Evidence map›Paper›PMID 42108433›Full record

ArticleBMC genomics2026

Identification of stable miRNA references for qRT-PCR normalization in ovine fasciolosis.

Diana M Barrero-Torres, Guillem Herrera-Torres, Paula V Huertas-Abril, Nieves Abril, José Pérez, Pablo J Rufino-Moya, José M Suárez-Cárdenas, Sara Zaldívar-López, Álvaro Martínez-Moreno, M Teresa Ruiz-Campillo and 1 more

Abstract read
In one paragraph

Article in BMC genomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Diana M Barrero-Torres *Departamento de Anatomía y Anatomía Patológica Comparadas y Toxicología, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Facultad de Veterinaria, Universidad de Córdoba, Córdoba, Spain.
Guillem Herrera-Torres *Departamento de Anatomía y Anatomía Patológica Comparadas y Toxicología, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Facultad de Veterinaria, Universidad de Córdoba, Córdoba, Spain.
Paula V Huertas-AbrilDepartamento de Bioquímica y Biología Molecular, Universidad de Córdoba, Córdoba, Spain.
Nieves AbrilDepartamento de Bioquímica y Biología Molecular, Universidad de Córdoba, Córdoba, Spain.
José PérezDepartamento de Anatomía y Anatomía Patológica Comparadas y Toxicología, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Facultad de Veterinaria, Universidad de Córdoba, Córdoba, Spain.
Pablo J Rufino-MoyaDepartamento de Sanidad Animal, Unidad de Parasitología, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Facultad de Veterinaria, Universidad de Córdoba, Córdoba, Spain.
José M Suárez-CárdenasDepartmento de Genética, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Universidad de Córdoba, Córdoba, Spain.
Sara Zaldívar-LópezDepartmento de Genética, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Universidad de Córdoba, Córdoba, Spain.
Álvaro Martínez-MorenoDepartamento de Sanidad Animal, Unidad de Parasitología, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Facultad de Veterinaria, Universidad de Córdoba, Córdoba, Spain.
M Teresa Ruiz-CampilloDepartamento de Sanidad Animal, Unidad de Parasitología, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Facultad de Veterinaria, Universidad de Córdoba, Córdoba, Spain. v42rucam@uco.es.
Verónica Molina-HernándezDepartamento de Anatomía y Anatomía Patológica Comparadas y Toxicología, UIC Zoonosis y Enfermedades Emergentes ENZOEM, Facultad de Veterinaria, Universidad de Córdoba, Córdoba, Spain.

Funding

Ministerio de Ciencia e Innovación CNS2022-135144Ministerio de Ciencia e Innovación PID2023-152150OB-C22
6 · The paper itself

Abstract

backgroundFasciola hepatica (F. hepatica) is a widely prevalent trematode responsible for parasitic infections and remains a major target for control interventions worldwide. Its ability to establish chronic infection relies on complex host-parasite interactions mediated by molecular mechanisms that regulate gene expression. Among these mechanisms, microRNAs (miRNAs), a class of non-coding RNAs, act as key post-transcriptional regulators and play important roles in immune modulation during infection. These molecules are increasingly investigated as potential diagnostic biomarkers and targets for novel vaccine strategies. However, accurate miRNA quantification by qRT-PCR requires stable endogenous normalizers to control for technical and biological variability, and such normalizers have not yet been validated for fasciolosis studies in ovine plasma. Therefore, this study aims to identify stable endogenous miRNA reference genes for RT-qPCR normalization in plasma samples from sheep experimentally infected with F. hepatica during the early stages of infection. We evaluated a panel of candidate miRNAs and ranked their expression stability using RefFinder, an integrative tool that combines several algorithms, including NormFinder, the ΔCt method, geNorm, and BestKeeper.

resultsStability analysis identified hsa-let-7c-5p, bta-let-7f, and oar-miR-16b as the most stable miRNAs across all conditions. These miRNAs showed consistent expression across samples and time points, indicating minimal susceptibility to infection-related biological variation or technical bias. They are therefore suitable endogenous normalizers for plasma miRNA quantification in early fasciolosis. The geometric mean of these three miRNAs was employed for normalization to enable accurate and reproducible relative quantification of three target miRNAs whose expression patterns are associated with distinct stages of Fasciola infection. Temporal profiling revealed an early upregulation of oar‑miR‑133‑5p, a later peak of oar‑miR‑3957‑5p, and a decreasing trend of fhe‑miR‑novel‑11‑5p. Because we obtained these expression patterns after normalization with rigorously validated stable references, they are more likely to reflect true biological dynamics rather than technical variability. Together, these findings support the stage-specific diagnostic potential of the target miRNAs and further implicate their involvement in host-parasite interactions during infection.

conclusionThese findings highlight the value of validated miRNAs as endogenous reference genes of plasma-based studies in ovine fasciolosis. They also improve diagnostic sensitivity and specificity by establishing a robust methodological framework for biomarker discovery, as well as for subsequent functional analyses and large-scale evaluations.

Indexed as

FascioliasisMicroRNAsReal-Time Polymerase Chain ReactionSheep DiseasesAnimalsFasciola hepaticaGene Expression ProfilingReference StandardsSheepMicroRNAsEndogenous controlF. hepaticaMicroRNA (miRNA)Non-coding RNANormalizationReference genesRT-qPCR

Identifiers

PMID42108433
PMCPMC13326110

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.