG4D protease.
- Open Access
- 22 August 2025
- Published by Elsevier in Cell Reports
- Vol. 44 (9) , 116182
Age-dependent effect of environmental enrichment on the neural 3D chromatin interactome
- 22 August 2025
- Published by Elsevier in Cell Reports
- Vol. 44 (9) , 116182
Open AccessAge-dependent effect of environmental enrichment on the neural 3D chromatin interactome
- Open Access
Age-Dependent Maturation and Rejuvenation of the Neural 3D Chromatin Interactome in Enriched Environments
Aging is a multifactorial biological process resulting in physiological and cellular decline. However, our understanding of age-related changes in 3D genome organization and the effect of external interventions on this process, remains limited. Here we describe alterations in the landscape of the 3D chromatin interactome upon aging, utilizing the low input Promoter Capture Hi-C (liCHi-C) technique with hippocampal neurons. We integrated liCHi-C data with RNA-seq data to identify functional implications. Furthermore, we assessed the effect of exposure to environmental enrichment (EE). Remarkably, our results demonstrated an age- dependent modulation of promoter interactions and expression with EE, with aging-like changes induced in young mice upon EE, likely associated with early brain maturation; while age-related alterations were reverted in old mice, leading to a partial rejuvenation of aged mouse hippocampi. These findings revealed a dynamic behaviour of the neuronal 3D chromatin structure over time, which can be modulated by external interventions.
Open AccessAge-Dependent Maturation and Rejuvenation of the Neural 3D Chromatin Interactome in Enriched Environments
Aging is a multifactorial biological process resulting in physiological and cellular decline. However, our understanding of age-related changes in 3D genome organization and the effect of external interventions on this process, remains limited. Here we describe alterations in the landscape of the 3D chromatin interactome upon aging, utilizing the low input Promoter Capture Hi-C (liCHi-C) technique with hippocampal neurons. We integrated liCHi-C data with RNA-seq data to identify functional implications. Furthermore, we assessed the effect of exposure to environmental enrichment (EE). Remarkably, our results demonstrated an age- dependent modulation of promoter interactions and expression with EE, with aging-like changes induced in young mice upon EE, likely associated with early brain maturation; while age-related alterations were reverted in old mice, leading to a partial rejuvenation of aged mouse hippocampi. These findings revealed a dynamic behaviour of the neuronal 3D chromatin structure over time, which can be modulated by external interventions.
- 30 September 2024
- Published by Springer Nature in Nature Aging
- Vol. 4 (10) , 1343-1345
Lymphoma lurks within aged B cells
- 30 September 2024
- Published by Springer Nature in Nature Aging
- Vol. 4 (10) , 1343-1345
Lymphoma lurks within aged B cells
- Open Access
Estimating universal mammalian lifespan via age-associated epigenetic entropy
Loss of epigenetic information has been proposed as a potential driver of mammalian aging. However, its contribution to the well-documented variation in lifespan estimates among mammals remains to be elucidated. In this study, we examined DNA methylation entropy patterns at evolutionarily conserved CpG sites across multiple mammalian species to quantify age-associated epigenetic information loss. We found that longer-lived species tend to accumulate fewer CpGs exhibiting increased methylation noise over time, irrespective of whether these changes arise from hyper- or hypomethylation mechanisms. Importantly, the rate of epigenetic entropy gain declines in a linear fashion with species’ maximum lifespan, pointing to the existence of a universal constraint on mammalian longevity, estimated to lie in the vicinity of 220 years. We further demonstrated that this relationship and its associated limit were independent of species and sample selection, as well as phylogenetic relatedness, and remained robust across different scenarios of lifespan estimation uncertainty. Collectively, this work highlights the maintenance of epigenetic information as a key factor in explaining lifespan differences among species and proposes a universal maximum limit to natural mammalian longevity.
Open AccessEstimating universal mammalian lifespan via age-associated epigenetic entropy
Loss of epigenetic information has been proposed as a potential driver of mammalian aging. However, its contribution to the well-documented variation in lifespan estimates among mammals remains to be elucidated. In this study, we examined DNA methylation entropy patterns at evolutionarily conserved CpG sites across multiple mammalian species to quantify age-associated epigenetic information loss. We found that longer-lived species tend to accumulate fewer CpGs exhibiting increased methylation noise over time, irrespective of whether these changes arise from hyper- or hypomethylation mechanisms. Importantly, the rate of epigenetic entropy gain declines in a linear fashion with species’ maximum lifespan, pointing to the existence of a universal constraint on mammalian longevity, estimated to lie in the vicinity of 220 years. We further demonstrated that this relationship and its associated limit were independent of species and sample selection, as well as phylogenetic relatedness, and remained robust across different scenarios of lifespan estimation uncertainty. Collectively, this work highlights the maintenance of epigenetic information as a key factor in explaining lifespan differences among species and proposes a universal maximum limit to natural mammalian longevity.
- Open Access
- 1 August 2024
- Published by American Society of Hematology in Blood
- Vol. 144 (5) , 496-509
Integrative single-cell chromatin and transcriptome analysis of human plasma cell differentiation
Plasma cells (PCs) are highly specialized cells representing the end stage of B-cell differentiation. We have shown that PC differentiation can be reproduced in vitro using elaborate culture systems. The molecular changes occurring during PC differentiation are recapitulated in this in vitro differentiation model. However, a major challenge exists to decipher the spatiotemporal epigenetic and transcriptional programs that drive the early stages of PC differentiation. We combined single cell (sc) RNA sequencing (RNA-seq) and assay for transposase-accessible chromatin with high throughput sequencing (scATAC-seq) to decipher the trajectories involved in PC differentiation. ScRNA-seq experiments revealed a strong heterogeneity of the preplasmablastic and plasmablastic stages. Among genes that were commonly identified using scATAC-seq and scRNA-seq, we identified several transcription factors with significant stage specific potential importance in PC differentiation. Interestingly, differentially accessible peaks characterizing the preplasmablastic stage were enriched in motifs of BATF3, FOS and BATF, belonging to activating protein 1 (AP-1) transcription factor family that may represent key transcriptional nodes involved in PC differentiation. Integration of transcriptomic and epigenetic data at the single cell level revealed that a population of preplasmablasts had already undergone epigenetic remodeling related to PC profile together with unfolded protein response activation and are committed to differentiate in PC. These results and the supporting data generated with our in vitro PC differentiation model provide a unique resource for the identification of molecular circuits that are crucial for early and mature PC maturation and biological functions. These data thus provide critical insights into epigenetic- and transcription–mediated reprogramming events that sustain PC differentiation.
- 1 August 2024
- Published by American Society of Hematology in Blood
- Vol. 144 (5) , 496-509
Open AccessIntegrative single-cell chromatin and transcriptome analysis of human plasma cell differentiation
Plasma cells (PCs) are highly specialized cells representing the end stage of B-cell differentiation. We have shown that PC differentiation can be reproduced in vitro using elaborate culture systems. The molecular changes occurring during PC differentiation are recapitulated in this in vitro differentiation model. However, a major challenge exists to decipher the spatiotemporal epigenetic and transcriptional programs that drive the early stages of PC differentiation. We combined single cell (sc) RNA sequencing (RNA-seq) and assay for transposase-accessible chromatin with high throughput sequencing (scATAC-seq) to decipher the trajectories involved in PC differentiation. ScRNA-seq experiments revealed a strong heterogeneity of the preplasmablastic and plasmablastic stages. Among genes that were commonly identified using scATAC-seq and scRNA-seq, we identified several transcription factors with significant stage specific potential importance in PC differentiation. Interestingly, differentially accessible peaks characterizing the preplasmablastic stage were enriched in motifs of BATF3, FOS and BATF, belonging to activating protein 1 (AP-1) transcription factor family that may represent key transcriptional nodes involved in PC differentiation. Integration of transcriptomic and epigenetic data at the single cell level revealed that a population of preplasmablasts had already undergone epigenetic remodeling related to PC profile together with unfolded protein response activation and are committed to differentiate in PC. These results and the supporting data generated with our in vitro PC differentiation model provide a unique resource for the identification of molecular circuits that are crucial for early and mature PC maturation and biological functions. These data thus provide critical insights into epigenetic- and transcription–mediated reprogramming events that sustain PC differentiation.