TY - JOUR
T1 - Prediction of calving to conception interval length using algorithmic analysis of endometrial mrna expression in bovine
AU - Tobolski, Dawid
AU - Łukasik, Karolina
AU - Bacławska, Agnieszka
AU - Skarżyński, Dariusz Jan
AU - Hostens, Miel
AU - Barański, Wojciech
N1 - Funding Information:
Funding: Grant Support: Funded by KNOW (Leading National Research Centre) Scientific Consortium “Healthy Animal-Safe Food” decision of the Ministry of Science and Higher Education No. 05-1/KNOW2/2015. Project financially supported by Minister of Science and Higher Education in the range of the program entitled “Regional Initiative of Excellence” for the years 2019–2022, Project No. 010/RID/2018/19.
Funding Information:
Grant Support: Funded by KNOW (Leading National Research Centre) Scientific Consor-tium ?Healthy Animal-Safe Food? decision of the Ministry of Science and Higher Education No. 05-1/KNOW2/2015. Project financially supported by Minister of Science and Higher Education in the range of the program entitled ?Regional Initiative of Excellence? for the years 2019?2022, Project No. 010/RID/2018/19.
Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2021/1
Y1 - 2021/1
N2 - After parturition, the uterus undergoes significant reconstruction, allows the endometrium to create an environment for subsequent embryo development. Here, we used an unsupervised algorithmic approach to select characteristic endometrial mRNA expression patterns of proposed markers and investigate each marker’s role as an individual indicator of reproductive success. Clinically healthy cows at a sixth week postpartum were examined, the percentage of neutrophils (PMNs%) in the cytological smear was calculated, and an endometrial biopsy was taken for qPCR. Based on pregnancy examination, cows were divided into three groups: Pregnant before 100 days postpartum (P100, n = 11), pregnant between 100–200-day (P200, n = 14), and culled (C, n = 10). Animals were also classified based on two PMNs% thresholds > 5% PMNs and > 10% PMNs. The expression of IL1B, IL6, CXCL8, and IL17A was higher in >10%PMNs. The expression of PTGS1 was higher in the P200 compared to P100. Upregulation of inhibin A subunit (INHA) and downregulation of inhibin β A subunit (INHBA) were observed in the P100. INHBA/INHA ratio was the most accurate linear predictor of the calving-to-conception interval. The application of the k-means algorithm allowed the identification of five unique expression patterns. The sensitivity and specificity of predicting allocation to P100 were 81% and 79%. We also documented the low efficiency of genes associated with subclinical endometritis and PMNs% in determining reproductive capability. These results suggested the presence of distinctive expression patterns in 6 weeks postpartum, correlated with cows’ reproductive capacity. Furthermore, we proposed the INHBA/INHA ratio as an indicator of calving-to-conception interval length.
AB - After parturition, the uterus undergoes significant reconstruction, allows the endometrium to create an environment for subsequent embryo development. Here, we used an unsupervised algorithmic approach to select characteristic endometrial mRNA expression patterns of proposed markers and investigate each marker’s role as an individual indicator of reproductive success. Clinically healthy cows at a sixth week postpartum were examined, the percentage of neutrophils (PMNs%) in the cytological smear was calculated, and an endometrial biopsy was taken for qPCR. Based on pregnancy examination, cows were divided into three groups: Pregnant before 100 days postpartum (P100, n = 11), pregnant between 100–200-day (P200, n = 14), and culled (C, n = 10). Animals were also classified based on two PMNs% thresholds > 5% PMNs and > 10% PMNs. The expression of IL1B, IL6, CXCL8, and IL17A was higher in >10%PMNs. The expression of PTGS1 was higher in the P200 compared to P100. Upregulation of inhibin A subunit (INHA) and downregulation of inhibin β A subunit (INHBA) were observed in the P100. INHBA/INHA ratio was the most accurate linear predictor of the calving-to-conception interval. The application of the k-means algorithm allowed the identification of five unique expression patterns. The sensitivity and specificity of predicting allocation to P100 were 81% and 79%. We also documented the low efficiency of genes associated with subclinical endometritis and PMNs% in determining reproductive capability. These results suggested the presence of distinctive expression patterns in 6 weeks postpartum, correlated with cows’ reproductive capacity. Furthermore, we proposed the INHBA/INHA ratio as an indicator of calving-to-conception interval length.
KW - Activin
KW - Cow
KW - Cytokines
KW - Endometrium
KW - Inhibin
KW - Postpartum diseases
KW - Subclinical endometri-tis
UR - http://www.scopus.com/inward/record.url?scp=85100154174&partnerID=8YFLogxK
U2 - 10.3390/ani11010236
DO - 10.3390/ani11010236
M3 - Article
AN - SCOPUS:85100154174
SN - 2076-2615
VL - 11
SP - 1
EP - 15
JO - Animals
JF - Animals
IS - 1
M1 - 236
ER -