Purpose: Women at familial/genetic ovarian cancer risk often undergo screening despite unproven efficacy. Research suggests each woman has her own CA125 baseline; significant increases above this level may identify cancers earlier than standard 6- to 12-monthly CA125 > 35 U/mL.

Experimental Design: Data from prospective Cancer Genetics Network and Gynecologic Oncology Group trials, which screened 3,692 women (13,080 woman-screening years) with a strong breast/ovarian cancer family history or BRCA1/2 mutations, were combined to assess a novel screening strategy. Specifically, serum CA125 q3 months, evaluated using a risk of ovarian cancer algorithm (ROCA), detected significant increases above each subject's baseline, which triggered transvaginal ultrasound. Specificity and positive predictive value (PPV) were compared with levels derived from general population screening (specificity 90%, PPV 10%), and stage-at-detection was compared with historical high-risk controls.

Results: Specificity for ultrasound referral was 92% versus 90% (P = 0.0001), and PPV was 4.6% versus 10% (P > 0.10). Eighteen of 19 malignant ovarian neoplasms [prevalent = 4, incident = 6, risk-reducing salpingo-oophorectomy (RRSO) = 9] were detected via screening or RRSO. Among incident cases (which best reflect long-term screening performance), three of six invasive cancers were early-stage (I/II; 50% vs. 10% historical BRCA1 controls; P = 0.016). Six of nine RRSO-related cases were stage I. ROCA flagged three of six (50%) incident cases before CA125 exceeded 35 U/mL. Eight of nine patients with stages 0/I/II ovarian cancer were alive at last follow-up (median 6 years).

Conclusions: For screened women at familial/genetic ovarian cancer risk, ROCA q3 months had better early-stage sensitivity at high specificity, and low yet possibly acceptable PPV compared with CA125 > 35 U/mL q6/q12 months, warranting further larger cohort evaluation. Clin Cancer Res; 23(14); 3628–37. ©2017 AACR.

Translational Relevance

With further evidence from larger cohorts, the risk of ovarian cancer algorithm (ROCA) based on longitudinal serum CA125 measurements could be applied to women at increased genetic/familial risk who elect screening for early detection of ovarian cancer. ROCA personalizes screening to a woman's unique CA125 level, using each woman as her own control, resulting in a more precise screening test. Shifting transvaginal ultrasound from concurrent with CA125 (the present standard) to secondary triage only in women with abnormal ROCA results greatly reduces ultrasound-related false-positive tests. However, consideration of risk-reducing salpingo-oophorectomy (RRSO) upon completion of child bearing and when ovarian cancer risk increases above population risk is and should remain the current standard of care for BRCA1/2 mutation carriers. If further studies determine that ROCA is effective, this improved approach to early detection would be available to increased risk women who choose, despite a strong recommendation for RRSO, to postpone their surgery.

Early detection of ovarian cancer with periodic CA125 blood tests and transvaginal ultrasound (TVU) was recommended in the United States (1, 2), but not universally (3), for women at increased familial risk. Recently, the U.S. recommendation evolved to a consideration (4) including investigational screening studies (5), as standard use of CA125 and TVU showed no screening efficacy (6–12), with most cases detected in late-stage disease (13, 14). We conducted 2 pilot early detection trials in women at increased familial risk to test a new approach to screening, estimating specificity, positive predictive value (PPV), and comparing the proportion detected in early-stage with the proportion in high-risk historical controls. To increase the proportion detected in early-stage while maintaining high test specificity, the new approach (i) personalized screening by detecting significant rises above each woman's CA125 baseline, (ii) tested CA125 more frequently, and (iii) referred women to TVU only following a positive blood test.

Previous CA125-based screening studies in women at familial risk have shown no improvement in outcomes, perhaps because: (i) they classified tests as positive only when CA125 >35 U/mL, (ii) they tested annually, and (iii) they tested with concurrent CA125 and TVU, which creates high false-positive rates from frequent TVUs. We addressed the first limitation by leveraging longitudinal CA125 data on the basis of studies indicating that each woman's baseline CA125 level is unique (15–17). ROCA identifies significant increases above each individual's baseline, personalizing the test and increasing the likelihood of earlier disease detection, ideally before reaching the 35 U/mL threshold (16). Specificity is maintained by ruling out women with high, stable CA125 values. Further exemplifying the need for a personalized approach, we note there are significant differences between the CA125 distributions for postmenopausal (98th percentile = 35 U/mL) and premenopausal (98th percentile = 52 U/mL) women (18).

Regarding the second limitation, most previous screening studies of increased-risk women evaluated annual testing schedules. Data regarding more frequent testing are limited (19). Ovarian cancer progression from early- to late-stage disease may be too rapid for annual testing to effectively detect early-stage disease (20). More frequent blood tests might increase the likelihood of detecting early-stage disease.

Finally, simultaneous testing with CA125 and TVU yields high false-positive rates, primarily due to benign TVU-detected adnexal masses, necessitating many surgeries to identify one true-positive (21). Preliminary data suggest that using TVU as a secondary test to evaluate abnormal CA125 tests might significantly reduce false-positive rates (22–26). Thus, our studies included annual TVU for all subjects (standard care during conduct of studies) and interim TVU only to assess abnormal ROCA results.

The 2 prospective pilot early detection studies reported here screened increased-risk women using CA125-based ROCA every 3 months, interval TVU only for abnormal ROCA results, and annual screening TVU, per standard care. We use the term “increased-risk” versus “high-risk” advisedly to more accurately reflect participant risk heterogeneity, with a high-risk subset (BRCA1/2 mutation carriers) and groups at intermediate risk between mutation carriers and the general population (unknown mutation status or mutation-negative/strong family history–positive subjects). The Cancer Genetics Network (CGN) and Gynecologic Oncology Group (GOG) studies implemented the same screening protocol and eligibility criteria. U.S. and Australian CA125 testing was done in one centralized research laboratory in each country. Multiple duplicate test samples were analyzed to ensure high interlaboratory concordance. Study goals included evaluating compliance with the quarterly CA125 screening schedule and obtaining estimates of ROCA performance characteristics through a preplanned combined analysis of the 2 studies. Performance characteristics listed for the CGN study were sensitivity, specificity, and PPV and for the GOG study were specificity and PPV, whereas the combined analysis specified goals of achieving a specificity of at least 90% and a PPV of at least 10% (see Supplementary Data). Optimal debulking was added as a study endpoint after study initiation.

These 2 studies have been described previously (18, 27). The primary outcomes were specificity, PPV, and sensitivity for invasive ovarian cancer.

Subjects

The CGN initiated the ROCA study (NCT-00039559) to assess ROCA's operating characteristics in women at increased familial/genetic risk of ovarian cancer (28). Subsequently, 2 ovarian cancer Specialized Program on Research Excellence (SPORE) sites, 2 Early Detection Research Network (EDRN) sites, and 5 independent sites opened the study. Together, 25 sites enrolled 2,359 subjects between 2001 and 2011, yielding 6,979 woman-years of screening (median 2.9 years; range 0–10.3 years). This seemingly short follow-up median duration actually represents 9 screening episodes; 0 years indicates women who enrolled but were never screened. The low median and wide range of duration are due to several CGN sites having additional internal funds enabling screening to continue for longer periods than the other sites. Eligibility criteria included women from families with a deleterious BRCA1/2 mutation and/or multiple ovarian and/or breast cancers in first- or second-degree blood relatives (see Supplementary Data). Women who had previously undergone bilateral oophorectomy (n = 278) were eligible for screening for primary peritoneal cancer but were excluded from this analysis. In the CGN study, BRCA1/2 results available at study initiation were recorded but BRCA1/2 testing was not performed as part of the study.

The GOG initiated the GOG-0199 study (NCT-00043472) as a 2-arm, nonrandomized observational study of increased-risk women who chose between risk-reducing salpingo-oophorectomy (RRSO) and ROCA-based ovarian cancer screening. GOG-0199 had the same eligibility criteria as the CGN study, except that women without ovaries were ineligible. The GOG screening arm followed the CGN protocol, enabling data to be combined. The GOG-0199 screening arm enrolled 1,459 evaluable subjects into the screening cohort across 112 sites in the United States and Australia between 2003 and 2006 (27), yielding 6,101 woman-years of screening (median 5.0 years; range 0–6.9 years). GOG-0199 participants who were BRCA1/2-unknown at study enrollment underwent research-based germline mutation testing. BRCA1/2 mutation status was known to study investigators in 99.6% of participants. All subjects in both studies signed IRB-approved informed consent.

Screening strategy

CA125 tests were scheduled every 3 months. TVU was performed annually regardless of CA125 results, as this was considered standard-of-care for high-risk women. The screening strategy implemented ROCA (16) which individualized the screening test for each woman. For any sequence of CA125 results and test intervals, ROCA calculated the chance (risk) that serum CA125 had a change-point profile which had increased significantly above baseline versus a flat profile which varies stably around the baseline (see Supplementary Data). An increased change-point risk raised suspicion for an undetected tumor. All screening decisions regarding CA125 scheduling or more detailed ultrasound or gynecologic evaluation were based on the ROCA risk level, not the most recent CA125 test result. After each new CA125, ROCA risk was recalculated, adding the current CA125 to all previous results, subject's age and menopausal status, and the subject was re-triaged: normal-risk women (<1% risk of having ovarian cancer) returned in 3 months for the next CA125; those with an intermediate risk (1%–10%) were referred for TVU; and those with an elevated risk (>10%) received TVU and evaluation by a gynecologic oncologist or study site principal investigator. Consequently, women with above-normal risks were referred to more intensive follow-up, commensurate with their risk score. The updated ROCA resulted in rapid referral of women with CA125 levels increasing significantly above their baseline, including increases within the so-called normal range (≤35 U/mL), to TVU or TVU with gynecologic oncologist review. This strategy avoided further diagnostic evaluation among women with levels >35 U/mL but stable compared with their baseline. Thus, the extra information contained in ROCA-interpreted longitudinal CA125 levels potentially increases screening test sensitivity while retaining the same specificity versus a fixed cutoff applied to the last CA125 value.

All U.S. serum CA125 values were measured by the Massachusetts General Hospital Clinical Laboratory Research Core using the Elecsys CA125-II Assay (Roche Diagnostics).

As randomized trials with an unscreened arm were judged unethical in women at increased familial/genetic risk, this study compared specificity and PPV with standards set in normal-risk populations, compared the proportion of cancers detected in early-stage with published historical results from high-risk women (13, 14), and internally compared ROCA with the single threshold rule of >35 U/mL in our dataset. Annual specificity of the ROCA blood test was the proportion of women without ovarian cancer not referred to TVU per year. PPV was the proportion of ovarian cancers among women undergoing study-indicated pelvic surgery. Early-stage was defined as FIGO (1988) surgical stages 0/I/II, as the 5-year survival rate in unselected patients with ovarian cancer is strongly correlated with stage (94%, 91%, 86%, 80%, 76%, 67%, for stages IA, IB, IC, IIA, IIB, IIC and 45%, 39%, 35%, 18% for stages IIIA, IIIB, IIIC, and IV, respectively). The largest survival drop occurs between stages IIC and IIIA. Most ovarian cancers (66.5%) are detected as late-stage disease (III/IV). A surgical procedure was considered screen-indicated if it was preceded by an intermediate or elevated ROCA test.

Since women with BRCA1/2 mutations are at very high risk of ovarian cancer, standard care involves strongly considering RRSO following completion of childbearing and at an age when ovarian cancer risk increases above population risk (5). Study subjects were permitted to elect RRSO in the absence of worrisome symptoms or a positive screening test at any time during the study; 696 subjects in the combined study underwent oophorectomy for any reason while on study. While screening trials for normal-risk women consider PPV—the fraction of ovarian cancers among surgeries following a positive screening test—as the primary efficacy metric, PPV may be less important when a woman at an increased risk reaches the point at which standard care recommends RRSO for ovarian cancer risk management, a practice change which followed two 2005 reports (29, 30). All CGN subjects were followed for 1 year or more after their last screening test with a final questionnaire that ascertained all cancer diagnoses. GOG subjects were planned to undergo 5 years of screening, with cancer outcomes monitored by open-ended annual questionnaires. Invasive ovarian, fallopian tube, and primary peritoneal cancer were the endpoints for this analysis. In aggregate, we designated them “ovarian cancer.” Each study had central review of all ovarian surgical specimens (31), including all 501 RRSOs, by central pathologists (CGN: Bell, MGH; Welch, BWH; GOG-0199: Sherman, NCI; Ioffe, U Maryland; Ronnett, Johns Hopkins). Among 696 surgical specimens reviewed, there were 2 instances (0.3%)—one from each study—in which an ovarian cancer was identified by central review (GOG: Sherman; CGN: Welch) but not by the study site pathologist. For one of these cases, central review interpreted the lesion as a serous tubal intraepithelial carcinoma (STIC), whereas the site identified high-grade dysplasia.

Statistical methods

Proportions were compared with standards set from screening normal-risk women (specificity, PPV) and historical control reports (sensitivity), using an exact binomial test (32). Estimates of the proportion of increased-risk women with non–screen-detected early-stage ovarian cancer are difficult to obtain from historical reports. Unlike populations at general risk, there are no registries containing population-based estimates of clinical and pathologic features for women at increased risk. Also, there is no standard definition of increased risk, and the understanding of which women are at increased risk has changed over time. Ovarian cancer stage distributions in BRCA1/2 germline mutation carriers are a reasonable surrogate for stage distribution in women at increased risk. For comparison with the results in the 2 screening studies, the population value of the proportion of early-stage invasive ovarian cancers among BRCA1 carriers was 10%, calculated from the weighted combination of 8% (n = 88) and 14% (n = 50) from 2 pathology series reported before screening was common (13, 14). Screening studies of women at increased risk (33) differ in their definitions of “increased risk” and/or in their screening regimen, so it is difficult to aggregate their results. We used stage distribution of unselected normal-risk patients with ovarian cancer as an additional comparison, ascertained via SEER 9 2001 tumor registry data, in which the proportion of early-stage disease was 33.5%, with SEER stages “local” and “regional” corresponding to FIGO stages I and II.

Study population characteristics

Table 1 summarizes race and ethnicity, and provides ovarian cancer risk factors at baseline. Among 3,449 eligible subjects, 41% had prior breast cancer, 83% had a breast cancer family history (34% included one or more premenopausal breast cancers), 47% had an ovarian cancer family history, and 34% reported a family history of both. Most subjects were white (92%), and 20% were of Ashkenazi Jewish descent. More than half (59%) were premenopausal, 80% were parous, 10% had a pre-enrollment hysterectomy; by self-report, 77% had used oral contraceptives (median 5 years; range 0–52 years), and 30% had used hormone replacement therapy (median 3 years; range 0–44 years). The CGN cohort comprised 58% of participants, contributing 6,979 woman-years of screening (53%), whereas the GOG cohort contributed 6,101 years of screening. Twenty percent of CGN study participants reported a deleterious mutation. The probability of carrying a BRCA1/2 mutation was estimated using BRCAPRO (34) for the CGN cohort, yielding an average of 21%, indicating that reporters of BRCA mutation status were likely representative of the whole CGN cohort. In screening subjects from GOG-0199, 20% had a documented positive BRCA1/2 test. The similarity in mutation prevalence between the 2 study cohorts suggests that the common eligibility criteria yielded study groups of equivalent genetic risk. The distribution of variables in Table 1 was similar in both study populations.

Table 1.

Race, ethnicity, and ovarian cancer risk factors for all subjects in the 2 studies

VariableN (CGN)% of total (CGN)N (GOG)% of total (GOG)
Racea 
 Asian 17 16 
 Black 73 33 
 White 1,761 88 1,399 96 
 Other 120 10 
 Unknown/Not reported 21 
Hispanic ethnicity 
 Not Hispanic or Latino 1,945 98 1,380 95 
 Hispanic or Latino 46 21 
 Unknown/Not reported 57 
Ashkenazi Jewish descent 
 Yes 365 18 313 21 
 No 1,604 81 1,058 73 
 Unknown 22 87 
Menopausal status 
 Pre-menopause 1,117 56 919 63 
 Post-menopause 874 44 539 37 
Number of intact ovaries 
 2 1,862 94 1,418 97 
 1 102 40 
 Unknown/Not reported 27   
Hysterectomya 
 Yes 246 12 84 
 No 1,715 86 1,368 94 
 Unknown 30 
Ever pregnantb 
 Yes 1,610 81 1,142 78 
 No 340 17 273 19 
 Unknown 41 43 
Ever use oral contraceptives 
 Yes, currently using 200 10 176 12 
 Yes, not currently using 1,354 68 929 64 
 Never used 395 20 353 24 
 Unknown 42 
Ever use hormone replacementb therapy 
 Yes, currently using 202 10 90 
 Yes, not currently using 442 22 317 22 
 No 1,214 61 1,045 72 
 Unknown 133 
Personal history of breast cancer 
 Yes 843 42 586 40 
 No 1,122 56 872 60 
 Unknown 26 
Family history of breast cancer 
 Yes 1,669 84 1,190 82 
 No 297 15 241 17 
 Unknown 25 27 
Family history of ovarian cancer 
 Yes 876 44 745 51 
 No 1,311 66 918 63 
 Unknown 25 16 
Cohort 1,991 100 1,458 100 
VariableN (CGN)% of total (CGN)N (GOG)% of total (GOG)
Racea 
 Asian 17 16 
 Black 73 33 
 White 1,761 88 1,399 96 
 Other 120 10 
 Unknown/Not reported 21 
Hispanic ethnicity 
 Not Hispanic or Latino 1,945 98 1,380 95 
 Hispanic or Latino 46 21 
 Unknown/Not reported 57 
Ashkenazi Jewish descent 
 Yes 365 18 313 21 
 No 1,604 81 1,058 73 
 Unknown 22 87 
Menopausal status 
 Pre-menopause 1,117 56 919 63 
 Post-menopause 874 44 539 37 
Number of intact ovaries 
 2 1,862 94 1,418 97 
 1 102 40 
 Unknown/Not reported 27   
Hysterectomya 
 Yes 246 12 84 
 No 1,715 86 1,368 94 
 Unknown 30 
Ever pregnantb 
 Yes 1,610 81 1,142 78 
 No 340 17 273 19 
 Unknown 41 43 
Ever use oral contraceptives 
 Yes, currently using 200 10 176 12 
 Yes, not currently using 1,354 68 929 64 
 Never used 395 20 353 24 
 Unknown 42 
Ever use hormone replacementb therapy 
 Yes, currently using 202 10 90 
 Yes, not currently using 442 22 317 22 
 No 1,214 61 1,045 72 
 Unknown 133 
Personal history of breast cancer 
 Yes 843 42 586 40 
 No 1,122 56 872 60 
 Unknown 26 
Family history of breast cancer 
 Yes 1,669 84 1,190 82 
 No 297 15 241 17 
 Unknown 25 27 
Family history of ovarian cancer 
 Yes 876 44 745 51 
 No 1,311 66 918 63 
 Unknown 25 16 
Cohort 1,991 100 1,458 100 

aWith at least one ovary intact at enrollment.

bPercentages may not add to 100 due to rounding.

Table 2.

Ovarian cancers detected during the course of two screening studies

Case no.Prevalent/IncidentAge at Dx, yMutation statusPrimary siteROCA +veaROCA vs. >35bTVUOpt debulkHistologyStagecGraded
Incident 41 BRCA1 BRCA2 Ovary and fallopian tube Pos Endometrioid (90%), serous, clear cell IIB 2–3 
Incident 62 BRCA1 Ovary and fallopian tube Pos Papillary serous carcinoma IIA 
Incident 65 Negative Ovary NA Neg Serous carcinoma IIIC 
Incident 42 BRCA1 Fallopian tube NA Undifferentiated carcinoma IIA 
Incident 64 Negative Ovary Pos Serous carcinoma IIIC 
Incident 49 BRCA1 Ovary Neg Serous carcinoma IIIC 
Elective RRSO 65 Not tested Ovary N/A NA Serous psammocarcinoma IIIA 
Elective RRSO 41 BRCA1 Fallopian tube N/A Neg Not applicable Tubal intraepithelial carcinoma 
Elective RRSO 63 BRCA2 Ovary N/A NA NA Endometrioid carcinoma 
10 Elective RRSO 43 BRCA1 Fallopian tube N/A Neg Serous carcinoma IA 
11 Elective RRSO 50 BRCA1 Fallopian tube N/A NA Carcinoma, unspecified IC 
12 Elective RRSO 49 BRCA1 Ovary N/A Neg Serous carcinoma IC 
13 Elective RRSO 46 BRCA1 Ovary N/A Neg Serous carcinoma IIIC 
14 Elective RRSO 59 Negative Fallopian tube N/A NA Serous carcinoma IA 
15 Elective RRSO 42 BRCA1 Peritoneum NA Neg Serous carcinoma III 
16 Prevalent 51 BRCA1 Ovary and fallopian tube Neg Papillary serous carcinoma IVB 
17 Prevalent 40 BRCA1 Peritoneum Pos Peritoneal serous carcinoma IIIC 
18 Prevalent 48 BRCA1 Ovary Pos Serous carcinoma IIIC 
19 Prevalent 81 BRCA1 Fallopian tube Pos Serous carcinoma IIIC 
Case no.Prevalent/IncidentAge at Dx, yMutation statusPrimary siteROCA +veaROCA vs. >35bTVUOpt debulkHistologyStagecGraded
Incident 41 BRCA1 BRCA2 Ovary and fallopian tube Pos Endometrioid (90%), serous, clear cell IIB 2–3 
Incident 62 BRCA1 Ovary and fallopian tube Pos Papillary serous carcinoma IIA 
Incident 65 Negative Ovary NA Neg Serous carcinoma IIIC 
Incident 42 BRCA1 Fallopian tube NA Undifferentiated carcinoma IIA 
Incident 64 Negative Ovary Pos Serous carcinoma IIIC 
Incident 49 BRCA1 Ovary Neg Serous carcinoma IIIC 
Elective RRSO 65 Not tested Ovary N/A NA Serous psammocarcinoma IIIA 
Elective RRSO 41 BRCA1 Fallopian tube N/A Neg Not applicable Tubal intraepithelial carcinoma 
Elective RRSO 63 BRCA2 Ovary N/A NA NA Endometrioid carcinoma 
10 Elective RRSO 43 BRCA1 Fallopian tube N/A Neg Serous carcinoma IA 
11 Elective RRSO 50 BRCA1 Fallopian tube N/A NA Carcinoma, unspecified IC 
12 Elective RRSO 49 BRCA1 Ovary N/A Neg Serous carcinoma IC 
13 Elective RRSO 46 BRCA1 Ovary N/A Neg Serous carcinoma IIIC 
14 Elective RRSO 59 Negative Fallopian tube N/A NA Serous carcinoma IA 
15 Elective RRSO 42 BRCA1 Peritoneum NA Neg Serous carcinoma III 
16 Prevalent 51 BRCA1 Ovary and fallopian tube Neg Papillary serous carcinoma IVB 
17 Prevalent 40 BRCA1 Peritoneum Pos Peritoneal serous carcinoma IIIC 
18 Prevalent 48 BRCA1 Ovary Pos Serous carcinoma IIIC 
19 Prevalent 81 BRCA1 Fallopian tube Pos Serous carcinoma IIIC 

Abbreviations: A, ROCA became abnormal after CA125 exceeded 35 U/mL; =, ROCA became abnormal and CA125 exceeded 35 U/mL simultaneously; B, ROCA abnormal before CA125 exceeded 35 U/mL; Dx, diagnosis; NA, not available (ovaries not visualized on TVU); Opt Debulk, patient optimally debulked.

aROCA recommended surgical evaluation.

bWas ROCA abnormal prior to CA125 exceeding 35 U/mL?

cFIGO stage.

dHistologic grade; WHO classification divides serous carcinoma into 2 categories (low grade and high grade), but WHO classification was not available at the time of pathology review. All grade 3 serous carcinomas would be high-grade by WHO.

Screening results

Supplementary Table S1 lists the number of subjects by year for which ROCA was used to evaluate CA125 profiles and triage by risk. On average, 92% of ROCA evaluations indicated a normal risk (for the study population); these subjects returned for their next regularly scheduled test. Less than 7% had an intermediate risk and were referred for a study-indicated TVU (92% annual specificity vs. 90%, P = 0.0001), whereas 1% of ROCA tests had an elevated risk level and were referred to TVU and evaluation by a gynecologic oncologist or study PI (99% annual specificity). On the basis of screening model characteristics, we had estimated that 1% to 2% of ROCA assays would recommend the highest level of intervention, a rate that was achieved.

The high frequency of CA125 testing was a crucial screening trial element. We hypothesized that increased frequency would improve detecting early-stage ovarian cancer. The protocol-specified ROCA testing frequency was every 3 months (i.e., 4 times a year). The average actual testing frequency (ratio of total CA125 tests to total screening years) was 1 every 4 months (3 times a year). Each subsequent CA125 test was scheduled 3 months from the last test date if risk was normal or 3 months from normal ultrasound date if the risk was intermediate or elevated. Despite the high frequency of testing, 88% of CA125 tests were conducted within 1 month of their scheduled time, demonstrating a very high screening compliance rate.

Cancer outcomes (sensitivity)

Table 2 lists the 19 malignant ovarian neoplasms (18 invasive and one intraepithelial carcinoma) identified during the 2 screening studies: ovary = 8, fallopian tube = 6 [including 1 serous tubal intraepithelial carcinoma (STIC)], ovary + fallopian tube = 3, and primary peritoneal carcinoma = 2. Eleven of 15 serous cancers were high-grade. Three low malignant potential (LMP) tumors, one each in incident, elective RRSO, and prevalent subgroups, were identified, all in stage I; none were known to have a BRCA mutation. The LMPs were omitted from all subsequent analyses. The proportion of study-detected ovarian cancers in early-stage (stages 0/I/II), ROCA detection prior to CA125 > 35 U/mL, and optimal debulking defined the outcomes potentially positively affected by early detection. Screening would not be expected to modify stage at detection of a large proportion of existing but currently undetected tumors, that is, among prevalent cases (first study-related CA125 test was elevated or part of an increasing pattern; ref. 35). Effective screening for incident cases, which arose during rather than before screening initiation, would be expected to yield an increased proportion of early-stage cases. Nine women were diagnosed with ovarian cancers at elective RRSO (none of their screening tests had produced a surgical recommendation). Thus, we separated surgically detected cases from screen-detected cases. We analyzed our data stratified by incident, elective RRSO, and prevalent cancer diagnoses. Of the 19 ovarian carcinomas identified, 6 were incident, 9 elective RRSO, and 4 prevalent cases. All prevalent cases were ROCA screen-detected and positive by CA125 > 35U/mL rule. None of the 4 prevalent invasive cases was early-stage, statistically commensurate with the historical rate of 10% early-stage disease in high-risk women. Two stage IV prevalent cases were not optimally debulked. Six (67%) of the 9 RRSO-related carcinoma cases were early-stage, including one noninvasive STIC (stage 0). All RRSO patients with clinically occult cancers were optimally debulked.

The 6 incident cases reflect long-term screening program outcomes; 5 were screen-detected and 1 was clinically detected. Three of the 6 incident cancers were screen-detected in early-stage [50%; 95% confidence interval (CI), 12%–88%; 50% vs. 10% historical BRCA1 cases, P = 0.016; 50% vs. 33.5% normal risk cases, P > 0.10]. Of the 3 early-stage invasive incident cases, 2 had a BRCA1 mutation and 1 had both BRCA1 and BRCA2 mutations. Two late-stage (IIIC) cases were BRCA1/2 mutation–negative. Of the 3 early-stage cases, 2 were identified when the last CA125 was still <35 U/mL. In 3 of 6 cases (50%), ROCA signaled intervention (TVU or TVU plus gynecologic oncologist consultation) prior to CA125 > 35 U/mL. All 6 incident cases were optimally debulked. Eight of 9 women with stages 0/I/II ovarian cancers detected in this study were alive at last known follow-up (range 5–9 years), including the patient with STIC, who is alive and disease-free 5 years after surgery. Of the 3 ROCA-detected stages I/II cases, all were alive at follow-up, 2 at 8 years and 1 at 6 years. Of the 696 subjects who had ovarian surgery during the course of study, 195 had a surgery preceded by an intermediate or elevated ROCA. Of those surgeries, 9 had ovarian cancer, yielding a conservative PPV of 4.6% (95% CI, 2.1%–8.6%). Among the 186 false-positive surgeries following a non-normal ROCA, the median age was 48 years. Among the 501 elective RRSOs, there were 9 ovarian cancer cases, yielding an incidence of 2% (95% CI, 0.8%–3.4%).

Figure 1 illustrates how longitudinal ROCA testing detected a stage IIB ovarian cancer despite CA125 remaining <35 U/mL (red line). ROCA interpreted the CA125 level at the last 2 tests (red circles) as significantly above this woman's baseline, resulting in referral to ultrasound. The second ultrasound was abnormal, which generated a surgical recommendation and diagnosis of a stage IIB ovarian cancer, which was optimally debulked.

Figure 1.

Early detection of ovarian cancer via ROCA even though CA125 remains below 35 U/mL. The consistent increase in CA125 from the nadir (blue arrow) increases the calculated risk of having ovarian cancer with each additional CA125 test until the risk is elevated (red circles) with a recommendation of a TVU. Surgery was recommended at the second ultrasound and a mixed endometrioid and serous ovarian cancer (stage IIB) detected.

Figure 1.

Early detection of ovarian cancer via ROCA even though CA125 remains below 35 U/mL. The consistent increase in CA125 from the nadir (blue arrow) increases the calculated risk of having ovarian cancer with each additional CA125 test until the risk is elevated (red circles) with a recommendation of a TVU. Surgery was recommended at the second ultrasound and a mixed endometrioid and serous ovarian cancer (stage IIB) detected.

Close modal

This study shows that ROCA-driven q3 months CA125 testing among increased-risk women was associated with a high specificity > 90% and a low but possibly acceptable PPV < 10%. This strategy yielded an increased proportion of early-stage invasive ovarian cancer among incident cases compared with historical invasive BRCA1 cases (50% vs. 10%; P = 0.016) and compared with cases from the general population (50% vs. 33.5%; P > 0.10) although not significantly. We have focused sensitivity analysis and discussion on this study subgroup because outcomes for incident cases comprise the best metric for long-term screening. ROCA detected 5 of 6 (83%) incident cases, with 3 (50%) of the 6 detected prior to CA125 exceeding the standard cutoff point of 35 U/mL. These results are commensurate with recent data from the UK Collaborative Trial of Ovarian Cancer Screening (UKCTOCS) general population trial (35), in which 50% of incident cases were also detected by ROCA, based on annual CA125 testing prior to CA125 > 35 U/mL, and 89% of incident cases were screen-detected (35). The efficient use of longitudinal CA125 information, with half of the incident cases detected by ROCA prior to CA125 exceeding the standard cutoff point, the 3-month frequency of scheduled CA125 tests, and using TVU only to triage women with abnormal ROCA results, represent the innovations in the current screening strategy which resulted in a significantly higher proportion of early-stage cases detected in this combined analysis of 2 screening trials compared with historical BRCA1 controls.

ROCA quantitatively assessed whether recent CA125 results were significantly elevated above each woman's baseline. Figure 1 illustrates a change-point at year 3.5, with a steady increase in 5 subsequent CA125 tests. In contrast, under the screening rule based on >35 U/mL cutoff, no ultrasound would have been performed until after year 6, by which time the ovarian cancer might have progressed to a more advanced stage. In addition to personalizing the test, our results were obtained using CA125 testing scheduled every 3 months, twice the maximum frequency of CA125 testing that was considered under standard care for increased-risk women (4). Consequently, 9 of 10 non–RRSO-related invasive cancers were screen-detected, with only one clinically detected case (an additional 9 were RRSO-detected), and 17 of 19 (89%; 95% CI, 67%–99%) patients with cancer were optimally debulked; only the 2 prevalent stage IV cases were not optimally debulked. This compares with 58% optimally debulked in the unscreened normal-risk population (weighted average from Cochrane Collaboration Report, Table 1: Studies post-2001; ref. 36). As optimal debulking has been shown to increase survival significantly (36, 37), this may be an additional beneficial outcome for ROCA q3 months screening.

Despite early predictions that women would not comply with testing every 3 months, a very high proportion (88%) of CA125 tests was obtained within 1 month of their scheduled phlebotomy date. On average, our increased-risk study participants underwent CA125 testing every 4 months. These very high compliance rates are encouraging, as they demonstrate the clinical feasibility of this intensive strategy, and likely reflect the fact that increased-risk women who choose to retain their ovaries and enroll in a screening trial are very highly motivated to adhere to screening recommendations.

Our study has limitations. Lacking an unscreened control group to which ROCA participants can be compared comprises a significant methodologic limitation, but at the time this study was initiated, it was judged ethically unacceptable, as combined CA125/TVU screening had become the de facto standard-of-care for increased-risk women, despite unproven efficacy. This represents a difficult methodologic constraint: it is unlikely that a prospective, randomized screening trial will be performed in increased-risk women, despite universal recognition that such a design is required to assess disease-specific mortality reduction, the gold-standard screening endpoint. Therefore, stage at detection compared with historical controls was used as a surrogate comparison. However, detecting 3 of 6 incident carcinoma cases in early-stage does not prove that these women will live longer. UKCTOCS was a randomized screening trial (25), but it implemented annual ROCA-based CA125 screening in only normal-risk women; its results will only indirectly be related to assessing q3 months ROCA in high-risk women. Our study complements the UKCTOCS report by providing results on increased-risk women. Additional data regarding screen-detected incident cases from ROCA screening of increased-risk populations are needed before our finding of an increase in the proportion of early-stage cases is conclusive. Further studies will also help determine whether interpreting CA125 values with ROCA or the higher q3 months' frequency of CA125 testing or both modifications of standard CA125 screening are responsible for the increase in early-stage detection.

A second caveat follows from the low power of our primary analysis, as it is based on only 6 incident invasive ovarian cancers. But 9 additional cancers were detected among women who elected RRSO in the absence of symptoms or a ROCA-based recommendation for surgery. Had that option not been available to study participants, the number of analyzable incident events would have been meaningfully larger. We had estimated that more than 20 ovarian cancers would develop in this genetically predisposed population of women, but the anticipated increased statistical power relative to studying general population subjects was reduced significantly because 14.5% (501 of 3,448) of participants elected RRSO without a screening-related surgical recommendation, as it is standard practice to counsel genetically at-risk women to consider RRSO once childbearing has been completed and at an age when ovarian cancer risk increases above population risk. Furthermore, when these protocols were designed, BRCA-negative women with only breast cancer in their family were study-eligible due to their hypothesized increased risk of ovarian cancer. These women are now not anticipated to be at substantially increased ovarian cancer risk (29, 38), thus further reducing the anticipated power of the study. We are exploring opportunities to pool our results with those of other ROCA-based ovarian cancer screening trials, such as the UK Familial Ovarian Cancer Screening Study (UKFOCSS; ref. 12), in an effort to increase statistical power for sensitivity and PPV.

RRSO cases also present an interpretation issue for screening sensitivity. An alternative interpretation of our data is that the RRSO cases were missed by ROCA, and therefore the sensitivity for early-stage disease for incident cases was 20% (3 of 15 = 6 incident ROCA-detected cases + 9 cases detected on RRSO)—that is, ROCA missed all 9 RRSO cases (3–25 weeks from last CA125 test to surgery; median, 9.3). However, the aim of early detection is to diagnose cancers in early-stage disease, ideally stages 0/I. If the RRSO cases comprised all late-stage disease, then the interpretation that ROCA missed these cases would be reasonable but, in fact, 6 of 9 RRSO cases were early-stage cancers. RRSO “censored” these cases before they reached late-stage disease. Another analytic alternative would be to combine RRSO cases with incident cases to estimate the proportion identified during the screening trial in early-stage disease. This interpretation combines 3 of 6 incident cases with 6 of 9 RRSO cases for a combined early-stage proportion of 60% (9 of 15; 95% CI, 32%–84%), even higher than the estimate based on incident cases alone (50%), yields a much tighter confidence interval and therefore greater statistical significance. Thus, we judge our decision to restrict the early-stage estimate to only incident cases as conservative and appropriate.

Another reason we analyzed the RRSO cases separately was because a secondary sensitivity outcome compares ROCA to a CA125 threshold and the RRSO action censored these cases prior to either ROCA being positive or CA125 exceeding 35 U/mL, thus providing no information regarding which occurred first. The large proportion of early-stage cancers among the RRSO cases provides further encouragement to considering RRSO in this population and reason to hope that some of these women will become long-term, disease-free survivors.

The low (5%) screening-related positive predictive value indicates that 20 surgical procedures were performed for each ovarian cancer detected and comprises a limitation that warrants special comment. We believe this estimate may nonetheless be acceptable among BRCA1/2 mutation carriers after they complete childbearing and reach the age at which RRSO is regarded as standard-of-care, yet who chose to continue screening. The PPV standard set from consideration of screening trials in the general population is not appropriate in a population for which RRSO is strongly recommended and widely practiced. The low PPV does require caution for women with false-positive results who are below the age at which RRSO is recommended among BRCA1/2 carriers or who have not completed childbearing. Thus, it is reassuring that the median age among false-positive cases was 48 years.

Because of incomplete BRCA mutation ascertainment in the CGN cohort (a budgetary constraint), our data do not permit drawing conclusions about the utility of this screening strategy in women from mutation-negative/strong family history kindreds. However, among the 19 cancers, there were 13 BRCA1, 1 BRCA2 and 1 subject with a mutation in both genes; 3 were BRCA1/2-negative; and 1 subject was untested. Thus, limiting frequent ROCA screening to BRCA mutation carriers would still miss some cases (3 of 18=17% of cases tested) in this increased-risk cohort.

Another caveat is that real-world application would require adjusting for CA125 variation between laboratories, a concern mitigated by very high interlaboratory correlation (39). A further limitation: ROCA screening, even in high-risk populations, requires screening many women to detect a few early-stage cases. In the combined studies, 3 early-stage invasive incident cases were detected that may have been clinically detected in late-stage without screening in 13,080 woman-years, that is, 23 early-stage cases per 100,000 screened women (0.023%), a crucial input for a future cost-benefit assessment.

Finally, while ROCA detected cases in an earlier stage than screening with a single CA125 > 35U/mL in this study, all were detected in stage II (IIA, IIB), which has much better survival than stages III/IV but significantly lower survival than stage I. Better blood tests and secondary imaging must be developed to detect cases in stages 0/I. Many high-grade serous ovarian cancers in BRCA1/2 carriers are believed to originate in the distal fimbriated end of the fallopian tube (40), and proteins secreted by fallopian tube epithelium may provide promising biomarker candidates (41). TVU was negative in 1 of 4 prevalent and 2 of 5 incident cases, consonant with fallopian tubes being difficult to visualize with TVU and suggesting that a better imaging test is required. The CA125 protein is not shed by 20% of ovarian cancers, so a CA125-based ROCA cannot detect such cancers. Developing a biomarker panel which covers the full ovarian cancer spectrum, and interpreting those data with longitudinal, ROCA-like models, might improve the performance of screening programs aimed at detecting early-stage disease, as shown with FDA-authorized multiple marker diagnostic tests for pelvic masses (ROMA, OVA1; refs. 42, 43). Approaches that may enable earlier detection through analysis of DNA in lower genital tract samples are also under investigation (44, 45).

In summary, our study provides the following encouraging evidence: (i) women at increased-risk who agree to an intensive screening regimen are compliant; (ii) more frequent CA125 testing interpreted by ROCA is associated with a high specificity and a significant increase in the detection of early-stage incident ovarian cancer compared with published data from historical controls; (iii) ROCA detected 50% of incident cases prior to the standard cutpoint of 35 U/mL; (iv) ROCA detection is associated with a high optimal debulking rate in incident cases; and (v) 8 of 9 women with early-stage cancer were alive at last follow-up. Importantly, we believe these observations do not represent a sufficient basis for introducing this screening strategy into clinical practice as an alternative to RRSO. While even the mixed evidence on the effectiveness of ovarian cancer screening is welcome news (35, 46), we still regard consideration of RRSO upon completion of childbearing and reaching the recommended age as the current standard-of-care for BRCA1/2 mutation carriers. It is essential to recall that even an effective screening program cannot reduce the risk of developing ovarian cancer; its benefit can only derive from earlier detection and improved survival. However, there still remains a significant subset of increased-risk women who choose to retain their ovaries and tubes once their families are complete, despite being fully informed of the benefits of RRSO, including significantly reduced risks of both ovarian cancer and breast cancer, and significantly improved overall survival (47). Our data suggest that for women who choose screening instead of RRSO, ROCA screening with quarterly CA125 tests, plus TVU as a secondary screen for those with an elevated risk score, appeared to be a significant improvement over q6-12 monthly CA125 screening with a single cutoff point, such as 35 U/mL. However, because of the small number of incident cases, further evidence from larger cohorts is required before ROCA with q3 months screening tests can be confidently recommended as a replacement for annual or 6-monthly testing for women choosing screening.

S.J. Skates is a co-developer of the risk of ovarian cancer algorithm. Massachusetts General Hospital has licensed software implementing the algorithm. He is also the consultant/advisory board member for SISCAPA Assay Technologies, a consultant for Abcodia, and has received speaker honorarium from Astra-Zeneca. P. Brown is a consultant/advisory board member for Susan G. Komen Foundation. No potential conflicts of interest were disclosed by the other authors.

Conception and design: S.J. Skates, M.H. Greene, M. Sherman, A. Berchuck, J. Walker, S. Nayfield, D. Alberts, D.M. Finkelstein, K.H. Lu

Development of methodology: S.J. Skates, M.H. Greene, M. Piedmonte, J. Walker, P.M. Sluss, S. Nayfield, K.H. Lu, C.H. Kasten

Acquisition of data (provided animals, acquired and managed patients, provided facilities, etc.): M.H. Greene, S.S. Buys, P.L. Mai, P. Brown, M. Piedmonte, J.O. Schorge, M. Sherman, M.B. Daly, T. Rutherford, W.R. Brewster, E. Partridge, J. Boggess, C.W. Drescher, C. Isaacs, A. Berchuck, S. Domchek, S.A. Davidson, R. Edwards, K. Wakeley, K.-A. Phillips, D. Armstrong, I. Horowitz, C.J. Fabian, J. Walker, P.M. Sluss, W. Welch, N.K. Horick, D.M. Finkelstein, K.H. Lu

Analysis and interpretation of data (e.g., statistical analysis, biostatistics, computational analysis): S.J. Skates, M.H. Greene, M. Piedmonte, G. Rodriguez, M. Sherman, C.W. Drescher, A. Berchuck, S. Domchek, K.-A. Phillips, D. Armstrong, J. Walker, P.M. Sluss, N.K. Horick, D.M. Finkelstein, K.H. Lu

Writing, review, and/or revision of the manuscript: S.J. Skates, M.H. Greene, S.S. Buys, P.L. Mai, P. Brown, M. Piedmonte, G. Rodriguez, J.O. Schorge, M. Sherman, M.B. Daly, T. Rutherford, W.R. Brewster, D.M. O'Malley, E. Partridge, J. Boggess, C.W. Drescher, C. Isaacs, A. Berchuck, S. Domchek, S.A. Davidson, K.-A. Phillips, D. Armstrong, I. Horowitz, J. Walker, P.M. Sluss, W.Welch, N.K. Horick, S. Nayfield, D. Alberts, D.M. Finkelstein, K.H. Lu, C.H. Kasten

Administrative, technical, or material support (i.e., reporting or organizing data, constructing databases): S.J. Skates, A. Berchuck, R. Edwards, P.M. Sluss, N.K. Horick, D.M. Finkelstein, K.H. Lu

Study supervision: S.J. Skates, M.H. Greene, C.W. Drescher, C. Isaacs, S.A. Elg, J. Walker, L. Minasian, D. Alberts, K.H. Lu

Other (enrollment of patients): D.M. O'Malley

In addition to the clinical site principal investigators who enrolled more than 50 patients in ROCA and are listed as authors, the following clinical sites and PI's contributed significant numbers of patients to the study and are gratefully acknowledged: Holly Gallion MD (Magee-Women's Hospital), Alex Miller MD (University of Texas Health Sciences Center San Antonio, San Antonio, TX), Paula Ryan MD PhD (Massachusetts General Hospital), Judy Garber MD PhD (Dana-Farber Cancer Institute), Henry Lynch MD (Creighton University, Omaha, NE), James Evans MD PhD (University of North Carolina), Henry Lynch MD (EDRN High Risk Registry), Lee-may Chen MD (University of California San Francisco, San Francisco, CA), Olufunmilayo Olopade MD (University of Chicago, Chicago, IL), and Thomas Caputo MD (Cornell University, Ithaca, NY).

The ROCA study was conducted under the auspices of the Cancer Genetics Network (CGN) with the support of the CGN PI's, which is gratefully acknowledged: Deborah Bowen PhD (Fred Hutchinson Cancer Research Center), Claudine Isaacs MD (Georgetown University), Constance Griffin MD (Johns Hopkins University), Geraldine Mineau PhD (Huntsman Cancer Institute), Joellen Schildkraut PhD (Duke University), Louise Strong MD (MD Anderson Cancer Center), Susan Domchek MD (University of Pennsylvania), Gail Tomlinson MD PhD (University of Texas Southwestern Medical Center), Dennis Ahnen MD (University of Colorado), Hoda Anton-Culver PhD (University of California Irvine, Irvine, CA), Sharon Plon MD PhD (Baylor College of Medicine, Houston, TX), James Evans MD PhD (University of North Carolina), William Wood MD (Emory University), Alex Miller MD (University of Texas Health Sciences Center at San Antonio), Dianne M. Finkelstein PhD (CGN Coordinating Center, Massachusetts General Hospital), and Perry Miller PhD MD (CGN Medical Informatics, Yale Medical School). In addition, two ovarian SPORE sites and an EDRN site participated with the support of the PI's Edward Partridge MD (University of Alabama at Birmingham), Robert Ozols MD (Fox Chase Cancer Center), and Henry Lynch MD (Creighton University). The Study Coordinators and Research Assistants throughout the CGN, the two ovarian SPORE sites, the EDRN site, and five other sites were crucial to the successful completion of the ROCA study and their tireless efforts are gratefully acknowledged.

The success of GOG-0199 was due to the enormous investment in time and effort made by GOG senior leadership, GOG's Cancer Prevention and Control Committee, the Principal Investigators, Study Managers and Research Assistants from the 150 GOG sites which activated this complex protocol both in the US and Australia, and multiple staff members from the Clinical Genetics Branch, CTEP and CCOP programs at NCI.

Most importantly, the CGN study and GOG-0199 study would not have been possible without the selfless contributions of the 2,359 (CGN) and 2,605 (GOG) women at increased risk who enrolled in these time-intensive studies.

The ROCA study was supported mainly by research grants/contracts from NCI to sites in the Cancer Genetics Network, the Ovarian SPORE program, and the Early Detection Research Network (CA078284 to D.M. Finkelstein, CA078134 to H. Anton-Culver, CA078164 to D. Bowen, CA078156 to S. Domchek, CA078148 to C. Griffin, CA078146 to C. Isaacs, CA078174 to G. Mineau, CA078157 to J. Schildkraut, CA078142 to L. Strong, HHSN2612007440000C to D.M. Finkelstein, CA083638 to R. Ozols, CA083591 to E. Partridge, CA086389 to H. Lynch). Fujirebio Diagnostics Inc supported the CGN study for one year after NCI funding ended. P.L. Mai and M.H. Greene were supported by the Intramural Research Program, NCI/NIH. The Gynecologic Oncology Group's study (GOG-0199) was supported by intramural research funds from the Clinical Genetics Branch and National Cancer Institute grants to the Gynecologic Oncology Group (GOG) Administrative Office and Tissue Bank (CA027469 to P. Di Saia), the GOG Statistical and Data Center (CA037517 to J. Blessing), and by NCI's Community Clinical Oncology Program (CCOP) grant (CA101165 to P. Di Saia). Participation by the investigators of the Australia and New Zealand Gynaecological Oncology Group (ANZGOG) is gratefully acknowledged. K.-A. Phillips is an Australian National Breast Cancer Foundation Fellow.

The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby marked advertisement in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.

1.
Trimble
EL
. 
The NIH Consensus Conference on Ovarian Cancer: screening, treatment, and follow-up
.
Gynecol Oncol
1994
;
55
:
S1
3
.
2.
Burke
W
,
Daly
M
,
Garber
J
,
Botkin
J
,
Kahn
MJ
,
Lynch
P
, et al
Recommendations for follow-up care of individuals with an inherited predisposition to cancer. II. BRCA1 and BRCA2. Cancer genetics studies consortium
.
JAMA
1997
;
277
:
997
1003
.
3.
Cancer Australia
.
Surveillance of women at high or potentially high risk of ovarian cancer
; 
2009
[cited 2016 May 16]; Available from
:https://canceraustralia.gov.au/publications-and-resources/position-statements/surveillance-women-high-or-potentially-high-risk-ovarian-cancer.
4.
Daly
MB
,
Axilbund
JE
,
Buys
S
,
Crawford
B
,
Friedman
S
,
Garber
JE
, et al
Genetic/familial high-risk assessment: breast and ovarian. NCCN Clinical Practice Guidelines in Oncology (NCCN Guidelines Version 1.2012)
; 
2012
[Cited: 2016 May 16].
Available from
:http://www.nccn.org/professionals/physician_gls/f_guidelines.asp
#detection
.
5.
Daly
MB
,
Pilarski
R
,
Axilbund
JE
,
Berry
M
,
Buys
SS
,
Crawford
B
, et al
Genetic/familial high-risk assessment: breast and ovarian
.
NCCN Clinical Practice Guidelines in Oncology
(
NCCN Guidelines Version 2.2016)
; 
2016
.
[Cited: 2016 May 16] Available from
: https://www.nccn.org/professionals/physician_gls/pdf/genetics_screening.pdf.
6.
Evans
DG
,
Gaarenstroom
KN
,
Stirling
D
,
Shenton
A
,
Maehle
L
,
Dorum
A
, et al
Screening for familial ovarian cancer: poor survival of BRCA1/2 related cancers
.
J Med Genet
2009
;
46
:
593
7
.
7.
Woodward
ER
,
Sleightholme
HV
,
Considine
AM
,
Williamson
S
,
McHugo
JM
,
Cruger
DG
. 
Annual surveillance by CA125 and transvaginal ultrasound for ovarian cancer in both high-risk and population risk women is ineffective
.
BJOG
2007
;
114
:
1500
9
.
8.
Dorum
A
,
Heimdal
K
,
Lovslett
K
,
Kristensen
G
,
Hansen
LJ
,
Sandvei
R
, et al
Prospectively detected cancer in familial breast/ovarian cancer screening
.
Acta Obstet Gynecol Scand
1999
;
78
:
906
11
.
9.
Bourne
TH
,
Campbell
S
,
Reynolds
KM
,
Whitehead
MI
,
Hampson
J
,
Royston
P
, et al
Screening for early familial ovarian cancer with transvaginal ultrasonography and colour blood flow imaging [see comments]
.
BMJ
1993
;
306
:
1025
9
.
10.
Olivier
RI
,
Lubsen-Brandsma
MA
,
Verhoef
S
,
van Beurden
M
. 
CA125 and transvaginal ultrasound monitoring in high-risk women cannot prevent the diagnosis of advanced ovarian cancer
.
Gynecol Oncol
2006
;
100
:
20
6
.
11.
Hogg
R
,
Friedlander
M
. 
Biology of epithelial ovarian cancer: implications for screening women at high genetic risk
.
J Clin Oncol
2004
;
22
:
1315
27
.
12.
Rosenthal
AN
,
Fraser
L
,
Manchanda
R
,
Badman
P
,
Philpott
S
,
Mozersky
J
, et al
Results of annual screening in phase I of the United Kingdom familial ovarian cancer screening study highlight the need for strict adherence to screening schedule
.
J Clin Oncol
2013
;
31
:
49
57
.
13.
Rubin
SC
,
Benjamin
I
,
Behbakht
K
,
Takahashi
H
,
Morgan
MA
,
LiVolsi
VA
, et al
Clinical and pathological features of ovarian cancer in women with germ-line mutations of BRCA1
.
N Engl J Med
1996
;
335
:
1413
6
.
14.
Boyd
J
,
Sonoda
Y
,
Federici
MG
,
Bogomolniy
F
,
Rhei
E
,
Maresco
DL
, et al
Clinicopathologic features of BRCA-linked and sporadic ovarian cancer
.
JAMA
2000
;
283
:
2260
5
.
15.
Skates
SJ
,
Xu
FJ
,
Yu
YH
,
Sjovall
K
,
Einhorn
N
,
Chang
Y
, et al
Toward an optimal algorithm for ovarian cancer screening with longitudinal tumor markers
.
Cancer
1995
;
76
:
2004
10
.
16.
Skates
SJ
,
Pauler
DK
,
Jacobs
IJ
. 
Screening based on the risk of cancer calculation from Bayesian hierarchical change-point and mixture models of longitudinal markers
.
J Am Stat Assoc
2001
;
96
:
429
39
.
17.
McIntosh
MW
,
Urban
N
. 
A parametric empirical Bayes method for cancer screening using longitudinal observations of a biomarker
.
Biostatistics
2003
;
4
:
27
40
.
18.
Skates
SJ
,
Mai
P
,
Horick
NK
,
Piedmonte
M
,
Drescher
CW
,
Isaacs
C
, et al
Large prospective study of ovarian cancer screening in high-risk women: CA125 cut-point defined by menopausal status
.
Cancer Prev Res (Phila)
2011
;
4
:
1401
8
.
19.
Daly
MB
,
Axilbund
JE
,
Buys
S
,
Crawford
B
,
Friedman
S
,
Garber
JE
, et al
Genetic/familial high-risk assessment: breast and ovarian
.
NCCN Clinical Practice Guidelines in Oncology;
2012
.
20.
Nezhat
FR
,
Apostol
R
,
Nezhat
C
,
Pejovic
T
. 
New insights in the pathophysiology of ovarian cancer and implications for screening and prevention
.
Am J Obstet Gynecol
2015
;
213
:
262
7
.
21.
Buys
SS
,
Partridge
E
,
Black
A
,
Johnson
CC
,
Lamerato
L
,
Isaacs
C
, et al
Effect of screening on ovarian cancer mortality: the prostate, lung, colorectal and ovarian (PLCO) cancer screening randomized controlled trial
.
JAMA
2011
;
305
:
2295
303
.
22.
Jacobs
IJ
,
Skates
S
,
Davies
AP
,
Woolas
RP
,
Jeyerajah
A
,
Weidemann
P
, et al
Risk of diagnosis of ovarian cancer after raised serum CA 125 concentration: a prospective cohort study
.
BMJ
1996
;
313
:
1355
8
.
23.
Jacobs
IJ
,
Skates
SJ
,
MacDonald
N
,
Menon
U
,
Rosenthal
AN
,
Davies
AP
, et al
Screening for ovarian cancer: a pilot randomised controlled trial
.
Lancet
1999
;
353
:
1207
10
.
24.
Menon
U
,
Skates
SJ
,
Lewis
S
,
Rosenthal
AN
,
Rufford
B
,
Sibley
K
, et al
Prospective study using the risk of ovarian cancer algorithm to screen for ovarian cancer
.
J Clin Oncol
2005
;
23
:
7919
26
.
25.
Menon
U
,
Gentry-Maharaj
A
,
Hallett
R
,
Ryan
A
,
Burnell
M
,
Sharma
A
, et al
Sensitivity and specificity of multimodal and ultrasound screening for ovarian cancer, and stage distribution of detected cancers: results of the prevalence screen of the UK Collaborative Trial of Ovarian Cancer Screening (UKCTOCS)
.
Lancet Oncol
2009
;
10
:
327
40
.
26.
Menon
U
,
Talaat
A
,
Rosenthal
AN
,
Macdonald
ND
,
Jeyerajah
AR
,
Skates
SJ
, et al
Performance of ultrasound as a second line test to serum CA125 in ovarian cancer screening
.
BJOG
2014
;
121
:
35
9
.
27.
Greene
MH
,
Piedmonte
M
,
Alberts
D
,
Gail
M
,
Hensley
M
,
Miner
Z
, et al
A prospective study of risk-reducing salpingo-oophorectomy and longitudinal CA-125 screening among women at increased genetic risk of ovarian cancer: design and baseline characteristics: a Gynecologic Oncology Group study
.
Cancer Epidemiol Biomarkers Prev
2008
;
17
:
594
604
.
28.
Skates SJ. Clinical trial to screen participants who are at high genetic risk for ovarian cancer - NCT00039559
; 
2001
[Cited: 2016 May 16].
Available from
:http://www.ClinicalTrials.gov/ct2/show/NCT00039559.
29.
Kauff
ND
,
Mitra
N
,
Robson
ME
,
Hurley
KE
,
Chuai
S
,
Goldfrank
D
, et al
Risk of ovarian cancer in BRCA1 and BRCA2 mutation-negative hereditary breast cancer families
.
J Natl Cancer Inst
2005
;
97
:
1382
4
.
30.
Domchek
SM
,
Stopfer
JE
,
Rebbeck
TR
. 
Bilateral risk-reducing oophorectomy in BRCA1 and BRCA2 mutation carriers
.
J Natl Compr Canc Netw
2006
;
4
:
177
82
.
31.
Sherman
ME
,
Piedmonte
M
,
Mai
PL
,
Ioffe
OB
,
Ronnett
BM
,
Van Le
L
, et al
Pathologic findings at risk-reducing salpingo-oophorectomy: primary results from Gynecologic Oncology Group Trial GOG-0199
.
J Clin Oncol
2014
;
32
:
3275
83
.
32.
R Core Team
.
R: A language and environment for statistical computing
; 
2015
.
[Cited: 2016 May 16] Available from
:http://www.R-project.org.
33.
Grover
S
,
Quinn
MA
,
Weideman
P
,
Koh
H
,
Robinson
HP
,
Rome
R
, et al
Screening for ovarian cancer using serum CA125 and vaginal examination: report on 2550 females
.
Int J Gynecol Cancer
1995
;
5
:
291
5
.
34.
Berry
DA
,
Parmigiani
G
,
Sanchez
J
,
Schildkraut
J
,
Winer
E
. 
Probability of carrying a mutation of breast-ovarian cancer gene BRCA1 based on family history [see comments]
.
J Natl Cancer Inst
1997
;
89
:
227
38
.
35.
Menon
U
,
Ryan
A
,
Kalsi
J
,
Gentry-Maharaj
A
,
Dawnay
A
,
Habib
M
, et al
Risk algorithm using serial biomarker measurements doubles the number of screen-detected cancers compared with a single-threshold rule in the united kingdom collaborative trial of ovarian cancer screening
.
J Clin Oncol
2015
;
33
:
2062
71
.
36.
Elattar
A
,
Bryant
A
,
Winter-Roach
BA
,
Hatem
M
,
Naik
R
. 
Optimal primary surgical treatment for advanced epithelial ovarian cancer
.
Cochrane Database Syst Rev
2011
:
CD007565
.
37.
Bristow
RE
,
Tomacruz
RS
,
Armstrong
DK
,
Trimble
EL
,
Montz
FJ
. 
Survival effect of maximal cytoreductive surgery for advanced ovarian carcinoma during the platinum era: a meta-analysis
.
J Clin Oncol
2002
;
20
:
1248
59
.
38.
Ingham
SL
,
Warwick
J
,
Buchan
I
,
Sahin
S
,
O'Hara
C
,
Moran
A
, et al
Ovarian cancer among 8,005 women from a breast cancer family history clinic: no increased risk of invasive ovarian cancer in families testing negative for BRCA1 and BRCA2
.
J Med Genet
2013
;
50
:
368
72
.
39.
Mongia
SK
,
Rawlins
ML
,
Owen
WE
,
Roberts
WL
. 
Performance characteristics of seven automated CA 125 assays
.
Am J Clin Pathol
2006
;
125
:
921
7
.
40.
Lee
Y
,
Miron
A
,
Drapkin
R
,
Nucci
MR
,
Medeiros
F
,
Saleemuddin
A
, et al
A candidate precursor to serous carcinoma that originates in the distal fallopian tube
.
J Pathol
2007
;
211
:
26
35
.
41.
Levanon
K
,
Crum
C
,
Drapkin
R
. 
New insights into the pathogenesis of serous ovarian cancer and its clinical impact
.
J Clin Oncol
2008
;
26
:
5284
93
.
42.
Moore
RG
,
McMeekin
DS
,
Brown
AK
,
DiSilvestro
P
,
Miller
MC
,
Allard
WJ
, et al
A novel multiple marker bioassay utilizing HE4 and CA125 for the prediction of ovarian cancer in patients with a pelvic mass
.
Gynecol Oncol
2009
;
112
:
40
6
.
43.
Zhang
Z
,
Chan
DW
. 
The road from discovery to clinical diagnostics: lessons learned from the first FDA-cleared in vitro diagnostic multivariate index assay of proteomic biomarkers
.
Cancer Epidemiol Biomarkers Prev
2010
;
19
:
2995
9
.
44.
Kinde
I
,
Bettegowda
C
,
Wang
Y
,
Wu
J
,
Agrawal
N
,
Shih Ie
M
, et al
Evaluation of DNA from the Papanicolaou test to detect ovarian and endometrial cancers
.
Sci Transl Med
2013
;
5
:
167ra4
.
45.
Erickson
BK
,
Kinde
I
,
Dobbin
ZC
,
Wang
Y
,
Martin
JY
,
Alvarez
RD
, et al
Detection of somatic TP53 mutations in tampons of patients with high-grade serous ovarian cancer
.
Obst Gynecol
2014
;
124
:
881
5
.
46.
Jacobs
IJ
,
Menon
U
,
Ryan
A
,
Gentry-Maharaj
A
,
Burnell
M
,
Kalsi
JK
, et al
Ovarian cancer screening and mortality in the UK Collaborative Trial of Ovarian Cancer Screening (UKCTOCS): a randomised controlled trial
.
Lancet
2016
;
387
:
945
56
.
47.
Domchek
SM
,
Friebel
TM
,
Singer
CF
,
Evans
DG
,
Lynch
HT
,
Isaacs
C
, et al
Association of risk-reducing surgery in BRCA1 or BRCA2 mutation carriers with cancer risk and mortality
.
JAMA
2010
;
304
:
967
75
.