Combined mRNA microarray and proteomic analysis of eutopic endometrium of women with and without endometriosis
Abstract
BACKGROUND: An early semi-invasive diagnosis of endometriosis has the potential to allow early treatment and minimize disease progression but no such test is available at present. Our aim was to perform a combined mRNA microarray and proteomic analysis on the same eutopic endometrium sample obtained from patients with and without endometriosis. METHODS: mRNA and protein fractions were extracted from 49 endometrial biopsies obtained from women with laparoscopically proven presence (n= 31) or absence (n= 18) of endometriosis during the early luteal (n= 27) or menstrual phase (n= 22) and analyzed using microarray and proteomic surface enhanced laser desorption ionization-time of flight mass spectrometry, respectively. Proteomic data were analyzed using a least squares-support vector machines (LS-SVM) model built on 70% (training set) and 30% of the samples (test set). RESULTS: mRNA analysis of eutopic endometrium did not show any differentially expressed genes in women with endometriosis when compared with controls, regardless of endometriosis stage or cycle phase. mRNA was differentially expressed (P< 0.05) in women with (925 genes) and without endometriosis (1087 genes) during the menstrual phase when compared with the early luteal phase. Proteomic analysis based on five peptide peaks [2072 mass/charge (m/z); 2973 m/z; 3623 m/z; 3680 m/z and 21133 m/z] using an LS-SVM model applied on the luteal phase endometrium training set allowed the diagnosis of endometriosis (sensitivity, 91; 95% confidence interval (CI): 74-98; specificity, 80; 95% CI: 66-97 and positive predictive value, 87.9%; negative predictive value, 84.8%) in the test set. CONCLUSION: mRNA expression of eutopic endometrium was comparable in women with and without endometriosis but different in menstrual endometrium when compared with luteal endometrium in women with endometriosis. Proteomic analysis of luteal phase endometrium allowed the diagnosis of endometriosis with high sensitivity and specificity in training and test sets. A potential limitation of our study is the fact that our control group included women with a normal pelvis as well as women with concurrent pelvic disease (e.g. fibroids, benign ovarian cysts, hydrosalpinges), which may have contributed to the comparable mRNA expression profile in the eutopic endometrium of women with endometriosis and controls.
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Only one study randomly divided endometrial samples into training and test sets.
“Specifically, menstrual cycle phase of endometrial samples was not specified in several of the studies [132, 135], and only one randomly divided endometrial samples into training and test sets [131].”
From Update on biomarkers for the detection of endometriosis (2015) · cites this paper as [131]
Several groups have reported unique proteomic profiles using the SELDI-TOF MS platform in eutopic endometrial specimens from women with and without endometriosis.
“Several groups have reported unique proteomic profiles using the SELDI-TOF MS platform in eutopic endometrial specimens from women with and without endometriosis [131, 132].”
From Update on biomarkers for the detection of endometriosis (2015) · cites this paper as [131]
Fassbender et al. described a panel of differentially expressed peptide peaks (2072 m/z, 2973 m/z, 3623 m/z, 3680 m/z, and 21133 m/z) in the early secretory endometrial proteome of women with versus without endometriosis as diagnostic of endometriosis (all rAFS stages) with 91% sensitivity and 80% specificity.
“In a unique concomitant assessment of the endometrial transcriptome and proteome, Fassbender et al. described a panel of differentially expressed peptide peaks (2072 m/z, 2973 m/z, 3623 m/z, 3680 m/z, and 21133 m/z) in the early secretory endometrial proteome of women with versus without endometriosis as diagnostic of endometriosis (all rAFS stages) with 91% sensitivity and 80% specificity [131].”
From Update on biomarkers for the detection of endometriosis (2015) · cites this paper as [131]
Cites
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482 · see citing works
The Elements of Statistical Learning
Hastie, T., Tibshirani, R., & Friedman, J. (2009) · Springer Series in Statistics · doi:10.1007/978-0-387-84858-7 · Cited by 25,970 · see citing works
Bioconductor: open software development for computational biology and bioinformatics
Gentleman, R., Carey, V., Bates, D., Bolstad, B., Dettling, M., Dudoit, S., Ellis, B., Gautier, L., Ge, Y., Gentry, J., et al. (2004) · Genome Biology · doi:10.1186/gb-2004-5-10-r80 · Cited by 13,133 · see citing works
Smyth, G. K. (2004) · Statistical Applications in Genetics and Molecular Biology · doi:10.2202/1544-6115.1027 · Cited by 11,829 · see citing works
limma: Linear Models for Microarray Data
Smyth, G. K. (2005) · Statistics for Biology and Health · doi:10.1007/0-387-29362-0_23 · Cited by 5,796 · see citing works
Whiting, P., Rutjes, A. W., Reitsma, J. B., Bossuyt, P. M., & Kleijnen, J. (2003) · BMC Medical Research Methodology · doi:10.1186/1471-2288-3-25 · Cited by 3,592 · see citing works
Giudice, L. C., & Kao, L. C. (2004) · The Lancet · doi:10.1016/s0140-6736(04)17403-5 · Cited by 3,166 · see citing works
Revised American Society for Reproductive Medicine classification of endometriosis: 1996
American Society for Reproductive Medicine (1997) · Fertility and Sterility · doi:10.1016/s0015-0282(97)81391-x · Cited by 3,018 · see citing works
ESHRE guideline for the diagnosis and treatment of endometriosis
Kennedy, S., Bergqvist, A., Chapron, C., D’Hooghe, T., Dunselman, G., Greb, R., Hummelshoj, L., Prentice, A., & Saridogan, E. (2005) · Human Reproduction · doi:10.1093/humrep/dei135 · Cited by 1,584 · see citing works
Self-citationXu, Q., & Liang, Y. (2001) · Chemometrics and Intelligent Laboratory Systems · doi:10.1016/s0169-7439(00)00122-2 · Cited by 1,047 · see citing works
Burney, R. O., Talbi, S., Hamilton, A. E., Vo, K. C., Nyegaard, M., Nezhat, C. R., Lessey, B. A., & Giudice, L. C. (2007) · Endocrinology · doi:10.1210/en.2006-1692 · Cited by 735 · see citing works
Kao, L. C., Germeyer, A., Tulac, S., Lobo, S., Yang, J. P., Taylor, R. N., Osteen, K., Lessey, B. A., & Giudice, L. C. (2003) · Endocrinology · doi:10.1210/en.2003-0043 · Cited by 696 · see citing works
Talbi, S., Hamilton, A. E., Vo, K. C., Tulac, S., Overgaard, M. T., Dosiou, C., Le Shay, N., Nezhat, C. N., Kempson, R., Lessey, B. A., et al. (2006) · Endocrinology · doi:10.1210/en.2005-1076 · Cited by 589 · see citing works
Optimal control by least squares support vector machines
Suykens, J. A. K., Vandewalle, J. P. L., & Moor, B. D. (2001) · Neural Networks · doi:10.1016/s0893-6080(00)00077-0 · Cited by 541 · see citing works
The Epidemiology of Endometriosis
CRAMER, D. W., & MISSMER, S. A. (2002) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2002.tb02761.x · Cited by 539 · see citing works
Delay in the diagnosis of endometriosis: a survey of women from the USA and the UK
Hadfield, R., Mardon, H., Barlow, D., & Kennedy, S. (1996) · Human Reproduction · doi:10.1093/oxfordjournals.humrep.a019270 · Cited by 517 · see citing works
Evaluating the Replicability of Significance Tests for Comparing Learning Algorithms
Bouckaert, R., & Frank, E. (2004) · Lecture notes in computer science · doi:10.1007/978-3-540-24775-3_3 · Cited by 437 · see citing works
Peripheral biomarkers of endometriosis: a systematic review
May, K. E., Conduit-Hulbert, S. A., Villar, J., Kirtley, S., Kennedy, S. H., & Becker, C. M. (2010) · Human Reproduction Update · doi:10.1093/humupd/dmq009 · Cited by 418 · see citing works
Arruda, M. S. (2003) · Human Reproduction · doi:10.1093/humrep/deg136 · Cited by 373 · see citing works
Diagnostic delay in women with pain and endometriosis
Husby, G. K., Haugen, R. S., & Moen, M. H. (2003) · Acta Obstetricia Et Gynecologica Scandinavica · doi:10.1034/j.1600-0412.2003.00168.x · Cited by 298 · see citing works
Endometriosis, retrograde menstruation and peritoneal inflammation in women and in baboons
D'Hooghe, T. M. (2002) · Human Reproduction Update · doi:10.1093/humupd/8.1.84 · Cited by 231 · see citing works
Self-citationMolecular classification of human endometrial cycle stages by transcriptional profiling
Ponnampalam, A. P., Weston, G. C., Trajstman, A. C., Susil, B. J., & Rogers, P. A. W. (2004) · Molecular Human Reproduction · doi:10.1093/molehr/gah121 · Cited by 196 · see citing works
EVIDENCE FOR THE RISK OF PELVIC ENDOMETRIOSIS BY AGE, RACE AND SOCIOECONOMIC STATUS1
Houston, D. E. (1984) · Epidemiologic Reviews · doi:10.1093/oxfordjournals.epirev.a036270 · Cited by 196 · see citing works
Matsuzaki, S., Canis, M. J., Vaurs‐Barrière, C., Boespflug‐Tanguy, O., Dastugue, B., & Mage, G. (2005) · Fertility and Sterility · doi:10.1016/j.fertnstert.2005.04.041 · Cited by 151 · see citing works
Opportunities and limitations of SELDI-TOF-MS in biomedical research: practical advices
Poon, T. C. W. (2007) · Expert Review of Proteomics · doi:10.1586/14789450.4.1.51 · Cited by 149 · see citing works
Molecular Evidence for Differences in Endometrium in Severe Versus Mild Endometriosis
Aghajanova, L., & Giudice, L. C. (2011) · Reproductive Sciences · doi:10.1177/1933719110386241 · Cited by 146 · see citing works
Oestrogen-modulated gene expression in the human endometrium
Punyadeera, C., Dassen, H. H. N. M., Klomp, J. P. G., Dunselman, G. A. J., Kamps, R., Dijcks, F. A., EDERVEEN, A. G. H., de Goeij, A. F. P. M., & Groothuis, P. G. (2005) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-004-4435-y · Cited by 100 · see citing works
Cyr61, a deregulated gene in endometriosis
Absenger, Y. (2004) · Molecular Human Reproduction · doi:10.1093/molehr/gah053 · Cited by 95 · see citing works
Endometriosis: Associations with Menorrhagia, Infertility and Oral Contraceptives
Sensky, T. E., & Liu, D. T. Y. (1980) · International Journal of Gynecology & Obstetrics · doi:10.1002/j.1879-3479.1980.tb00210.x · Cited by 90 · see citing works
Sherwin, J. R. A., Sharkey, A. M., Mihalyi, A., Simsa, P., Catalano, R. D., & D'Hooghe, T. M. (2008) · Human Reproduction · doi:10.1093/humrep/den078 · Cited by 66 · see citing works
Self-citationWhy We Need a Noninvasive Diagnostic Test for Minimal to Mild Endometriosis with a High Sensitivity
D’Hooghe, T. M., Mihalyi, A., Simsa, P., Kyama, C. M., Peeraer, K., Loecker, P. D., Meeuwis, L., Segal, L., & Meuleman, C. (2006) · Gynecologic and Obstetric Investigation · doi:10.1159/000093120 · Cited by 61 · see citing works
Self-citationRobin, X., Turck, N., Hainard, A., Lisacek, F., Sanchez, J., & Müller, M. (2009) · Expert Review of Proteomics · doi:10.1586/epr.09.83 · Cited by 58 · see citing works
Haemoglobin expression in human endometrium
Dassen, H. H. N. M., Kamps, R., Punyadeera, C., Dijcks, F. A., de Goeij, A. F. P. M., EDERVEEN, A. G. H., Dunselman, G. A. J., & Groothuis, P. G. (2008) · Human Reproduction · doi:10.1093/humrep/dem430 · Cited by 56 · see citing works
Proteomics Analysis of Plasma for Early Diagnosis of Endometriosis
Fassbender, A., Waelkens, E., Verbeeck, N., Kyama, C. M., Bokor, A., Vodolazkaia, A., Van de Plas, R., Meuleman, C., Peeraer, K., Tomassetti, C., et al. (2012) · Obstetrics & Gynecology · doi:10.1097/aog.0b013e31823fda8d · Cited by 51 · see citing works
Self-citationKyama, C. M., T’Jampens, D., Mihalyi, A., Simsa, P., Debrock, S., Waelkens, E., Landuyt, B., Meuleman, C., Fulop, V., Mwenda, J. M., et al. (2006) · Fertility and Sterility · doi:10.1016/j.fertnstert.2005.12.024 · Cited by 46 · cited 2× · see citing works
“The 3623 Da peak was selected to construct the diagnostic model for minimal to severe endometriosis, and was also differentially expressed in our previous SELDI-TOF MS study (Kyama et al., 2006).”
MethodResultSelf-citationEvaluation of endometrial biomarkers for semi-invasive diagnosis of endometriosis
Kyama, C. M., Mihalyi, A., Gevaert, O., Waelkens, E., Simsa, P., de Plas, R. V., Meuleman, C., Moor, B. D., & D’Hooghe, T. M. (2010) · Fertility and Sterility · doi:10.1016/j.fertnstert.2010.06.084 · Cited by 45 · see citing works
Self-citationWang, L., Zheng, W., Ding, X.-Y., Yu, J.-K., Jiang, W.-Z., & Zhang, S.-Z. (2010) · Fertility and Sterility · doi:10.1016/j.fertnstert.2009.08.061 · Cited by 30 · see citing works
Ding, X., Wang, L., Ren, Y., & Zheng, W. (2010) · Fertility and Sterility · doi:10.1016/j.fertnstert.2010.04.054 · Cited by 24 · see citing works
Fassbender, A., Simsa, P., Kyama, C. M., Waelkens, E., Mihalyi, A., Meuleman, C., Gevaert, O., Van de Plas, R., de Moor, B., & D'Hooghe, T. M. (2010) · Reproductive Biology and Endocrinology · doi:10.1186/1477-7827-8-123 · Cited by 23 · see citing works
Self-citationEvers, J. L. H., & Steirteghem, A. C. V. (2009) · Human Reproduction · doi:10.1093/humrep/dep374 · Cited by 7 · see citing works
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Rahmioglu, N., Fassbender, A., Vitonis, A. F., Tworoger, S. S., Hummelshoj, L., D'Hooghe, T. M., Adamson, G. D., Giudice, L. C., Becker, C. M., Zondervan, K. T., et al. (2014) · Fertility and Sterility · doi:10.1016/j.fertnstert.2014.07.1208 · Cited by 227 · see citing works
Self-citationUpdate on biomarkers for the detection of endometriosis
Fassbender, A., Burney, R. O., F. O, D., D’Hooghe, T., & Giudice, L. (2015) · BioMed Research International · doi:10.1155/2015/130854 · Cited by 195 · see citing works
“Specifically, menstrual cycle phase of endometrial samples was not specified in several of the studies [132, 135], and only one randomly divided endometrial samples into training and test sets [131].”
Self-citationMolecular classification of endometriosis and disease stage using high-dimensional genomic data
Tamaresis, J. S., Irwin, J. C., Goldfien, G. A., Rabban, J. T., Burney, R. O., Nezhat, C., DePaolo, L. V., & Giudice, L. C. (2014) · Endocrinology · doi:10.1210/en.2014-1490 · Cited by 168 · see citing works
Fassbender, A., Rahmioglu, N., Vitonis, A. F., Viganò, P., Giudice, L. C., D’Hooghe, T. M., Hummelshoj, L., Adamson, G. D., Becker, C. M., Missmer, S. A., et al. (2014) · Fertility and Sterility · doi:10.1016/j.fertnstert.2014.07.1209 · Cited by 162 · see citing works
Self-citationGuidelines for the design, analysis and interpretation of ‘omics’ data: focus on human endometrium
Altmäe, S., Esteban, F. J., Stavreus-Evers, A., Simón, C., Giudice, L., Lessey, B. A., Horcajadas, J. A., Macklon, N. S., D'Hooghe, T., Campoy, C., et al. (2014) · Human Reproduction Update · doi:10.1093/humupd/dmt048 · Cited by 151 · see citing works
Self-citationFassbender, A., Vodolazkaia, A., Saunders, P., Lebovic, D., Waelkens, E., De Moor, B., & D'Hooghe, T. (2013) · Fertility and Sterility · doi:10.1016/j.fertnstert.2013.01.097 · Cited by 150 · see citing works
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Garcia-Velasco, J. A., Fassbender, A., Ruiz-Alonso, M., Blesa, D., D‘Hooghe, T., & Simon, C. (2015) · Reproductive BioMedicine Online · doi:10.1016/j.rbmo.2015.07.014 · Cited by 70 · see citing works
Self-citationBiomarker development in endometriosis
Burney, R. O. (2014) · Scandinavian Journal of Clinical and Laboratory Investigation · doi:10.3109/00365513.2014.936692 · Cited by 16 · see citing works
- Authors
- Fassbender, A., Verbeeck, N., Börnigen, D., Kyama, C. M., Bokor, A., Vodolazkaia, A., Peeraer, K., Tomassetti, C., Meuleman, C., Gevaert, O., Van de Plas, R., Ojeda, F., De Moor, B., Moreau, Y., Waelkens, E., & D'Hooghe, T. M.
- Affiliations
- Universitair Ziekenhuis Leuven (BE)
- iMinds (BE)
- Jomo Kenyatta University of Agriculture and Technology (KE)
- Semmelweis University (HU)
- Stanford Medicine (US)
- KU Leuven (BE)
- ORCID
- Venue
- Human Reproduction
- Publisher
- Oxford University Press (OUP)
- Published
- 2012-05-03
- Volume
- 27
- Issue
- 7
- Pages
- 2020-2029
- ISSN
- 0268-1161 (ISSN-L)
- 1460-2350
- OpenAlex
- W2165696199
- Cited by
- 87
- References
- 40
- Citations by year
- 2026: 4 · 2025: 5 · 2024: 8 · 2023: 10 · 2022: 5 · 2020: 6 · 2019: 9 · 2018: 7 · 2017: 5 · 2016: 6 · 2015: 7 · 2014: 8 · 2013: 7
- FWCI
- 8.22
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Human Reproduction (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Reproductive Medicine › Endometriosis Research and Treatment
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Ectopic Pregnancy Diagnosis and Management
- Health Sciences › Medicine › Obstetrics and Gynecology › Endometrial and Cervical Cancer Treatments
- Keywords
- endometriosis, eutopic endometrium, endometriosis diagnosis, endometrial transcriptome, differential gene expression, least squares support vector machine, biomarkers, early diagnosis, menstrual cycle phases, sensitivity and specificity
- MeSH terms
- Adult, Biopsy, Endometriosis, Endometrium, Female, Humans, Peptides, Predictive Value of Tests, Retrospective Studies, RNA, Messenger, Biomarkers, Tumor, Biomarkers, Case-Control Studies, Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization, Oligonucleotide Array Sequence Analysis, Proteomics, Support Vector Machine
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