We conducted a case-only analysis of 1,706 women with epithelial ovarian cancer from four studies: Diseases of the Ovary and their Evaluation Study (DOVE), New England Case Control Study (NECC), Nurses’ Health Study (NHS), and NHSII. All participants provided implied consent for questionnaires and signed a medical release forms for acquisition of tissue and medical records.
DOVE is a population-based ovarian cancer case-control study that enrolled 1,502 ovarian cancer cases ages 35–74 years from 13 counties in Western Washington State between 2002 and 2009 ( 25 ). Ovarian cancer cases were identified using a population-based cancer registry that participated in the Surveillance, Epidemiology, and End Results Program of the National Cancer Institute ( 26 ). Participants completed in-person interviews regarding events occurring prior to their ovarian cancer diagnosis, and provided information on demographic and lifestyle factors, family history of cancer, and reproductive history.
The NECC is a population-based ovarian cancer case-control study that enrolled 2,203 women with ovarian cancer aged 18–80 years residing in Eastern Massachusetts and New Hampshire over three phases (1992–1997, 1998–2003, 2003–2008) ( 27 ). Ovarian cancer cases were identified using hospital records and state cancer registries. All participants completed in-person interviews to collect information on demographic and lifestyle factors, family history of cancer, and reproductive history with respect to a reference date of one year prior to ovarian cancer diagnosis.
The NHS is a prospective cohort study established in 1976 that enrolled 121,701 female registered nurses, 30–55 years old, residing in 11 US states who completed and returned a mailed questionnaire ( 28 ). The NHSII began in 1989 and enrolled 116,429 female registered nurses, aged 25 to 42 years, from 14 US states who completed a similar questionnaire ( 29 ). The updated exposure status and disease outcomes were assessed using biennial questionnaires. Incident ovarian cancer cases were identified using self-report questionnaires, reports from family, or linkage with the National Death Index ( 30 ). Ovarian cancer diagnoses were confirmed by a medical record review or linkage to state cancer registries.
The study was conducted in accordance with the ethical guidelines of the Declaration of Helsinki. The DOVE protocol was approved by the Fred Hutchinson Cancer Research Center Institutional Review Board. All DOVE participants provided written informed consent for study participation. The NHS and NHSII protocol were approved by the Institutional Review Boards of the Brigham and Women’s Hospital, Harvard T.H. Chan School of Public Health. Completion of the self-administered questionnaire was considered implied consent. The NECC protocol was approved by Institutional Review Boards of the Brigham and Women’s Hospital and Dartmouth Medical School. All NECC participants provided written informed consent for study participation.
In DOVE and NECC, parity and history of breastfeeding for each pregnancy lasting six months or longer were assessed, including age at each pregnancy, ever breastfed for any duration (yes/no), and breastfeeding duration (months). In the NHS and NHSII, parity was assessed as having completed a pregnancy of six or more months. Parity was categorized as 0, 1, 2, or more children. In the NHS, participants were asked about the total lifetime duration of breastfeeding for all births combined in 1986 (never breastfed, <1, 1–3, 4–6, 7–11, 12–17, 18–23, 24–35, 36–47, and ≥48 months). In the NHSII, the total lifetime duration of breastfeeding was assessed in 1993 using the same questionnaire as the NHS; in 1997, the duration of breastfeeding was assessed for each birth. For the current analysis, parous women were categorized as having ever/never breastfed, and among those who breastfed, the total lifetime duration of breastfeeding across all children was calculated and categorized as 0, 1 to ≤6 months, >6 to <12 months, and ≥12 months.
Additional information on risk factors relevant to the association of parity and history of breastfeeding with ovarian cancer included age at ovarian cancer diagnosis, race (white, non-white), year of birth (1949), body mass index (BMI) 1–2 years prior to ovarian cancer diagnosis in kg/m 2 (BMI; <20, 20 to <25, 25 to <30, ≥30), smoking status (never, former, current), highest education status (less than high school, high school, some college, bachelor degree, graduate or professional degree, unknown), oral contraceptive use (never, <1 year, 1 to <5 years, ≥5 years), parity (1, 2+), tubal ligation (yes, no, unknown), endometriosis (yes, no, unknown), and family history of breast or ovarian cancer (yes, no, unknown)( 1 ).
Formalin-fixed paraffin-embedded, treatment-naïve ovarian tumor tissue samples were collected from ovarian cancer patients who consented to contribute to tumor tissue samples. There were 926 cases from DOVE that provided tumor tissue, 398 from NECC, and 528 from NHS/NHSII. All ovarian tumor tissues were reviewed by a gynecologic pathologist (JLH, TRS, MK), information on tumor characteristics (e.g., morphology, grade, histology) was recorded, and ovarian tumor tissue microarrays (TMAs) were created (21 TMAs in total: 8 TMAs in DOVE, 6 TMAs in NECC, and 7 TMAs in NHS/NHSII). TMAs were constructed using four 0.6 mm (DOVE), up to three 1 mm (NECC), or three 0.6 mm (NECC/NHS/NHSII) cores per case. The process of collecting ovarian tumor tissue in NECC and NHS/NHSII has been previously described ( 31 ). Ovarian cancer cases included on the TMAs had similar ovarian cancer risk factor distributions to all ovarian cancer cases included in the study ( 32 ).
Using multiplex immunofluorescence (mIF) assays, TMA slides were analyzed using a T cell panel measuring CD3+ (total T cells, Thermo Fisher Scientific Cat# MA5–14524, RRID:AB_10982026), CD3+CD4+ (helper, Cell Marque Cat# 104R, RRID:AB_1516770), CD3+CD8+ (cytotoxic, Agilent Cat# M7103, RRID:AB_2075537), CD3+CD4+FOXP3+ (regulatory), and CD3+CD4+CD69+/CD3+CD8+CD69+ activation (Abcam Cat# ab233396, RRID:AB_2922929) T cell markers in DOVE, NECC, and NHS/NHSII TMAs ( Supplemental Table 1 )( 31 ). An additional panel, including markers of T cell exhaustion, CD3+TIM3+ (Cell Signaling Technology Cat# 45208, RRID:AB_2716862), and CD3+PD1+TIM3+ (irreversible exhaustion, Cell Signaling Technology Cat# 60333, RRID:AB_2943233), was measured on NECC and NHS/NHSII TMAs. All mIF assays were performed at Moffitt Cancer Center using the Akoya Biosciences Opal ™ 7-Color Automation immunohistochemistry kit (Akoya Biosciences Cat# NEL811001KT, RRID:AB_3665660) and the Vectra ® 3 Automated Quantitative Pathology Imaging System (RRID:SCR_025828). The Opal panel allowed for staining of five immunohistochemistry antibodies plus 4′,6-diamidino-2-phenylindole (DAPI) and pan-cytokeratines (Agilent Cat# M3515, RRID:AB_2132885) on the same slide using the OPAL 7-color kit tyramide signal amplification (TSA)-conjugated to individual fluorophores. The multispectral Vectra ® microscope was used to capture slide images for specialized image analysis and data consolidation using HALO software (Indica Labs, New Mexico, RRID:SCR_018350). Epithelium and stroma compartments were defined using a random forest machine learning algorithm based on DAPI and pan-cytokeratin staining ( 31 ). T cell subpopulations were defined by marker co-expression, e.g. T-cytotoxic (CD3+CD8+), and were scored separately for tumor stroma and epithelium ( 33 ).
Our analysis evaluated the positive cell counts within the tumor epithelial compartment. For each marker, a positivity threshold within the nucleus or cytoplasm was determined according to the visual intensity and compared with published staining patterns for each antibody. Cells above the positivity threshold were considered positive for this marker. Colocalized cells were considered positive if the fluorescence intensity for all relevant stains exceeded the established positivity threshold.
Of the 1,852 ovarian cancer cases with tumor tissue on the TMAs with unfolded cores and complete staining, we excluded ovarian cancer cases with unknown parity or breastfeeding status prior to diagnosis (n=146), resulting in 1,706 ovarian cancer cases being included in the current analyses. All histotypes of epithelial ovarian cancer were included in the primary analysis. Analyses were performed using beta-binomial models with a random effect accounting for multiple cores per tumor to estimate odds ratios (OR) and 95% confidence intervals (CIs), interpreted as the ratio of odds that a cell was found to be positive for each T-cell marker compared to those with the exposure of interest (parity, breastfeeding) to those without (nulliparous, never breastfed)( 34 ).
Models for all markers, except for total T cells (CD3+), were adjusted for tertiles of total T cells (CD3+) as a fixed effect to better estimate the association between parity or history of breastfeeding with each T cell subset, independent of the total number of T cells. All models were adjusted for age at ovarian cancer diagnosis, oral contraceptive use (<1 year, 1–5 years, ≥5 years), and study (DOVE, NEC, NHS, NHSII). The models were additionally adjusted for breastfeeding status (yes, no, or nulliparous) when evaluating the effects of parity. When evaluating the effects of ever breastfeeding and lifetime total breastfeeding duration among parous women, the models were adjusted for parity (1, 2+). Models including all ovarian cancers were adjusted for histotype (i.e., high-grade serous, low-grade serous, mucinous, endometrioid, clear cell, and other epithelial tumors), and histotype-specific estimates were reported when the stratum size was sufficient. Inclusion of other risk factors including BMI, smoking status, highest education status, tubal ligation, endometriosis, family history of breast or ovarian cancer, and stage did not result in appreciable changes to the observed estimates and therefore were not included in the model.
Additional sensitivity analyses included the assessment of parity with and without breastfeeding compared to nulliparity, number of children compared to nulliparity, and history of breastfeeding by the number of children. We also stratified by the time since last birth and age of the tumor sample as potential effect measure modifiers. Site-specific associations of parity and breastfeeding were estimated, and Cochrane’s Q statistic was used for heterogeneity for random-effects meta-analysis to assess potential heterogeneity by study site.
NHS/NHSII data cannot be publicly shared because of participant confidentiality and privacy concerns. According to standard controlled access procedures, applications to use NHS/NHSII resources will be reviewed by our External Collaborations Committee to verify that the proposed use maintains the protection of the privacy of participants and confidentiality of the data. Further information including the procedures to obtain and access data from the Nurses’ Health Studies is available at https://www.nurseshealthstudy.org/researchers (contact email:
[email protected] ). NECC data that support the findings of this study are available upon request and reviewed by the study leadership. Applications to use DOV data can be submitted according to standard controlled access procedures by contacting the DOV PIs. Other data generated in this study are available upon reasonable request from the corresponding author.