Patients and control subjects
This study was carried out at the Department of Gynecology in Women’s Hospital, School of Medicine, Zhejiang University. The selection criteria included an examination to rule out any other known cause of AUB, thus strictly adhering to the definition of AUB-E. All non-pregnant females completed a face-to-face interview to obtain their detailed histories, including demographic characteristics, menstrual and medical history combining pregnancy test, routine hematological and coagulation studies, and transvaginal ultrasound for the exclusion of other possible causes of AUB. The selection criteria were permanent residence in Zhejiang Province, aged between 20 - 40 years with self-reported HMB assessed by the Pictorial Blood Assessment Chart (PBAC)[12]. Any female presenting with systemic diseases like thyroid dysfunction, diabetes mellitus, hypertension, chronic liver, kidney disease and organic genital tract lesion, uterine and ovarian tumors, pregnancy-related causes, intrauterine contraceptive devices, endometriosis, and pelvic inflammatory disease were excluded. Endometrial tissues were obtained by curettage in the proliferative phases of the menstrual cycle (days 7 - 10; n = 5) and examined thoroughly to note the histopathological details and classified into group E.
Controls were selected from women of similar age group with normal menstrual history and no endometrial abnormalities undergoing curettage following laparoscopic sterilization (n = 3), and assessment of tubal patency (n = 2). The proliferative endometrial biopsies were carried out a histopathology diagnosis to exclude leiomyoma, endometriosis, polyp, endometrial inflammatory, endometritis, and malignancy. All women had not received steroid hormone therapy in the last 6 months.
Sample preparation
All endometrial tissues (~ 20 mg) from group E (age range 26 - 37, median age 28) and group C (age range 27 - 34, median age 28) were transported immediately to the laboratory in phosphate-buffered saline (PBS) on ice. Samples were extensively washed with PBS to remove any blood and were distributed into two parts. One part was sent for histopathology diagnosis, and another was stored at -80 °C for further proteomic or western blot analysis. The total duration from endometrial biopsy removal to sample freezing was controlled to be in 15 min.
Protein digestion using the FASP method
Snap-frozen endometrial tissues were added to SDS lysis buffer (2% SDS, 0.1 M DTT, 0.1 M Tris-HCl, pH 7.6), and homogenized. Following centrifugation (16 000g × 5 min at 4 °C), the supernatant was transferred to a fresh tube and the pellet re-extracted as above. The mixture was incubated in boiling water for another 5 min and sonicated for 20 min and centrifuged at 16 000g × 30 min at 20 °C. The supernatants were collected and determined protein concentration by a NanoDrop® ND-1000 Spectrophotometer.
200 μg of the sample was digested by the filter-aided sample preparation (FASP) procedure as described[13]. Each sample was concentrated at 14 000g × 40 min at 20 °C in 30k Microcon filtration devices (Millipore, USA). Then, 200 μl of urea buffer (8 M urea, 0.1 M Tris-HCl, pH 8.5) was added to the sample and centrifuged again for another 14 min. This step was repeated one more time. The concentrate was mixed with 100 μl of 50 mM iodoacetamide (IAA) in urea buffer and incubated for an additional 40 min at room temperature in darkness. Following centrifugation at 14 000g × 15 min, the sample was diluted with 200 μl of urea buffer and centrifuged two more times. Then, 200 μl of 50 mM NH4HCO3 was added and centrifuged again. This step was repeated twice. Finally, 50 μl of 50 mM NH4HCO3 and trypsin (1:50) was added to the sample, which was then incubated at 37 °C overnight. Eluted peptides were collected by centrifugation followed by two washes with 40 μl of 50 mM NH4HCO3 and vacuum dried. Desalting was then carried out using C18 Zip Tips (Millipore, USA) following the manufacturer’s instructions and the samples were vacuum dried. Finally, peptide digests were resuspended in 10% acetonitrile (ACN) in 0.1% formic acid (TFA) and detected the protein concentration.
LC-MS/MS analysis
High-performance liquid chromatography (HPLC) was used for sample separation using the EASY-nLC 1000 (Thermo Fisher Scientific, USA) with a binary buffer system consisting of 0.1% TFA in water (buffer A) and ACN in 0.1% TFA (buffer B). Samples were loaded into the precolumns (20 mm ×75 μm, 3 μm-C18, Thermo scientific EASY column, USA) using an auto-sampler and separated by analytical columns (150 mm × 50 μm, 2 μm-C18, Thermo scientific EASY column, USA) at a flow rate of 10 μl/min. The liquid phase gradients were as follows: 3 - 8% buffer B for 0 - 10 min, 8-20% buffer B for 10 - 120 min, 20 - 30% buffer B for 120 - 137 min, 30 - 90% buffer B for 137 - 143 min, and 90% buffer B for 143 - 150 min. The separated peptides were then analyzed by a linear ion trap (LTQ)-Orbitrap Elite mass spectrometer (Thermo Fisher Scientific, USA) fitted with an electrospray ionization (ESI) source. In the positive ion mode, a full scan range from m/z 300 to 2000 with a resolution of 60000 (200 m/z). The top 20 precursors of the highest abundance in the full scan were selected and fragmented by collision-induced dissociation (CID) function and analyzed in MS/MS, where a resolution was 15000, a normalized collision energy was set as 35%. The following dynamic exclusion settings were also used: repeat counts 1; repeat duration 30 s; exclusion duration 60 s. Data were post-processed using the Qual Browser part of Thermo Scientific Xcalibur 2.2 software.
Data analysis
Unprocessed raw files were searched against the UniProtKB Homo sapiens database comprised of 188386 sequences (www.uniprot.org) by the search engines: PEAKS® Studio 8.0 (Thermo Fisher Scientific). The search parameters are set as follows: mass tolerance for precursor ion was 10 ppm and mass tolerance for production was 0.02 Da. Carbamidomethyl (C) was specified as fixed modifications, Oxidation (M) was specified as dynamic modification, and acetylation was specified as N-terminal modification in PEAKS® Studio 8.0. A maximum of 2 missed cleavage sites was allowed. To improve the quality of analysis results, the software further filtered there retrieval results: Combining the identified PSMs (with the credibility of more than 99%) and protein (contained at least 1 unique peptide) were retained and performed with false discovery rate (FDR) no more than 1.0%. The protein quantitation results were statistically analyzed by the t-test. The proteins whose quantitation significantly different between AUB-E and control groups (p ≤ 0.05 and fold change (FC) ≥ 1.5) were defined as differentially expressed proteins (DEPs). The principal components analysis (PCA) of all samples was also checked.
The functional analysis of DEPs
DEPs were used for volcanic map analysis, cluster heat map analysis, and enrichment analysis of Gene Ontology (GO, http://www.geneontology.org/), and Kyoto Encyclopedia of Genes and Genomes (KEGG, http://www.genome.jp/kegg)[14]. The protein-protein interactions (PPI) of probable pathways from enrichment analysis was predicted using Cytoscape software (Version.3.8.0, https://cytoscape.org/)[15].
Western blotting
Western blot was used to validate the differential expression of structural maintenance of chromosomes protein 1 A (SMC1A) between group E and C. In brief, each tissue was homogenized for 10 min in RIPA buffer and protease inhibitor cocktail. Then, the crude extract was sonicated for 1 min and centrifuged at 10000 g × 10 min at 4 °C. The supernatant was detected the protein concentration and denatured at 95 °C for 10 min. After that, 10 μl of sample ran on a 12% SDS-PAGE, transferred onto polyvinylidene fluoride (PVDF) membranes, blocked with 5% bovine serum albumin (BSA) for 1 h at room temperature, and incubated in anti-SMC1A (ab243875, Abcam, Cambridge, UK) antibodies 1:1000 diluted overnight at 4 °C. After washing with tris buffered saline with Tween 20 (TBST), membranes were incubated with anti-rabbit IgG horseradish peroxidase-labeled antibody produced in goat (ab6721, Abcam, Cambridge, UK) for 1 hour; then, the fluorescence images were acquired by Super ECL Detection Reagent. Each gel was loaded with a ladder from 5 to 250 kDa for indicating the molecular weight of the corresponding gel band. GAPDH protein was used as a loading control to normalize the western blot data, and the normalized abundance of SMC1A is calculated by dividing the band intensity by the corresponding GAPDH band intensity.
Immunohistochemistry
The tissues obtained were subsequently preserved in formalin and paraffin-embedded blocks were made. Routine histological examination using hematoxylin and eosin staining was done to identify any abnormalities. The sections were also immunohistochemically stained for SMC1A (ab243875, Abcam).
Frozen sections of 5 μm thickness of endometrial tissue were prepared and then fixed with 4% paraformaldehyde for 20 min at 4 °C to identify the localization of SMC1A in the endometrium. All subsequent incubations were performed in a humidified chamber. Slides were first blocked with 10% goat serum (Invitrogen, USA) for 30 min at room temperature; then, they were incubated overnight at 4 °C with a rabbit anti-SMC1A antibody (1:200 dilution). After washing, the samples were incubated with FITC labeled goat anti-rabbit IgG (Invitrogen; 1:200 dilution) for 1 h at 37 °C. Then, the samples were incubated with DAPI (5 μg/mL, Dojindo, Japan) for 5 min to counterstain the nucleus. Finally, the stained sections were scanned by the Grundium Ocus® scanner (Grundium, Finland).
Statistical analysis
Data were performed using the t-tests for means of two groups and the chi-square test for the composition ratios. Continuous and categorical variables were described as mean ± standard deviation (SD) and the number and percentage of subjects, respectively. The Mann–Whitney U test was used if continuous variables were non-normally distributed, and shown as median Median (P25,P75). p values < 0.05 were considered statistically significant by the SPSS software (Chicago, IL, version 23.0) and graphed with GraphPad PRISM software (v6.0; GraphPad Software Inc., San Diego, CA).