@article {752, title = {Towards a metagenomics machine learning interpretable model for understanding the transition from adenoma to colorectal cancer.}, journal = {Sci Rep}, volume = {12}, year = {2022}, month = {2022 Jan 10}, pages = {450}, abstract = {

Gut microbiome is gaining interest because of its links with several diseases, including colorectal cancer (CRC), as well as the possibility of being used to obtain non-intrusive predictive disease biomarkers. Here we performed a meta-analysis of 1042 fecal metagenomic samples from seven publicly available studies. We used an interpretable machine learning approach based on functional profiles, instead of the conventional taxonomic profiles, to produce a highly accurate predictor of CRC with better precision than those of previous proposals. Moreover, this approach is also able to discriminate samples with adenoma, which makes this approach very promising for CRC prevention by detecting early stages in which intervention is easier and more effective. In addition, interpretable machine learning methods allow extracting features relevant for the classification, which reveals basic molecular mechanisms accounting for the changes undergone by the microbiome functional landscape in the transition from healthy gut to adenoma and CRC conditions. Functional profiles have demonstrated superior accuracy in predicting CRC and adenoma conditions than taxonomic profiles and additionally, in a context of explainable machine learning, provide useful hints on the molecular mechanisms operating in the microbiota behind these conditions.

}, issn = {2045-2322}, doi = {10.1038/s41598-021-04182-y}, author = {Casimiro-Soriguer, Carlos S and Loucera, Carlos and Pe{\~n}a-Chilet, Maria and Dopazo, Joaquin} } @article {719, title = {Taxonomic variations in the gut microbiome of gout patients with and without tophi might have a functional impact on urate metabolism.}, journal = {Mol Med}, volume = {27}, year = {2021}, month = {2021 05 24}, pages = {50}, abstract = {

OBJECTIVE: To evaluate the taxonomic composition of the gut microbiome in gout patients with and without tophi formation, and predict bacterial functions that might have an impact on urate metabolism.

METHODS: Hypervariable V3-V4 regions of the bacterial 16S rRNA gene from fecal samples of gout patients with and without tophi (n = 33 and n = 25, respectively) were sequenced and compared to fecal samples from 53 healthy controls. We explored predictive functional profiles using bioinformatics in order to identify differences in taxonomy and metabolic pathways.

RESULTS: We identified a microbiome characterized by the lowest richness and a higher abundance of Phascolarctobacterium, Bacteroides, Akkermansia, and Ruminococcus_gnavus_group genera in patients with gout without tophi when compared to controls. The Proteobacteria phylum and the Escherichia-Shigella genus were more abundant in patients with tophaceous gout than in controls. Fold change analysis detected nine genera enriched in healthy controls compared to gout groups (Bifidobacterium, Butyricicoccus, Oscillobacter, Ruminococcaceae_UCG_010, Lachnospiraceae_ND2007_group, Haemophilus, Ruminococcus_1, Clostridium_sensu_stricto_1, and Ruminococcaceae_UGC_013). We found that the core microbiota of both gout groups shared Bacteroides caccae, Bacteroides stercoris ATCC 43183, and Bacteroides coprocola DSM 17136. These bacteria might perform functions linked to one-carbon metabolism, nucleotide binding, amino acid biosynthesis, and purine biosynthesis. Finally, we observed differences in key bacterial enzymes involved in urate synthesis, degradation, and elimination.

CONCLUSION: Our findings revealed that taxonomic variations in the gut microbiome of gout patients with and without tophi might have a functional impact on urate metabolism.

}, keywords = {Biodiversity, Computational Biology, Dysbiosis, Gastrointestinal Microbiome, Gout, Humans, Metagenome, metagenomics, Protein Interaction Mapping, Protein Interaction Maps, Uric Acid}, issn = {1528-3658}, doi = {10.1186/s10020-021-00311-5}, author = {M{\'e}ndez-Salazar, Eder Orlando and V{\'a}zquez-Mellado, Janitzia and Casimiro-Soriguer, Carlos S and Dopazo, Joaquin and Cubuk, Cankut and Zamudio-Cuevas, Yessica and Francisco-Balderas, Adriana and Mart{\'\i}nez-Flores, Karina and Fern{\'a}ndez-Torres, Javier and Lozada-P{\'e}rez, Carlos and Pineda, Carlos and S{\'a}nchez-Gonz{\'a}lez, Austreberto and Silveira, Luis H and Burguete-Garc{\'\i}a, Ana I and Orbe-Orihuela, Citlalli and Lagunas-Mart{\'\i}nez, Alfredo and Vazquez-Gomez, Alonso and L{\'o}pez-Reyes, Alberto and Palacios-Gonz{\'a}lez, Berenice and Mart{\'\i}nez-Nava, Gabriela Ang{\'e}lica} } @article {710, title = {Transcriptomic Analysis of a Diabetic Skin-Humanized Mouse Model Dissects Molecular Pathways Underlying the Delayed Wound Healing Response.}, journal = {Genes (Basel)}, volume = {12}, year = {2020}, month = {2020 12 31}, abstract = {

Defective healing leading to cutaneous ulcer formation is one of the most feared complications of diabetes due to its consequences on patients{\textquoteright} quality of life and on the healthcare system. A more in-depth analysis of the underlying molecular pathophysiology is required to develop effective healing-promoting therapies for those patients. Major architectural and functional differences with human epidermis limit extrapolation of results coming from rodents and other small mammal-healing models. Therefore, the search for reliable humanized models has become mandatory. Previously, we developed a diabetes-induced delayed humanized wound healing model that faithfully recapitulated the major histological features of such skin repair-deficient condition. Herein, we present the results of a transcriptomic and functional enrichment analysis followed by a mechanistic analysis performed in such humanized wound healing model. The deregulation of genes implicated in functions such as angiogenesis, apoptosis, and inflammatory signaling processes were evidenced, confirming published data in diabetic patients that in fact might also underlie some of the histological features previously reported in the delayed skin-humanized healing model. Altogether, these molecular findings support the utility of such preclinical model as a valuable tool to gain insight into the molecular basis of the delayed diabetic healing with potential impact in the translational medicine field.

}, keywords = {Animals, Diabetes Mellitus, Experimental, Gene Expression Profiling, Gene Expression Regulation, Gene ontology, Humans, Metabolic Networks and Pathways, Mice, Mice, Nude, Microarray Analysis, Molecular Sequence Annotation, Principal Component Analysis, Signal Transduction, Skin, Skin Transplantation, Skin Ulcer, Streptozocin, Tissue Engineering, Transcriptome, Transplantation, Heterologous, Wound Healing}, issn = {2073-4425}, doi = {10.3390/genes12010047}, author = {Le{\'o}n, Carlos and Garcia-Garcia, Francisco and Llames, Sara and Garc{\'\i}a-P{\'e}rez, Eva and Carretero, Marta and Arriba, Mar{\'\i}a Del Carmen and Dopazo, Joaquin and Del Rio, Marcela and Escamez, Maria Jos{\'e} and Mart{\'\i}nez-Santamar{\'\i}a, Luc{\'\i}a} } @article {454, title = {The transcriptomics of an experimentally evolved plant-virus interaction.}, journal = {Sci Rep}, volume = {6}, year = {2016}, month = {2016 04 26}, pages = {24901}, abstract = {

Models of plant-virus interaction assume that the ability of a virus to infect a host genotype depends on the matching between virulence and resistance genes. Recently, we evolved tobacco etch potyvirus (TEV) lineages on different ecotypes of Arabidopsis thaliana, and found that some ecotypes selected for specialist viruses whereas others selected for generalists. Here we sought to evaluate the transcriptomic basis of such relationships. We have characterized the transcriptomic responses of five ecotypes infected with the ancestral and evolved viruses. Genes and functional categories differentially expressed by plants infected with local TEV isolates were identified, showing heterogeneous responses among ecotypes, although significant parallelism existed among lineages evolved in the same ecotype. Although genes involved in immune responses were altered upon infection, other functional groups were also pervasively over-represented, suggesting that plant resistance genes were not the only drivers of viral adaptation. Finally, the transcriptomic consequences of infection with the generalist and specialist lineages were compared. Whilst the generalist induced very similar perturbations in the transcriptomes of the different ecotypes, the perturbations induced by the specialist were divergent. Plant defense mechanisms were activated when the infecting virus was specialist but they were down-regulated when infecting with generalist.

}, keywords = {Arabidopsis, Ecotype, Gene Expression Profiling, Host-Pathogen Interactions, Potyvirus}, issn = {2045-2322}, doi = {10.1038/srep24901}, author = {Hillung, Julia and Garcia-Garcia, Francisco and Dopazo, Joaquin and Cuevas, Jos{\'e} M and Elena, Santiago F} } @article {484, title = {Two novel mutations in the BCKDK (branched-chain keto-acid dehydrogenase kinase) gene are responsible for a neurobehavioral deficit in two pediatric unrelated patients.}, journal = {Hum Mutat}, volume = {35}, year = {2014}, month = {2014 Apr}, pages = {470-7}, abstract = {

Inactivating mutations in the BCKDK gene, which codes for the kinase responsible for the negative regulation of the branched-chain α-keto acid dehydrogenase complex (BCKD), have recently been associated with a form of autism in three families. In this work, two novel exonic BCKDK mutations, c.520C>G/p.R174G and c.1166T>C/p.L389P, were identified at the homozygous state in two unrelated children with persistently reduced body fluid levels of branched-chain amino acids (BCAAs), developmental delay, microcephaly, and neurobehavioral abnormalities. Functional analysis of the mutations confirmed the missense character of the c.1166T>C change and showed a splicing defect r.[520c>g;521_543del]/p.R174Gfs1*, for c.520C>G due to the presence of a new donor splice site. Mutation p.L389P showed total loss of kinase activity. Moreover, patient-derived fibroblasts showed undetectable (p.R174Gfs1*) or barely detectable (p.L389P) levels of BCKDK protein and its phosphorylated substrate (phospho-E1α), resulting in increased BCKD activity and the very rapid BCAA catabolism manifested by the patients{\textquoteright} clinical phenotype. Based on these results, a protein-rich diet plus oral BCAA supplementation was implemented in the patient homozygous for p.R174Gfs1*. This treatment normalized plasma BCAA levels and improved growth, developmental and behavioral variables. Our results demonstrate that BCKDK mutations can result in neurobehavioral deficits in humans and support the rationale for dietary intervention.

}, keywords = {Amino Acids, Branched-Chain, Developmental Disabilities, Fibroblasts, Humans, Male, Mutation, Missense, Nervous System Diseases, Pediatrics, Protein Kinases}, issn = {1098-1004}, doi = {10.1002/humu.22513}, author = {Garc{\'\i}a-Cazorla, Angels and Oyarzabal, Alfonso and Fort, Joana and Robles, Concepci{\'o}n and Castej{\'o}n, Esperanza and Ruiz-Sala, Pedro and Bodoy, Susanna and Merinero, Bego{\~n}a and Lopez-Sala, Anna and Dopazo, Joaquin and Nunes, Virginia and Ugarte, Magdalena and Artuch, Rafael and Palac{\'\i}n, Manuel and Rodr{\'\i}guez-Pombo, Pilar and Alcaide, Patricia and Navarrete, Rosa and Sanz, Paloma and Font-Llitj{\'o}s, Mariona and Vilaseca, Ma Antonia and Ormaizabal, Aida and Pristoupilova, Anna and Agull{\'o}, Sergi Beltran} } @article {1028, title = {Transdifferentiation of MALME-3M and MCF-7 Cells toward Adipocyte-like Cells is Dependent on Clathrin-mediated Endocytosis.}, journal = {SpringerPlus}, volume = {1}, year = {2012}, month = {2012}, pages = {44}, abstract = {ABSTRACT: Enforced cell transdifferentiation of human cancer cells is a promising alternative to conventional chemotherapy. We previously identified albumin-associated lipid- and, more specifically, saturated fatty acid-induced transdifferentiation programs in human cancer cells (HCCLs). In this study, we further characterized the adipocyte-like cells, resulting from the transdifferentiation of human cancer cell lines MCF-7 and MALME-3M, and proposed a common mechanistic approach for these transdifferentiating programs. We showed the loss of pigmentation in MALME-3M cells treated with albumin-associated lipids, based on electron microscopic analysis, and the overexpression of perilipin 2 (PLIN2) by western blotting in MALME-3M and MCF-7 cells treated with unsaturated fatty acids. Comparing the gene expression profiles of naive melanoma MALME-3M cells and albumin-associated lipid-treated cells, based on RNA sequencing, we confirmed the transcriptional upregulation of some key adipogenic gene markers and also an alternative splicing of the adipogenic master regulator PPARG, that is probably related to the reported up regulated expression of the protein. Most importantly, these results also showed the upregulation of genes responsible for Clathrin (CLTC) and other adaptor-related proteins. An increase in CLTC expression in the transdifferentiated cells was confirmed by western blotting. Inactivation of CLTC by chlorpromazine (CHP), an inhibitor of CTLC mediated endocytosis (CME), and gene silencing by siRNAs, partially reversed the accumulation of neutral lipids observed in the transdifferentiated cells. These findings give a deeper insight into the phenotypic changes observed in HCCL to adipocyte-like transdifferentiation and point towards CME as a key pathway in distinct transdifferentiation programs. DISCLOSURES: Simon C and Aguilar-Gallardo C are co-inventors of the International Patent Application No. PCT/EP2011/004941 entitled "Methods for tumor treatment and adipogenesis differentiation".}, issn = {2193-1801}, doi = {10.1186/2193-1801-1-44}, url = {http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3725915/}, author = {Carcel-Trullols, Jaime and Aguilar-Gallardo, Crist{\'o}bal and Garc{\'\i}a-Alcalde, Fernando and Pardo-Cea, Miguel Angel and Dopazo, Joaquin and Ana Conesa and Simon, Carlos} }