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23 pages, 2002 KiB  
Article
Precision Oncology Through Dialogue: AI-HOPE-RTK-RAS Integrates Clinical and Genomic Insights into RTK-RAS Alterations in Colorectal Cancer
by Ei-Wen Yang, Brigette Waldrup and Enrique Velazquez-Villarreal
Biomedicines 2025, 13(8), 1835; https://doi.org/10.3390/biomedicines13081835 - 28 Jul 2025
Viewed by 322
Abstract
Background/Objectives: The RTK-RAS signaling cascade is a central axis in colorectal cancer (CRC) pathogenesis, governing cellular proliferation, survival, and therapeutic resistance. Somatic alterations in key pathway genes—including KRAS, NRAS, BRAF, and EGFR—are pivotal to clinical decision-making in precision oncology. However, the integration of [...] Read more.
Background/Objectives: The RTK-RAS signaling cascade is a central axis in colorectal cancer (CRC) pathogenesis, governing cellular proliferation, survival, and therapeutic resistance. Somatic alterations in key pathway genes—including KRAS, NRAS, BRAF, and EGFR—are pivotal to clinical decision-making in precision oncology. However, the integration of these genomic events with clinical and demographic data remains hindered by fragmented resources and a lack of accessible analytical frameworks. To address this challenge, we developed AI-HOPE-RTK-RAS, a domain-specialized conversational artificial intelligence (AI) system designed to enable natural language-based, integrative analysis of RTK-RAS pathway alterations in CRC. Methods: AI-HOPE-RTK-RAS employs a modular architecture combining large language models (LLMs), a natural language-to-code translation engine, and a backend analytics pipeline operating on harmonized multi-dimensional datasets from cBioPortal. Unlike general-purpose AI platforms, this system is purpose-built for real-time exploration of RTK-RAS biology within CRC cohorts. The platform supports mutation frequency profiling, odds ratio testing, survival modeling, and stratified analyses across clinical, genomic, and demographic parameters. Validation included reproduction of known mutation trends and exploratory evaluation of co-alterations, therapy response, and ancestry-specific mutation patterns. Results: AI-HOPE-RTK-RAS enabled rapid, dialogue-driven interrogation of CRC datasets, confirming established patterns and revealing novel associations with translational relevance. Among early-onset CRC (EOCRC) patients, the prevalence of RTK-RAS alterations was significantly lower compared to late-onset disease (67.97% vs. 79.9%; OR = 0.534, p = 0.014), suggesting the involvement of alternative oncogenic drivers. In KRAS-mutant patients receiving Bevacizumab, early-stage disease (Stages I–III) was associated with superior overall survival relative to Stage IV (p = 0.0004). In contrast, BRAF-mutant tumors with microsatellite-stable (MSS) status displayed poorer prognosis despite higher chemotherapy exposure (OR = 7.226, p < 0.001; p = 0.0000). Among EOCRC patients treated with FOLFOX, RTK-RAS alterations were linked to worse outcomes (p = 0.0262). The system also identified ancestry-enriched noncanonical mutations—including CBL, MAPK3, and NF1—with NF1 mutations significantly associated with improved prognosis (p = 1 × 10−5). Conclusions: AI-HOPE-RTK-RAS exemplifies a new class of conversational AI platforms tailored to precision oncology, enabling integrative, real-time analysis of clinically and biologically complex questions. Its ability to uncover both canonical and ancestry-specific patterns in RTK-RAS dysregulation—especially in EOCRC and populations with disproportionate health burdens—underscores its utility in advancing equitable, personalized cancer care. This work demonstrates the translational potential of domain-optimized AI tools to accelerate biomarker discovery, support therapeutic stratification, and democratize access to multi-omic analysis. Full article
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19 pages, 14428 KiB  
Article
Bivalent Oral Vaccine Using Attenuated Salmonella Gallinarum Delivering HA and NA-M2e Confers Dual Protection Against H9N2 Avian Influenza and Fowl Typhoid in Chickens
by Muhammad Bakhsh, Amal Senevirathne, Jamal Riaz, Jun Kwon, Ram Prasad Aganja, Jaime C. Cabarles, Sang-Ik Oh and John Hwa Lee
Vaccines 2025, 13(8), 790; https://doi.org/10.3390/vaccines13080790 - 25 Jul 2025
Viewed by 282
Abstract
Background: Fowl typhoid (FT), a septicemic infection caused by Salmonella Gallinarum (SG), and H9N2 avian influenza are two economically important diseases that significantly affect the global poultry industry. Methods: We exploited the live attenuated Salmonella Gallinarum (SG) mutant JOL3062 (SG: ∆lon [...] Read more.
Background: Fowl typhoid (FT), a septicemic infection caused by Salmonella Gallinarum (SG), and H9N2 avian influenza are two economically important diseases that significantly affect the global poultry industry. Methods: We exploited the live attenuated Salmonella Gallinarum (SG) mutant JOL3062 (SG: ∆lonpagLasd) as a delivery system for H9N2 antigens to induce an immunoprotective response against both H9N2 and FT. To enhance immune protection against H9N2, a prokaryotic and eukaryotic dual expression plasmid, pJHL270, was employed. The hemagglutinin (HA) consensus sequence from South Korean avian influenza A virus (AIV) was cloned under the Ptrc promoter for prokaryotic expression, and the B cell epitope of neuraminidase (NA) linked with matrix protein 2 (M2e) was placed for eukaryotic expression. In vitro and in vivo expressions of the H9N2 antigens were validated by qRT-PCR and Western blot, respectively. Results: Oral immunization with JOL3121 induced a significant increase in SG and H9N2-specific serum IgY and cloacal swab IgA antibodies, confirming humoral and mucosal immune responses. Furthermore, FACS analysis showed increased CD4+ and CD8+ T cell populations. On day 28 post-immunization, there was a substantial rise in the hemagglutination inhibition titer in the immunized birds, demonstrating neutralization capabilities of immunization. Both IFN-γ and IL-4 demonstrated a significant increase, indicating a balance of Th1 and Th2 responses. Intranasal challenge with the H9N2 Y280 strain resulted in minimal to no clinical signs with significantly lower lung viral titer in the JOL3121 group. Upon SG wildtype challenge, the immunized birds in the JOL3121 group yielded 20% mortality, while 80% mortality was recorded in the PBS control group. Additionally, bacterial load in the spleen and liver was significantly lower in the immunized birds. Conclusions: The current vaccine model, designed with a host-specific pathogen, SG, delivers a robust immune boost that could enhance dual protection against FT and H9N2 infection, both being significant diseases in poultry, as well as ensure public health. Full article
(This article belongs to the Special Issue Development of Vaccines Against Bacterial Infections)
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10 pages, 216 KiB  
Article
Association of MTHFR C677T and A1298C Polymorphisms with First-Episode Myocardial Ischemia: A Case–Control Study
by Iulia Andreea Badea, Lavinia Carmen Daba, Nicoleta Leopa, Irinel Raluca Parepa, Sorina Ispas and Mihaela Botnarciuc
Genes 2025, 16(8), 858; https://doi.org/10.3390/genes16080858 - 23 Jul 2025
Viewed by 167
Abstract
Background: Myocardial ischemia remains a major cause of morbidity and mortality worldwide. Although traditional risk factors are well-established, genetic predisposition—particularly involving MTHFR polymorphisms—has garnered increasing attention. This study investigates the association between MTHFR C677T and A1298C polymorphisms and first-episode myocardial ischemia in a [...] Read more.
Background: Myocardial ischemia remains a major cause of morbidity and mortality worldwide. Although traditional risk factors are well-established, genetic predisposition—particularly involving MTHFR polymorphisms—has garnered increasing attention. This study investigates the association between MTHFR C677T and A1298C polymorphisms and first-episode myocardial ischemia in a Romanian population. Methods: This study included 69 adult patients with first-episode myocardial ischemia and 55 healthy controls, matched by age and sex. Participants were recruited from southeastern Romania between 2023 and 2025. Clinical data—such as blood pressure, body mass index, smoking, and alcohol consumption—were recorded. Genotyping for MTHFR C677T and A1298C polymorphisms was performed using a real-time PCR-based assay (Bosphore® MTHFR 677-1298 Detection Kit v2), following the manufacturer’s protocol. Results: A significantly higher frequency of homozygous mutant genotypes was observed in patients with myocardial ischemia. The TT genotype of MTHFR C677T was present in 71% of patients, compared to only 7.3% of controls. Similarly, the CC genotype of A1298C was detected in 59.4% of patients, versus 7.3% in controls. These genotypic patterns suggest a strong genetic predisposition among affected individuals. The association between MTHFR polymorphisms and myocardial ischemia was particularly evident in participants over 50 years of age, indicating a possible interaction between genetic vulnerability and age-related cardiovascular risk. Conclusions: Our findings indicate a strong association between MTHFR C677T and A1298C homozygous mutant genotypes and the risk of first-episode myocardial ischemia, particularly in older adults. These results underscore the potential role of genetic screening in early cardiovascular risk stratification. Full article
(This article belongs to the Section Genetic Diagnosis)
15 pages, 827 KiB  
Article
Evolution of Resistant Mutants in Pseudomonas aeruginosa Persister Cells Under Meropenem Treatment
by Jie Feng, Yifan Bian, Congjuan Xu, Zhihui Cheng, Yongxin Jin, Shouguang Jin and Weihui Wu
Microorganisms 2025, 13(7), 1672; https://doi.org/10.3390/microorganisms13071672 - 16 Jul 2025
Viewed by 229
Abstract
Bacterial persisters are dormant cells that survive antibiotic treatment, serving as a reservoir for the emergence of resistant mutations. The evolution of antibiotic resistance poses a significant challenge to public health. In this study, we investigated the development of resistance in Pseudomonas aeruginosa [...] Read more.
Bacterial persisters are dormant cells that survive antibiotic treatment, serving as a reservoir for the emergence of resistant mutations. The evolution of antibiotic resistance poses a significant challenge to public health. In this study, we investigated the development of resistance in Pseudomonas aeruginosa persister cells by exposing the reference strain PA14 to meropenem and tracked the emergence of resistance mutations over serial passages. Whole-genome sequencing of the populations or individual resistant strains revealed evolutionary trajectories. In the initial passages, low-level meropenem-resistant mutants harbored various mutations, accompanied by increasing population survival. Then, mutations in the oprD gene appeared, followed by mutation in the mexR gene in most of the cells, leading to high-level meropenem resistance and collateral resistance to ciprofloxacin. Our study provides insights into the evolutionary pathways of P. aeruginosa under lethal antibiotic pressure, highlighting the dynamic interplay between persister cells and the emergence of resistance mutations. Full article
(This article belongs to the Special Issue Bacterial Pathogenesis and Host Immune Responses)
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16 pages, 871 KiB  
Article
Primary HSV-2 Infection in an Immunocompromised Patient Reveals High Diversity of Drug-Resistance Mutations in the Viral DNA Polymerase
by Hanna Helena Schalkwijk, Sarah Gillemot, Emilie Frobert, Florence Morfin, Sophie Ducastelle, Anne Conrad, Pierre Fiten, Ghislain Opdenakker, Robert Snoeck and Graciela Andrei
Viruses 2025, 17(7), 962; https://doi.org/10.3390/v17070962 - 9 Jul 2025
Viewed by 399
Abstract
Herpes simplex virus 2 (HSV-2) remains a significant cause of morbidity and mortality in immunocompromised individuals, despite the availability of effective antivirals. Infections caused by drug-resistant isolates are an emerging concern among these patients. Understanding evolutionary aspects of HSV-2 resistance is crucial for [...] Read more.
Herpes simplex virus 2 (HSV-2) remains a significant cause of morbidity and mortality in immunocompromised individuals, despite the availability of effective antivirals. Infections caused by drug-resistant isolates are an emerging concern among these patients. Understanding evolutionary aspects of HSV-2 resistance is crucial for designing improved therapeutic strategies. Here, we characterized 11 HSV-2 isolates recovered from various body sites of a single immunocompromised patient suffering from a primary HSV-2 infection unresponsive to acyclovir and foscarnet. The isolates were analyzed phenotypically and genotypically (Sanger sequencing of viral thymidine kinase and DNA polymerase genes). Viral clone isolations, deep sequencing, viral growth kinetics, and dual infection competition assays were performed retrospectively to assess viral heterogeneity and fitness. Sanger sequencing identified mixed populations of DNA polymerase mutant variants. Viral clones were plaque-purified and genotyped, revealing 17 DNA polymerase mutations (K533E, A606V, C625R, R628C, A724V, S725G, S729N, I731F, Q732R, M789T/K, Y823C, V842M, R847C, F923L, T934A, and R964H) associated with acyclovir and foscarnet resistance. Deep-sequencing of the DNA polymerase detected drug-resistant variants ranging between 1 and 95%, although the first two isolates had a wild-type DNA polymerase. Some mutants showed reduced fitness, evidenced by (i) the frequency of variants identified by deep-sequencing not correlating with the proportion of mutants found by plaque-purification, (ii) loss of the variants upon passaging in cell culture, or (iii) reduced frequencies in competition assays. This study reveals the rapid evolution of heterogeneous drug-resistant HSV-2 populations under antiviral therapy, highlighting the need for alternative treatment options and resistance surveillance, especially in severe infections. Full article
(This article belongs to the Special Issue Mechanisms of Herpesvirus Resistance)
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12 pages, 472 KiB  
Article
Impact of hMLH1 −93G>A (rs1800734) and hMSH2 1032G>A (rs4987188) Polymorphisms on Colorectal Cancer Susceptibility
by Bayram Bayramov, Nigar Karimova, Nigar Mehdiyeva, Hagigat Valiyeva, Rena Karimova, Royal Shirinov, Hazi Aslanov, Zumrud Safarzade, Orkhan Isayev and Nuru Bayramov
J. Mol. Pathol. 2025, 6(3), 15; https://doi.org/10.3390/jmp6030015 - 8 Jul 2025
Viewed by 300
Abstract
Background: This study is the first to investigate the association between colorectal cancer (CRC) risk and the hMLH1 −93G>A and hMSH2 1032G>A polymorphisms of mismatch repair (MMR) genes in the Azerbaijani population. Methods: Peripheral blood samples containing EDTA were collected from the study [...] Read more.
Background: This study is the first to investigate the association between colorectal cancer (CRC) risk and the hMLH1 −93G>A and hMSH2 1032G>A polymorphisms of mismatch repair (MMR) genes in the Azerbaijani population. Methods: Peripheral blood samples containing EDTA were collected from the study subjects (134 patients and 137 controls), and genomic DNA was extracted using the non-enzymatic salting-out method. Genotypes were determined by polymerase chain reaction–restriction fragment length polymorphism (PCR-RFLP), and the results were visualized through agarose gel electrophoresis. Results: Overall, no statistically significant correlation was observed between CRC risk and the hMLH1 −93G>A polymorphism in the heterozygous GA (OR = 0.760; 95% CI = 0.374–1.542; p = 0.446), the mutant AA (OR = 1.474; 95% CI = 0.738–2.945; p = 0.270), or the A allele (OR = 1.400; 95% CI = 0.984–1.995; p = 0.062). However, in contrast to the dominant model, a statistically significant association was found between the recessive model and an increased CRC risk, with an odds ratio of 1.788 (95% CI = 1.102–2.900; p = 0.018). The hMLH1 −93G>A polymorphism was identified at a significantly higher frequency across the TNM stages, with the distribution showing statistical significance (p < 0.05). Additionally, no statistically significant association was observed between the hMSH2 1032G>A polymorphism and CRC risk. Conclusions: Although no overall association was observed for hMLH1 −93G>A, our findings suggest a potential link with increased colorectal cancer risk under the recessive model in the Azerbaijani population. Further studies are warranted to confirm this model-specific association and investigate the underlying biological mechanisms. Full article
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16 pages, 2252 KiB  
Article
Elucidating the Role of Toxoplasma gondii’s Mitochondrial Superoxide Dismutase
by James Alexander Tirtorahardjo, Christopher I-H. Ma, Areej Shaikh and Rosa M. Andrade
Biomolecules 2025, 15(7), 972; https://doi.org/10.3390/biom15070972 - 7 Jul 2025
Viewed by 338
Abstract
Toxoplasma gondii is an Apicomplexan parasite that possesses a well-developed system of scavengers of reactive oxygen species (ROS). Among its components, T. gondii mitochondrial superoxide dismutase (TgSOD2) is essential, as predicted by the CRISPR phenotype index and evidenced by the non-viability of its [...] Read more.
Toxoplasma gondii is an Apicomplexan parasite that possesses a well-developed system of scavengers of reactive oxygen species (ROS). Among its components, T. gondii mitochondrial superoxide dismutase (TgSOD2) is essential, as predicted by the CRISPR phenotype index and evidenced by the non-viability of its constitutive knockouts. As an obligate intracellular parasite, TgSOD2 is upregulated during extracellular stages. Herein, we generated a viable TgSOD2 knockdown mutant using an inducible auxin–degron system to explore the biological role of TgSOD2 in T. gondii. Depletion of TgSOD2 led to impaired parasite growth and replication, reduced mitochondrial membrane potential (MMP), abnormalities in the distribution of ATP synthase within its mitochondrial electron transport chain (mETC), and increased susceptibility to mETC inhibitors. Through a proximal biotinylation approach, we identified the interactions of TgSOD2 with complexes IV and V of its mETC, suggesting that these sites are sensitive to ROS. Our study provides the first insights into the role of TgSOD2 in maintaining its mitochondrial redox homeostasis and subsequent parasite replication fitness. Significance: Toxoplasma gondii infects nearly a third of the world population and can cause fetal miscarriages or life-threatening complications in vulnerable patients. Current therapies do not eradicate the parasite from the human hosts, rendering them at risk of recurrence during their lifetimes. T. gondii has a single mitochondrion, which is well-known for its susceptibility to oxidative damage that leads to T. gondii’s death. Therefore, targeting T. gondii mitochondrion remains an attractive therapeutic strategy for drug development. T. gondii’s mitochondrial superoxide dismutase is an antioxidant protein in the parasite mitochondrion and is essential for its survival. Understanding its biological role could reveal mitochondrial vulnerabilities in T. gondii and provide new leads for the development of effective treatments for T. gondii infections. Full article
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15 pages, 7842 KiB  
Article
Role of BMPR2 Mutation in Lung Organoid Differentiation
by Simin Jiang, Dian Chen, Liangliang Tian, Zihang Pan, Huanyu Long, Lanhe Chu, Weijing Kong, Qiyang Yao, Xiaojing Ma, Yun Zhao, Kai Wang and Yahong Chen
Biomedicines 2025, 13(7), 1623; https://doi.org/10.3390/biomedicines13071623 - 2 Jul 2025
Viewed by 372
Abstract
Background: The bone morphogenetic protein (BMP) signaling pathway is essential for lung development. BMP4, a key regulator, binds to type I (BMPR1) and type II (BMPR2) receptors to initiate downstream signaling. While the inactivation of Bmpr1a and Bmpr1b leads to tracheoesophageal fistulae, [...] Read more.
Background: The bone morphogenetic protein (BMP) signaling pathway is essential for lung development. BMP4, a key regulator, binds to type I (BMPR1) and type II (BMPR2) receptors to initiate downstream signaling. While the inactivation of Bmpr1a and Bmpr1b leads to tracheoesophageal fistulae, the role of BMPR2 mutations in lung epithelial development remains unclear. Methods: We generated induced pluripotent stem cells (iPSCs) from a patient carrying a BMPR2 mutation (c.631C>T), and gene-corrected isogenic controls were created using CRISPR/Cas9. These iPSCs were differentiated into lung progenitor cells and subsequently cultured to generate alveolar and airway organoids. The differentiation efficiency and epithelial lineage specification were assessed using immunofluorescence, flow cytometry, and qRT-PCR. Results: BMPR2-mutant iPSCs showed no impairment in forming a definitive or anterior foregut endoderm. However, a significant reduction in lung progenitor cell differentiation was observed. Further, while alveolar epithelial differentiation remained largely unaffected, airway organoids derived from BMPR2-mutant cells exhibited impaired goblet and ciliated cell development, with an increase in basal and club cell markers, indicating skewing toward undifferentiated airway cell populations. Conclusions: BMPR2 dysfunction selectively impairs late-stage lung progenitor specification and disrupts airway epithelial maturation, providing new insights into the developmental impacts of BMPR2 mutations. Full article
(This article belongs to the Section Cell Biology and Pathology)
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22 pages, 547 KiB  
Review
RAS Mutations in Advanced Colorectal Cancer: Mechanisms, Clinical Implications, and Novel Therapeutic Approaches
by Osman Sütcüoğlu, Hasan Çağrı Yıldırım, Elvina Almuradova, Damla Günenç and Şuayib Yalçın
Medicina 2025, 61(7), 1202; https://doi.org/10.3390/medicina61071202 - 30 Jun 2025
Viewed by 469
Abstract
Colorectal cancer (CRC) remains a leading cause of cancer-related mortality globally, posing significant treatment challenges, particularly in its metastatic form (mCRC). This review comprehensively examines the pivotal role of RAS mutations, specifically KRAS and NRAS, which are detected in approximately 40–45% of mCRC [...] Read more.
Colorectal cancer (CRC) remains a leading cause of cancer-related mortality globally, posing significant treatment challenges, particularly in its metastatic form (mCRC). This review comprehensively examines the pivotal role of RAS mutations, specifically KRAS and NRAS, which are detected in approximately 40–45% of mCRC cases, and their impact on treatment decisions and patient outcomes. We assess the effectiveness of standard treatments within the RAS mutant population, highlighting the challenges and limitations these therapies face. Recent advancements in targeted therapies, particularly the focus on novel agents such as KRAS G12C inhibitors, including sotorasib and adagrasib, have shown promising efficacy in overcoming resistance to conventional treatments. Furthermore, this review discusses future directions, emphasizing the need for research into non-RAS targets to address the complexities of resistance mechanisms and improve therapeutic outcomes. This review aims to provide a detailed overview of the current treatments and innovative approaches, supporting the development of personalized management strategies for patients with mCRC. Full article
(This article belongs to the Section Oncology)
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14 pages, 3143 KiB  
Article
Characterization of a Gamma Radiation (60Co) Induced Mutant Population of Prickly Pear Cactus (Opuntia velutina F.A.C. Weber) Plants In Vitro Using ISSR Molecular Markers
by Eréndira Rubio-Ochoa, Eulogio De la Cruz-Torres, Rosa Elena Pérez-Sánchez, Héctor Eduardo Martínez-Flores, Liberato Portillo, Pedro Antonio García-Saucedo and Juan Florencio Gómez-Leyva
Horticulturae 2025, 11(7), 743; https://doi.org/10.3390/horticulturae11070743 - 27 Jun 2025
Viewed by 360
Abstract
The nopal cactus, a plant from the Cactaceae family, holds significant economic and nutritional value for Mexico. This study aimed to enhance the genetic diversity and morphological traits of Opuntia velutina, a species cultivated as a vegetable nopal. A total of 1050 in [...] Read more.
The nopal cactus, a plant from the Cactaceae family, holds significant economic and nutritional value for Mexico. This study aimed to enhance the genetic diversity and morphological traits of Opuntia velutina, a species cultivated as a vegetable nopal. A total of 1050 in vitro O. velutina explants were exposed to 15 different doses of gamma radiation from 60Co gamma, ranging from 5 to 125 Gy. The lethal dose was above 50 Gy, with an LD50 of 22.8 Gy for stimulating in vitro shoot growth. Shoots derived from doses between 5 and 50 Gy were subjected to in vitro shoot proliferation across four consecutive generations to stabilize morphological traits. Cluster analysis categorized the 178 irradiated shoots into 13 distinct morphological groups (CG1–CG13). Twenty-seven shoots exhibiting significant morphological improvements, such as a 50–100% increase in cladode length, up to a six-fold increase in shoot number, and up to a seven-fold increase in root number, were selected for molecular analysis of genetic diversity. Six primers were used with the Inter Simple Sequence Repeat (ISSR) molecular markers to examine genetic uniformity, yielding 54.5% polymorphic bands, indicating a high level of genetic variation. Both a UPGMA dendrogram and STRUCTURE-based Bayesian analysis confirmed the genetic divergence among the selected mutant lines. Overall, gamma irradiation effectively enhanced both phenotypic and genotypic diversity in O. velutina. This study corroborates that in vitro mutagenesis through gamma radiation is a viable strategy for generating novel genotypes with breeding potential within the Opuntia genus. Full article
(This article belongs to the Section Genetics, Genomics, Breeding, and Biotechnology (G2B2))
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11 pages, 268 KiB  
Article
Fixation Time for Competing Beneficial Mutations and Their Genomic Footprint
by Wolfgang Stephan
Biology 2025, 14(7), 775; https://doi.org/10.3390/biology14070775 - 27 Jun 2025
Viewed by 258
Abstract
For a highly beneficial mutation A at locus 1 spreading in a very large population, we have analyzed the scenario that at a closely linked locus 2 a second beneficial mutant B arises before A has fixed. Under the assumptions that the fitness [...] Read more.
For a highly beneficial mutation A at locus 1 spreading in a very large population, we have analyzed the scenario that at a closely linked locus 2 a second beneficial mutant B arises before A has fixed. Under the assumptions that the fitness of B is greater than that of A and that A- and B-carrying chromosomes can recombine at some rate r, recombinants AB may form and eventually fix. We present explicit formulas for the fixation time of AB under additive fitness of the mutants as a function of the frequency X20  of A at the time when B is introduced. Our analysis suggests that the effect of interference between the beneficial mutations is most pronounced for small values of X20<0.1. Furthermore, we identify a threshold value for r, above which recombination speeds up fixation. Using published simulation data, we also describe the genomic footprint of competing beneficial mutations. At neutral sites between the two linked selected loci, an excess of intermediate-frequency variants may occur when interference is strong, i.e., X20 small. Finally, we discuss under which circumstances this scenario may be encountered in real sequences from recombining genomic regions. Full article
(This article belongs to the Section Theoretical Biology and Biomathematics)
13 pages, 855 KiB  
Article
Putative Second-Site Mutations in the Barley Low Phytic Acid 1-1 (lpa 1-1) Genetic Background Further Reduce Seed Total Phosphorus
by Beverly L. Agesa, Victor Raboy, Paul J. A. Withers and Katherine A. Steele
Agronomy 2025, 15(7), 1550; https://doi.org/10.3390/agronomy15071550 - 25 Jun 2025
Viewed by 306
Abstract
Inefficient crop phosphorus (P) use impacts global food security and P fertilizer use can be environmentally harmful. Lines homozygous for barley (Hordeum vulgare L.) low phytic acid 1-1 (lpa 1-1) have yields equivalent to the wild type but ~15% less [...] Read more.
Inefficient crop phosphorus (P) use impacts global food security and P fertilizer use can be environmentally harmful. Lines homozygous for barley (Hordeum vulgare L.) low phytic acid 1-1 (lpa 1-1) have yields equivalent to the wild type but ~15% less seed Total P (TP). The objective here was to identify second-site mutations in the lpa1-1 background that condition a further reduction in seed TP, again with little impact on yield. A chemically mutagenized population was derived from lpa 1-1 and screened to identify lines with seed TP reductions greater than 15% (as compared with wild-type) but with seed weights per plant within 80% of wild-type. Three M4 lines were selected and evaluated in a greenhouse pot experiment. Plants were grown to maturity either on a soil with low soil P fertility (16 to 25 mg Olsen P L−1; Soil P Index 1) or with that soil supplemented (36 kg P ha−1) to provide optimal available soil P. Mean seed P reduction across the three lines and two soil P levels was 28%, a near doubling of the lpa1-1 seed Total P reduction. When grown with optimal soil available P, no impact of these putative mutations on grain yield was observed. These findings suggest that the three lpa 1-1-derived mutant lines carry second-site mutations conferring substantially (~17%) greater decreases in seed TP than that conferred by lpa 1-1. If the putative mutations are confirmed to be heritable and to have negligible impact on yield, they could be used in breeding P-efficient barley cultivars as a step towards reducing regional and global P demand. Full article
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18 pages, 1987 KiB  
Article
AI-HOPE-TGFbeta: A Conversational AI Agent for Integrative Clinical and Genomic Analysis of TGF-β Pathway Alterations in Colorectal Cancer to Advance Precision Medicine
by Ei-Wen Yang, Brigette Waldrup and Enrique Velazquez-Villarreal
AI 2025, 6(7), 137; https://doi.org/10.3390/ai6070137 - 24 Jun 2025
Cited by 2 | Viewed by 628
Abstract
Introduction: Early-onset colorectal cancer (EOCRC) is rising rapidly, particularly among the Hispanic/Latino (H/L) populations, who face disproportionately poor outcomes. The transforming growth factor-beta (TGF-β) signaling pathway plays a critical role in colorectal cancer (CRC) progression by mediating epithelial-to-mesenchymal transition (EMT), immune evasion, and [...] Read more.
Introduction: Early-onset colorectal cancer (EOCRC) is rising rapidly, particularly among the Hispanic/Latino (H/L) populations, who face disproportionately poor outcomes. The transforming growth factor-beta (TGF-β) signaling pathway plays a critical role in colorectal cancer (CRC) progression by mediating epithelial-to-mesenchymal transition (EMT), immune evasion, and metastasis. However, integrative analyses linking TGF-β alterations to clinical features remain limited—particularly for diverse populations—hindering translational research and the development of precision therapies. To address this gap, we developed AI-HOPE-TGFbeta (Artificial Intelligence agent for High-Optimization and Precision Medicine focused on TGF-β), the first conversational artificial intelligence (AI) agent designed to explore TGF-β dysregulation in CRC by integrating harmonized clinical and genomic data via natural language queries. Methods: AI-HOPE-TGFbeta utilizes a large language model (LLM), Large Language Model Meta AI 3 (LLaMA 3), a natural language-to-code interpreter, and a bioinformatics backend to automate statistical workflows. Tailored for TGF-β pathway analysis, the platform enables real-time cohort stratification and hypothesis testing using harmonized datasets from the cBio Cancer Genomics Portal (cBioPortal). It supports mutation frequency comparisons, odds ratio testing, Kaplan–Meier survival analysis, and subgroup evaluations across race/ethnicity, microsatellite instability (MSI) status, tumor stage, treatment exposure, and age. The platform was validated by replicating findings on the SMAD4, TGFBR2, and BMPR1A mutations in EOCRC. Exploratory queries were conducted to examine novel associations with clinical outcomes in H/L populations. Results: AI-HOPE-TGFbeta successfully recapitulated established associations, including worse survival in SMAD4-mutant EOCRC patients treated with FOLFOX (fluorouracil, leucovorin and oxaliplatin) (p = 0.0001) and better outcomes in early-stage TGFBR2-mutated CRC patients (p = 0.00001). It revealed potential population-specific enrichment of BMPR1A mutations in H/L patients (OR = 2.63; p = 0.052) and uncovered MSI-specific survival benefits among SMAD4-mutated patients (p = 0.00001). Exploratory analysis showed better outcomes in SMAD2-mutant primary tumors vs. metastatic cases (p = 0.0010) and confirmed the feasibility of disaggregated ethnicity-based queries for TGFBR1 mutations, despite small sample sizes. These findings underscore the platform’s capacity to detect both known and emerging clinical–genomic patterns in CRC. Conclusions: AI-HOPE-TGFbeta introduces a new paradigm in cancer bioinformatics by enabling natural language-driven, real-time integration of genomic and clinical data specific to TGF-β pathway alterations in CRC. The platform democratizes complex analyses, supports disparity-focused investigation, and reveals clinically actionable insights in underserved populations, such as H/L EOCRC patients. As a first-of-its-kind system studying TGF-β, AI-HOPE-TGFbeta holds strong promise for advancing equitable precision oncology and accelerating translational discovery in the CRC TGF-β pathway. Full article
(This article belongs to the Section Medical & Healthcare AI)
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10 pages, 381 KiB  
Article
Genotypic and Allelic Frequencies of Hereditary Cataract in the Italian Population of Australian Shepherd and Miniature American Shepherd Dogs
by Maria Grazia De Iorio, Giulietta Minozzi, Sara Ghilardi, Stefano Frattini, Mara Bagardi, Paola Giuseppina Brambilla, Alessandra Paganelli, Maria Cristina Cozzi, Francesca Vecchi and Michele Polli
Animals 2025, 15(12), 1778; https://doi.org/10.3390/ani15121778 - 17 Jun 2025
Viewed by 288
Abstract
Hereditary cataract is a progressive ocular disorder that is present also in Australian Shepherd and Miniature American Shepherd dogs, primarily caused by a mutation in the HSF4 gene. This study analyzed 233 Australian Shepherd dogs tested in Italy between 2020 and 2024 to [...] Read more.
Hereditary cataract is a progressive ocular disorder that is present also in Australian Shepherd and Miniature American Shepherd dogs, primarily caused by a mutation in the HSF4 gene. This study analyzed 233 Australian Shepherd dogs tested in Italy between 2020 and 2024 to evaluate genotypic and allelic frequencies of the main causative mutation. DNA samples were collected and tested, classifying individuals as homozygous wild-type, heterozygous, or homozygous mutant. The overall mutant allele frequency was 6.01%. Furthermore, a small subset of 13 Miniature American Shepherds was analyzed and genetic tests revealed that they were all homozygous wild type, suggesting no presence of the causative allele in this small sample. These findings confirm the importance of genetic testing in dog populations emphasizing the need for responsible selection practices to further minimize the disease’s impact. Full article
(This article belongs to the Section Animal Genetics and Genomics)
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26 pages, 705 KiB  
Review
Recent Advances in Molecular Research and Treatment for Melanoma in Asian Populations
by Soichiro Kado and Mayumi Komine
Int. J. Mol. Sci. 2025, 26(11), 5370; https://doi.org/10.3390/ijms26115370 - 3 Jun 2025
Viewed by 1017
Abstract
Melanoma treatment comprised a few treatment choices with insufficient efficacy before the emergence of molecularly targeted medication and immune checkpoint inhibitors, which dramatically improved patient outcomes. B-Rapidly Accelerated Fibrosarcoma (BRAF) and Mitogen-Activated Protein Kinase (MAPK) Kinase (MEK) inhibitors significantly improved survival in BRAF [...] Read more.
Melanoma treatment comprised a few treatment choices with insufficient efficacy before the emergence of molecularly targeted medication and immune checkpoint inhibitors, which dramatically improved patient outcomes. B-Rapidly Accelerated Fibrosarcoma (BRAF) and Mitogen-Activated Protein Kinase (MAPK) Kinase (MEK) inhibitors significantly improved survival in BRAF-mutant melanoma and immune checkpoint inhibitors, such as anti-programmed cell death 1 (PD-1) and Cytotoxic T-Lymphocyte Antigen 4 (CTLA-4) agents, established new standards of care. Challenges remain, however, including the existence of resistance mechanisms and the reduced efficacy of immune-based therapies in Asian populations, particularly for acral and mucosal subtypes. This review highlights historical and current therapeutic advancements, discusses regional considerations, and explores emerging strategies aiming at globally optimizing melanoma management. Full article
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