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Review| Volume 25, ISSUE 3, P227-241, September 2012

Impact of obesity on reproductive outcomes after ovarian ablative therapy in PCOS: a collaborative meta-analysis

      Abstract

      Obesity is known to interfere with reproductive outcomes in polycystic ovary syndrome. There is no consensus regarding the impact of obesity on reproductive outcomes after ovarian ablative therapy (OAT) and there is no level I evidence to answer this question. This systematic review and meta-analysis assessed the strength of the association between obesity and ovulation or pregnancy rates after OAT. MEDLINE and several other databases were searched from 2000 to September 2011 for studies reporting on OAT and reproductive outcomes. Data were synthesized to determine the relative risk of reproductive outcomes (ovulation and pregnancy) in lean (body mass index <25 kg/m2) compared with overweight or obese women. The study obtained 15 data sets (14 articles) for analysis, which included 905 subjects in the obese group and 879 subjects in the lean group. Lean women had increased ovulation rates (RR 1.43, 95% CI 1.22–1.66) compared with obese women. Pregnancy rates also showed a similar trend (RR 1.73, 95% CI 1.39–2.17). Reproductive outcomes were generally better in younger women, more recent studies and randomized controlled trials. It is concluded that lean women respond better to OAT than their obese counterparts. These epidemiological observations indicate that obesity alters reproductive outcomes after OAT negatively.
      Obesity is known to interfere with reproductive outcomes in polycystic ovary syndrome. There is no consensus regarding the impact of obesity on ovarian ablative therapy (OAT) and there is no level I evidence to answer this question. We therefore undertook a systematic review and meta-analysis to assess the strength of the association between obesity and ovulation or pregnancy rates after OAT. We searched MEDLINE and several other databases from 2000 to September 2011 for studies reporting on OAT and reproductive outcomes. Data were synthesized to determine the risk ratio of reproductive outcomes (ovulation and pregnancy) in lean (BMI <25 kg/m2) as opposed to overweight or obese women. We obtained 15 datasets (14 articles) for analysis, which included 905 subjects in the obese group and 879 subjects in the lean group. Lean women had increased ovulation rates (RR 1.43, 95% CI 1.22–1.66) as compared to obese women. Pregnancy rates also showed a similar trend (RR 1.73, 95% CI 1.39–2.17). Reproductive outcomes were generally better in younger women, more recent studies and randomized controlled trials. We conclude that lean women respond better to OAT than their obese counterparts. These epidemiological observations indicate that obesity alters reproductive outcomes after OAT negatively.

      Keywords

      Introduction

      Polycystic ovary syndrome (PCOS) is a medical condition considered to be one of the most common causes of irregular menstrual cycles, anovulation and infertility which manifests at adolescence (
      • Franks S.
      Adult polycystic ovary syndrome begins in childhood.
      ). It is characterized by heterogeneous clinical and endocrinological manifestations including hyperandrogenism, neuroendocrine dysfunction, insulin resistance and the metabolic syndrome (
      • Doi S.A.
      • Towers P.
      • Scott C.
      • Al-Shoumer K.
      PCOS: an ovarian disorder that leads to dysregulation in the hypothalamic–pituitary–adrenal axis?.
      ). Approximately 5–10% of women of childbearing age are diagnosed with PCOS (
      • Hull M.G.R.
      Epidemiology of infertility and polycystic ovarian disease: endocrinological and demographic studies.
      ,
      • Polson D.W.
      • Adams J.
      • Wadsworth J.
      • Franks S.
      Polycystic ovaries–a common finding in normal women.
      ). In many of these women, anovulation leads to infertility, which can be managed with clomiphene citrate but approximately 25% fail to ovulate and require alternative treatment (
      • Butt F.
      Laparoscopic ovarian drilling by diathermy for ovulation induction in infertile women with polycystic ovarian syndrome.
      ,
      • Taymor M.L.
      The use and misuse of ovulation-inducting drugs.
      ). Bilateral wedge resection of ovaries was initially advocated as an alternative therapy but was abandoned due to periovarian adhesion formation (
      • Farquhar C.
      • Lilford R.J.
      • Marjoribanks J.
      • Vandekerckhove P.
      Laparoscopic ‘drilling’ by diathermy or laser for ovulation induction in anovulatory polycystic ovary syndrome.
      ,
      • Portuondo J.A.
      • Melchor J.C.
      • Neyro J.L.
      • Alegre A.
      Periovarian adhesions following ovarian wedge resection or laparoscopic biopsy.
      ). Since then, there has been renewed interest in other related ovarian ablative therapies (OAT), such as laparoscopic ovarian drilling (LOD) when it became evident that they were less invasive and were associated with fewer complications (e.g. decreased multiple pregnancies and ovarian hyperstimulation compared with pharmacological therapy (
      • Farquhar C.M.
      An economic evaluation of laparoscopic ovarian diathermy versus gonadotrophin therapy for women with clomiphene citrate-resistant polycystic ovarian syndrome.
      ,
      • Farquhar C.
      • Lilford R.J.
      • Marjoribanks J.
      • Vandekerckhove P.
      Laparoscopic ‘drilling’ by diathermy or laser for ovulation induction in anovulatory polycystic ovary syndrome.
      ,
      • Flyckt R.L.
      • Goldberg J.M.
      Laparoscopic ovarian drilling for clomiphene-resistant polycystic ovary syndrome.
      ). There have been many publications reporting the outcomes after ovarian drilling and other ablative therapies (e.g. ultrasonographic-guided ovarian stroma hydrocoagulation and transvaginal ultrasound-guided ovarian interstitial laser treatment) in the literature that suggest that they are also both effective and safe (
      • Cleemann L.
      • Lauszus F.F.
      • Trolle B.
      Laparoscopic ovarian drilling as first line of treatment in infertile women with polycystic ovary syndrome.
      ,
      • Kato M.
      • Kikuchi I.
      • Shimaniki H.
      • Kobori H.
      • Aida T.
      • Kitade M.
      • Kumakiri J.
      • Takeuchi H.
      Efficacy of laparoscopic ovarian drilling for polycystic ovary syndrome resistant to clomiphene citrate.
      ,
      • Mayenga J.M.
      • Grzegorczyk Martin V.
      • Belaisch-Allart J.
      The place of ovarian drilling in the management of polycystic ovarian syndrome (PCOS).
      ,
      • Unlu C.
      • Atabekoglu C.S.
      Surgical treatment in polycystic ovary syndrome.
      ,
      • Zhu W.J.
      • Li X.M.
      • Chen X.M.
      • Lin Z.
      • Zhang L.
      Transvaginal, ultrasound-guided, ovarian, interstitial laser treatment in anovulatory women with clomifene-citrate-resistant polycystic ovary syndrome.
      ) but there is a paucity of data regarding the effect of obesity on efficacy, even though obesity is frequently associated with PCOS.
      While the mechanism of action of OAT is still unknown, it has been suggested that, in PCOS, steroid hormone excess might result in anovulation due to a direct effect on follicular maturation (
      • Doi S.A.
      Neuroendocrine dysfunction in PCOS: a critique of recent reviews.
      ,
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.
      Irregular cycles and steroid hormones in polycystic ovary syndrome.
      ). The mechanism of this effect is unknown but might be through interference with the FSH receptor signal transduction (
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.
      Irregular cycles and steroid hormones in polycystic ovary syndrome.
      ,
      • Erickson G.F.
      • Magoffin D.A.
      • Garzo V.G.
      • Cheung A.P.
      • Chang R.J.
      Granulosa cells of polycystic ovaries: are they normal or abnormal?.
      ). Given this hypothesis, OAT could act presumably through sufficient destruction of the ovarian tissue which helps in decreasing the production of such ovarian steroids (
      • Demirturk F.
      • Caliskan A.C.
      • Aytan H.
      • Erkorkmaz U.
      Effects of ovarian drilling in middle Black Sea region Turkish women with polycystic ovary syndrome having normal and high body mass indices.
      ,
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.
      Irregular cycles and steroid hormones in polycystic ovary syndrome.
      ) and thus in obese women with additional extraovarian steroidogenesis, the response rate can be expected to be different compared with lean women with ovarian steroid excess.
      To date, as far as is known, there has been only one study that examined this relationship, which, notably, found that obese women with PCOS do better than lean women in terms of reproductive outcomes (
      • Vicino M.
      • Loverro G.
      • Bettocchi S.
      • Simonetti S.
      • Mei L.
      • Selvaggi L.
      Predictive value of serum androstenedione basal levels on the choice of gonadotropin or laparoscopic ovarian electrocautery as ovulation induction in clomiphene citrate-resistant patients with polycystic ovary syndrome.
      ). It was felt that this study might have been flawed as mean basal LH and androstenedione concentrations were reported to be higher in obese women while it is well known that they are reportedly lower in obese women (
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.S.
      Steroidogenic alterations and adrenal androgen excess in PCOS.
      ,
      • Dunaif A.
      • Mandeli J.
      • Fluhr H.
      • Dobrjansky A.
      The impact of obesity and chronic hyperinsulinemia on gonadotropin release and gonadal steroid secretion in the polycystic ovary syndrome.
      ,
      • Holte J.
      • Bergh T.
      • Gennarelli G.
      • Wide L.
      The independent effects of polycystic ovary syndrome and obesity on serum concentrations of gonadotrophins and sex steroids in premenopausal women.
      ,
      • Katsikis I.
      • Karkanaki A.
      • Misichronis G.
      • Delkos D.
      • Kandaraki E.A.
      • Panidis D.
      Phenotypic expression, body mass index and insulin resistance in relation to LH levels in women with polycystic ovary syndrome.
      ,
      • Silfen M.E.
      Early endocrine, metabolic, and sonographic characteristics of polycystic ovary syndrome (PCOS): comparison between nonobese and obese adolescents.
      ). This collaborative meta-analysis of individual patient data specifically addresses this issue.

      Materials and methods

      Data sources

      The literature (English and otherwise) was searched for articles that studied the reproductive outcome among PCOS patients following OAT with special reference to body mass data. PreMEDLINE and MEDLINE was searched using PubMed, Embase, Cochrane Central Register of Controlled Trials (CENTRAL), CINAHL and Scopus from 2000 to September 2011 for studies on OAT and reproductive outcomes; relevant articles were then hand searched for additional references. Articles were found with the use of controlled vocabulary terms (MeSH terms) as well as keywords. The database search strategies used are described in Supplementary Appendix 1 (available online only).

      Study selection and patient outcomes

      Studies were included that: (i) included a detailed and acceptable diagnosis of PCOS as per current guidelines; (ii) examined the effect of OAT in PCOS; (iii) assessed either the spontaneous reproductive outcomes (ovulation and pregnancy) or after additional co-interventions; and (iv) reported the body mass index (BMI) of these women. The BMI was defined as the patient’s weight in kg divided by the height in m2, with a cut-off point <25 kg/m2 for lean subjects and ⩾25 kg/m2 for overweight or obese subjects.
      The primary reproductive outcome was defined as the ovulation rate and the secondary outcome was the pregnancy rate. Both were primarily computed per woman, but per cycle rates were also collected when available. Per woman data was calculated as the number of women that ovulated or had a pregnancy respectively out of the total group studied over the period of follow up. The per cycle data was computed as the number of ovulatory cycles (or pregnancies) observed in relation to the total number of cycles observed during the study.

      Data abstraction

      The process of data abstraction examined a wide range of variables and these included characteristics of patients such as case definition, description of patient’s characteristics, study population description, study design, methods of OAT, co-intervention used and the outcomes sought (Table 1). These data were extracted and tabulated with data supplied by the authors of the included studies who were sent a request to provide these data. Studies were excluded if the follow-up data were either not available, not extractable, not documented in the studies or if the authors did not respond. Additional exclusion was made if the studies were inconsistent. Although one of the studies fulfilled the inclusion criteria (
      • Vicino M.
      • Loverro G.
      • Bettocchi S.
      • Simonetti S.
      • Mei L.
      • Selvaggi L.
      Predictive value of serum androstenedione basal levels on the choice of gonadotropin or laparoscopic ovarian electrocautery as ovulation induction in clomiphene citrate-resistant patients with polycystic ovary syndrome.
      ), it was excluded because the hormone concentrations reported were inconsistent with the classification of obese versus lean (see discussion for details).
      Table 1Publications meeting the inclusion criteria.
      PublicationNo. of enrolled patientsDesignParticipantsMethods of ovarian ablation therapiesCo-interventionAssessment of reproductive outcomesQuality score out of 14
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      Total = 74 Ovarian drilling = 74 Obese = 24 Lean = 50RCSCC-resistant PCOS women, OHSS with recombinant FSH; PCOS based on Rotterdam criteria including oligo- or anovulation, clinical or biochemical signs of hyperandrogenism and polycystic ovaries on ultrasound; medical and surgical history are considered; mean age 30.2 yearsBilateral ovarian drilling by fertiloscopy: punctures evenly spaced (6–10) on surface of each ovary with diameter 5–8 mm and depth up to 5 mmOvulation stimulation by FSHOvulation: Progesterone >0.9 ng/ml Pregnancy: Index pregnancy (first pregnancy following surgery)9.5
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      Total = 50 LOD = 24 Obese = 10 Lean = 14RCTPrimary infertile anovulatory CC-resistant women with PCOS; desiring pregnancy; PCOS diagnosed by presence of both clinical and biochemical hyperandrogenism and oligoanovulation and fulfilling the revised ESHRE and ASRM criteria; mean age 28.2 versus 27.5 yearsLOD: 3–6 punctures, made by inserting needle cautery of 36 mm into ovary with diameter of 3 mm and depth of 4–5 mmNoneOvulation: Plasma progesterone assay >10 ng/ml 7 days after expected menses Pregnancy: Increasing β-HCG and presence of intrauterine gestational sac by ultrasound13.5
      Palomba, unpublished observationsTotal = 245 LOD = 245 Obese = 143 Lean = 102PCSPrimary infertile anovulatory CC-resistant women with PCOS; desiring pregnancy; PCOS fulfilled the revised ESHRE and ASRM criteria of 2004 based on Rotterdam criteria; mean age 29.7 versus 30.1 yearsLOD: 3–6 punctures, made by inserting needle cautery of 36 mm into ovary with diameter of 3 mm and depth of 4–5 mmNoneOvulation: Plasma progesterone assay >10 ng/ml 7 days after the expected menses Pregnancy: Increasing β-HCG and presence of intrauterine gestational sac by ultrasound9.5
      • Ott J.
      • Wirth S.
      • Nouri K.
      • Kurz C.
      • Mayerhofer K.
      • Huber J.C.
      • Tempfer C.B.
      Luteinizing hormone and androstendione are independent predictors of ovulation after laparoscopic ovarian drilling: a retrospective cohort study.
      Total = 100 LOD = 100 Obese = 57 Lean = 43RCSCC-resistant women with PCOS; PCOS fulfilling the revised ESHRE and ASRM criteria of 2004 based on Rotterdam criteria; mean age 28.2 years; mean duration of infertility was 27.4Bilateral LOD: monopolar electrocoagulation technique and monopolar hook electrode and with 5–10 mm incisions of 2–3 mm length of ovarian capsuleMetforminOvulation: Serum progesterone >8.0 ng/ml; ultrasound monitoring of follicular growth and measuring LH, FSH and progesterone Pregnancy: Confirmed by serum β-HCG and vaginal ultrasound10
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      Total = 181 LOD = 181 Obese = 133 Lean = 48PCSCC-resistant PCOS women with anovulatory infertility; some women received additional gonadotrophin therapy or IVF treatment or bilateral wedge resection; PCOS, by the criteria of 1990 NIH/NICHD consensus conference; all women and their partners were investigated for other common causes of infertility; mean age 30.5 years; mean duration of infertility 4.6 yearsLOD: number of punctures related to size of ovary and number of subcapsular cystsCC and gonadotrophinsOvulation: Plasma progesterone ⩾30 nmol/l at mid-luteal phase, day 21 Pregnancy: Urine pregnancy test and serum β-HCG7
      • Amer S.A.
      • Li T.C.
      • Ledger W.L.
      Ovulation induction using laparoscopic ovarian drilling in women with polycystic ovarian syndrome: predictors of success.
      Total = 200 LOD = 200 Obese = 120 Lean = 72 BMI not available = 8RCSCC-resistant PCOS women with anovulatory infertility >1 year; some women failed to conceive after HMG therapy; PCOS diagnosed by hormonal and ultrasonographic evidence; mean age 28.9 yearsLOD: 3–10 punctures, depending on ovary size with diameter of 4 mm and depth of 7–8 mmNoneOvulation: progesterone ⩾30 nmol/l at day 21 Pregnancy: Pregnancy at 12-month follow up11
      • Amer S.A.
      • Gopalan V.
      • Li T.C.
      • Ledger W.L.
      • Cooke I.D.
      Long term follow-up of patients with polycystic ovarian syndrome after laparoscopic ovarian drilling: clinical outcome.
      Total = 109 LOD = 109 Obese = 62 Lean = 47PCSCC-resistant PCOS women with anovulatory infertility >1 year; most women were CC resistant and some were HMG resistant; PCOS diagnosed by the presence of the hormonal and ultrasonographic evidence of PCOS; mean age 33.3 versus 32.2 yearsLOD: punctures, depending on ovary size with diameter of 4 mm and depth of 5–7 mmNoneOvulation: Progesterone ⩾30 nmol/l at day 21 Pregnancy: Any pregnancy following the procedure over comparable follow up10
      • Zhu W.
      • Fu Z.
      • Chen X.
      • Li X.
      • Tang Z.
      • Zhou Y.
      • Geng Q.
      Transvaginal ultrasound-guided ovarian interstitial laser treatment in anovulatory women with polycystic ovary syndrome: a randomized clinical trial on the effect of laser dose used on the outcome.
      Total = 80 Ovarian interstitial laser treatment = 80 Obese = 19 Lean = 61RCTCC-resistant PCOS women seeking pregnancy; oligomenorrhoea or amenorrhea and anovulation for at least 2 years; polycystic ovaries by ultrasound; PCOS diagnosed by Rotterdam criteria; mean age 29.1 years; normal hysterosalpingography or laparoscopy in the last 3 yearsTransvaginal ultrasound-guided ovarian interstitial laser treatment: coagulation point per ovary ranged from 1–5 points with diameter of nearly 10 mmNoneOvulation: Series of transvaginal ultrasound to monitor the dominant follicle (with diameter of 16 mm) and urine LH measurement Pregnancy: Urine pregnancy test13
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      Total = 60 Unilateral LOD = 60 Obese = 26 Lean = 34RCTCC-resistant PCOS women with infertility for at least 2 years due to anovulation, patent Fallopian tubes and normal semen analysis; PCOS diagnosed by Rotterdam criteria; age 18–38 yearsUnilateral (right ovary) LOD: 4 punctures of 4 mm depth in the cortexHCGOvulation: Transvaginal ultrasound to monitor the dominant follicle (with diameter of ⩾18 mm) and endometrial thickness on days 10, 12, 14; elevated serum progesterone measured at cycle days 21 and 23 Pregnancy: Serum β-HCG >25 mlU/ml; or intrauterine gestational sac detected by transvaginal ultrasound13.5
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      Total 234 LOD = 234 Obese = 98 Lean = 136PCSCC-resistant PCOS women; patent Fallopian tubes and normal semen analysis; PCOS diagnosed by Rotterdam criteria; baseline hormonal and ultrasound tests; mean age 25.4–29.3 yearsLOD: four punctures of 4 mm depth made using mixed currentCC and HCG if patients become anovulatory againOvulation: Serum progesterone ⩾5 ng/ml at cycle days 21–23 Pregnancy: Rising serum β-HCG with absence of menstruation; intrauterine gestational sac seen by transvaginal ultrasound at 6 weeks12
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      Total = 260 LOD = 132 Obese = 46 Lean = 86RCTCC-resistant PCOS women; patent Fallopian tubes and normal semen analysis; PCOS diagnosed by Rotterdam criteria; baseline hormonal and ultrasound tests were performed; mean age 26.4–27.3 yearsLOD: four punctures of 4 mm depth made using mixed currentNoneOvulation: Serum progesterone ⩾5 ng/ml at cycle days 21–23 Pregnancy: Serum β-HCG ⩾50 mlU/ml with absence of menstruation; intrauterine gestational sac seen by transvaginal ultrasound at 6 weeks14
      • Abu Hashim H.
      • El Lakany N.
      • Sherief L.
      Combined metformin and clomiphene citrate versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      Total = 282 LOD = 144 Obese = 56 Lean = 88RCTCC-resistant PCOS women; patent Fallopian tubes and normal semen analysis; PCOS diagnosed by Rotterdam criteria; baseline hormonal and ultrasound tests were performed; the mean age 26.5 yearsLOD: four punctures of 4 mm depth made using mixed currentNoneOvulation: Serum progesterone ⩾5 ng/ml at cycle days 21–23 Pregnancy: rising serum β-HCG with absence of menstruation; intrauterine gestational sac seen by transvaginal ultrasound at 6 weeks13.5
      • Abu Hashim H.
      • Foda O.
      • Ghayaty E.
      • Elawa A.
      Laparoscopic ovarian diathermy after clomiphene failure in polycystic ovary syndrome: is it worthwhile? A randomized controlled trial.
      Total = 176 LOD = 82 Obese = 46 Lean = 36RCTCC-failure PCOS women; patent Fallopian tubes and normal semen analysis; PCOS diagnosed by Rotterdam criteria; baseline hormonal and ultrasound test ; mean age 26.3 yearsLOD: four punctures of 4 mm depth made using mixed currentNoneOvulation: Serum progesterone ⩾5 ng/ml at cycle days 21–23 Pregnancy: Serum β-HCG ⩾50 mIU/ml in the absence of menstruation; intrauterine gestational sac seen by transvaginal ultrasound at 6–7 weeks14
      • Ramzy A.M.
      • Al-Inany H.
      • Aboulfoutouh I.
      • Sataar M.
      • Idrees O.A.
      • Shehata M.H.
      Ultrasonographic guided ovarian stroma hydrocoagulation for ovarian stimulation in polycystic ovary syndrome.
      Ovarian hydrocoagulation = 52 Obese = 38 Lean = 14Ovulation: Having regular cycle associated with ovulation symptoms. Detecting mature follicle by regular transvaginal ultrasound on day 10–14. Serum progesterone levels at day 20 of cycle. Pregnancy: Serum β-HCG
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      Total = 150 LOD 75 Obese 27 Lean 48RCTCC-resistant PCOS women with infertility for at least 2 years due to primary or secondary infertility, patent Fallopian tubes, no hormonal treatment for 3 months prior to the study and normal semen analysis; PCOS diagnosed by Rotterdam criteria; age 18–38 yearsLOD: 4–6 punctures into each ovary through the capsuleHCGOvulation: Transvaginal ultrasound to monitor the mean follicular diameter and endometrial thickness on days 10, 12, 14; elevated serum progesterone measured at cycle days 21 and 23 Pregnancy: Increased serum β-HCG; or intrauterine gestational sac with a beating fetal heart detected by transvaginal ultrasound11.5
      All studies designated obesity as BMI ⩾25 kg/m2 and lean at BMI <25 kg/m2, except for
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      , which designated obesity as BMI 25–35 kg/m2 since BMI >35 was an exclusion criterion.
      ASRM = American Society for Reproductive Medicine; BMI = body mass index; CC = clomiphene citrate; ESHRE = European Society of Human Reproduction and Embryology; HCG = human chorionic gonadotrophin; HMG = human menopausal gonadotrophin; LOD = laparoscopic ovarian diathermy; NIH/NICHD = National Institute of Health/National Institute of Child Health and Development ; OHSS = ovarian hyperstimulation syndrome; PCOS = polycystic ovary syndrome; PCS = prospective cohort study; RCS = retrospective cohort study; RCT = randomized controlled trial.

      Quality assessment and statistical analysis

      As different methodologies were used to answer a common question in the included studies, it is essential to differentiate between the higher- and lower-quality reports. Using an explicit model to pool results based on the differences between studies will facilitate clinical application of the findings if it is known which of the included studies used designs that provided less biased results with a high precision (
      • Verhagen A.P.
      • De Vet H.C.W.
      • De Bie R.A.
      • Boers M.A.
      • Van Den Brandt P.
      The art of quality assessment of RCTs included in systematic reviews.
      ). Therefore, incorporating quality in a more explicit way in the current analysis was considered better than using the conventional random-effects model based on a random effect variance component (
      • Senn S.
      Trying to be precise about vagueness.
      ). A study-specific modification of the scoring system (
      • Doi S.A.
      • Thalib L.
      A QE model for meta-analysis.
      ,
      • Doi S.A.
      • Barendregt J.J.
      • Mozurkewich E.L.
      Meta-analysis of heterogeneous clinical trials: an empirical example.
      ) was tailored for use in the assessment of the methodological quality of the included studies (Supplementary Table S1). The balance of important prognostic indicators affecting reproductive outcomes across BMI groups were also considered. The prognostic score created looked at six items, namely age, BMI, duration of infertility, diet or exercise status, diabetic status and use of co-interventions. If five or six of these items were balanced, the score given was 1; if three or four items were balanced, the score was 0.5; if none, one or two of these items were balanced across comparison groups, or not documented in the study, the score given was 0.
      The quality-effects model (QE) as well as (for comparison purposes) the random-effects model (RE) were used for all meta-analyses. The QE model pooled estimate has the advantage over the RE model of a meaningful probabilistic interpretation of the results (
      • Al Khalaf M.M.
      • Thalib L.
      • Doi S.A.
      Combining heterogenous studies using the random-effects model is a mistake and leads to inconclusive meta-analyses.
      ). As the outcomes of interest are predefined and binary (ovulation or pregnancy), the relative risk (RR) was used to measure the association between BMI (lean versus obese) and the reproductive outcomes after the surgical management of PCOS. A value of 1 indicates equivalence. On the other hand, a value greater than 1 indicates that there is greater benefit for lean women in terms of the reproductive outcomes after OAT. To have a clearer presentation of the forest plot, the RR was plotted on a log scale as this would allow the confidence interval to become symmetrical about the point estimates of the RR. MetaXL version 1.2 was the software used for all analyses (www.epigear.com). It is well known that statistical tests for heterogeneity (e.g. the Q statistic and its variants) have low statistical power and thus, in addition to the application of statistical techniques, it has been recommended that common sense and a-priori biological knowledge, to the extent that it exists, must be vigilantly utilized when synthesizing the results of many studies (
      • Takkouche B.
      • Cadarso-Suarez C.
      • Spiegelman D.
      Evaluation of old and new tests of heterogeneity in epidemiologic meta-analysis.
      ). Thus, statistical heterogeneity was assumed across the various trial groups if tau-squared was >0 in favor of taking into account the P-value associated with the Cochran’s Q statistic. The confidence intervals in the QE model included a correction for over-dispersion as well as added uncertainty for decrements in quality (
      • Doi S.A.
      • Thalib L.
      A QE model for meta-analysis.
      ,
      • Doi S.A.
      • Barendregt J.J.
      • Mozurkewich E.L.
      Meta-analysis of heterogeneous clinical trials: an empirical example.
      ). Finally, detecting discrepancy between big and small studies (which could be due to publication bias) was done by assessing the presence of asymmetry in the funnel plot. If the intercept on Egger’s regression deviated from zero with a P-value <0.05, the funnel plot was considered asymmetric.

      Results

      Characteristics of studies and subjects

      After the search of the electronic databases, 557 studies were retrieved and an additional study was identified through other sources (Figure 1). After reviewing the abstracts of the identified articles, those not meeting the inclusion criteria, were excluded (n = 487). Emails were sent to authors of the remaining studies (n = 71) to ask them to participate in this collaboration. Fifty-one authors either did not have data or did not respond and four articles were excluded due to translation difficulty as they were written in Polish, Romanian and Russian. One study (
      • Vicino M.
      • Loverro G.
      • Bettocchi S.
      • Simonetti S.
      • Mei L.
      • Selvaggi L.
      Predictive value of serum androstenedione basal levels on the choice of gonadotropin or laparoscopic ovarian electrocautery as ovulation induction in clomiphene citrate-resistant patients with polycystic ovary syndrome.
      ) was excluded due to the inconsistency noted previously. Although the author was contacted, there was no response by the time of submission of this manuscript. Therefore, 14 published research reports and one unpublished paper were included in this meta-analysis (
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      ,
      • Amer S.A.
      • Gopalan V.
      • Li T.C.
      • Ledger W.L.
      • Cooke I.D.
      Long term follow-up of patients with polycystic ovarian syndrome after laparoscopic ovarian drilling: clinical outcome.
      ,
      • Amer S.A.
      • Li T.C.
      • Ledger W.L.
      Ovulation induction using laparoscopic ovarian drilling in women with polycystic ovarian syndrome: predictors of success.
      ,
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      ,
      • Ott J.
      • Wirth S.
      • Nouri K.
      • Kurz C.
      • Mayerhofer K.
      • Huber J.C.
      • Tempfer C.B.
      Luteinizing hormone and androstendione are independent predictors of ovulation after laparoscopic ovarian drilling: a retrospective cohort study.
      ,
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Zhu W.
      • Fu Z.
      • Chen X.
      • Li X.
      • Tang Z.
      • Zhou Y.
      • Geng Q.
      Transvaginal ultrasound-guided ovarian interstitial laser treatment in anovulatory women with polycystic ovary syndrome: a randomized clinical trial on the effect of laser dose used on the outcome.
      , Palomba, unpublished observations,
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      ,
      • Abu Hashim H.
      • El Lakany N.
      • Sherief L.
      Combined metformin and clomiphene citrate versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • Foda O.
      • Ghayaty E.
      • Elawa A.
      Laparoscopic ovarian diathermy after clomiphene failure in polycystic ovary syndrome: is it worthwhile? A randomized controlled trial.
      ,
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      ,
      • Ramzy A.M.
      • Al-Inany H.
      • Aboulfoutouh I.
      • Sataar M.
      • Idrees O.A.
      • Shehata M.H.
      Ultrasonographic guided ovarian stroma hydrocoagulation for ovarian stimulation in polycystic ovary syndrome.
      ,
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      ). The final 15 studies meeting the inclusion criteria and included in this meta-analysis are summarized in Table 1. In two studies, only ovulation per women data (
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      ) or pregnancy per women data (
      • Abu Hashim H.
      • Foda O.
      • Ghayaty E.
      • Elawa A.
      Laparoscopic ovarian diathermy after clomiphene failure in polycystic ovary syndrome: is it worthwhile? A randomized controlled trial.
      ) was available. Seven studies were randomized controlled trials (RCT) (
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • El Lakany N.
      • Sherief L.
      Combined metformin and clomiphene citrate versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • Foda O.
      • Ghayaty E.
      • Elawa A.
      Laparoscopic ovarian diathermy after clomiphene failure in polycystic ovary syndrome: is it worthwhile? A randomized controlled trial.
      ,
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      ,
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      ,
      • Zhu W.
      • Fu Z.
      • Chen X.
      • Li X.
      • Tang Z.
      • Zhou Y.
      • Geng Q.
      Transvaginal ultrasound-guided ovarian interstitial laser treatment in anovulatory women with polycystic ovary syndrome: a randomized clinical trial on the effect of laser dose used on the outcome.
      ), the rest being cohort studies. Data were available for 1784 PCOS women (879 in the lean arms and 905 in the obese arms). These PCOS women received four different types of OAT: namely, ovarian drilling by fertiloscopy, laparoscopic ovarian diathermy, ultrasonographic-guided ovarian stroma hydrocoagulation and transvaginal ultrasound-guided ovarian interstitial laser treatment (Table 1). Women included in the pilot study of
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      who underwent unilateral LOD were different from those recruited in the larger study from the same group (
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      ) who underwent bilateral LOD.
      The mean age of PCOS women included ranged between 26.3 and 30.5 years. The mean BMI of lean subjects ranged from 21.4 to 23.3 kg/m2 and in the overweight/obese arm ranged from 26.7 to 32.9 kg/m2 (Table 2). The mean duration of infertility ranged between almost 2 years and 5.7 years. In seven studies (
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      ,
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      ,
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      ,
      • Ott J.
      • Wirth S.
      • Nouri K.
      • Kurz C.
      • Mayerhofer K.
      • Huber J.C.
      • Tempfer C.B.
      Luteinizing hormone and androstendione are independent predictors of ovulation after laparoscopic ovarian drilling: a retrospective cohort study.
      ,
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      ,
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      ), anovulatory PCOS women who underwent OAT received further treatments. There were 377 PCOS women who had clomiphene citrate (CC) or gonadotrophins or both as co-interventions (not all women in these studies received co-interventions) and 100 participants were pretreated with metformin (
      • Ott J.
      • Wirth S.
      • Nouri K.
      • Kurz C.
      • Mayerhofer K.
      • Huber J.C.
      • Tempfer C.B.
      Luteinizing hormone and androstendione are independent predictors of ovulation after laparoscopic ovarian drilling: a retrospective cohort study.
      ) as co-intervention.
      Table 2Body mass index of lean and obese polycystic ovary syndrome women.
      PublicationLean (kg/m2)Obese (kg/m2)
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      22.0 ± 2.829.4 ± 3.1
      Palomba, unpublished observations21.9 ± 3.028.9 ± 3.1
      • Ott J.
      • Wirth S.
      • Nouri K.
      • Kurz C.
      • Mayerhofer K.
      • Huber J.C.
      • Tempfer C.B.
      Luteinizing hormone and androstendione are independent predictors of ovulation after laparoscopic ovarian drilling: a retrospective cohort study.
      23.1 ± 1.129.0 ± 4.2
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      21.6 ± 2.532.9 ± 5.0
      • Amer S.A.
      • Gopalan V.
      • Li T.C.
      • Ledger W.L.
      • Cooke I.D.
      Long term follow-up of patients with polycystic ovarian syndrome after laparoscopic ovarian drilling: clinical outcome.
      22.2 ± 1.430.3 ± 3.5
      • Amer S.A.
      • Li T.C.
      • Ledger W.L.
      Ovulation induction using laparoscopic ovarian drilling in women with polycystic ovarian syndrome: predictors of success.
      22.2 ± 1.530.1 ± 3.7
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      22.7 ± 3.428.8 ± 3.0
      • Zhu W.
      • Fu Z.
      • Chen X.
      • Li X.
      • Tang Z.
      • Zhou Y.
      • Geng Q.
      Transvaginal ultrasound-guided ovarian interstitial laser treatment in anovulatory women with polycystic ovary syndrome: a randomized clinical trial on the effect of laser dose used on the outcome.
      22.4 ± 2.126.7 ± 2.8
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      22.1 ± 1.330.4 ± 2.1
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      21.7 ± 1.532.6 ± 2.1
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      22.1 ± 1.232.4 ± 2.2
      • Abu Hashim H.
      • El Lakany N.
      • Sherief L.
      Combined metformin and clomiphene citrate versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      21.8 ± 1.632.3 ± 2.3
      • Abu Hashim H.
      • Foda O.
      • Ghayaty E.
      • Elawa A.
      Laparoscopic ovarian diathermy after clomiphene failure in polycystic ovary syndrome: is it worthwhile? A randomized controlled trial.
      21.4 ± 2.128.2 ± 2.7
      • Ramzy A.M.
      • Al-Inany H.
      • Aboulfoutouh I.
      • Sataar M.
      • Idrees O.A.
      • Shehata M.H.
      Ultrasonographic guided ovarian stroma hydrocoagulation for ovarian stimulation in polycystic ovary syndrome.
      23.3 ± 1.128.6 ± 2.2
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      23.1 ± 1.531.1 ± 1.9

      Primary outcome: ovulation rates

      In the per woman analysis, the effect size in 12 studies (
      • Amer S.A.
      • Gopalan V.
      • Li T.C.
      • Ledger W.L.
      • Cooke I.D.
      Long term follow-up of patients with polycystic ovarian syndrome after laparoscopic ovarian drilling: clinical outcome.
      ,
      • Amer S.A.
      • Li T.C.
      • Ledger W.L.
      Ovulation induction using laparoscopic ovarian drilling in women with polycystic ovarian syndrome: predictors of success.
      ,
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      ,
      • Ott J.
      • Wirth S.
      • Nouri K.
      • Kurz C.
      • Mayerhofer K.
      • Huber J.C.
      • Tempfer C.B.
      Luteinizing hormone and androstendione are independent predictors of ovulation after laparoscopic ovarian drilling: a retrospective cohort study.
      ,
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Zhu W.
      • Fu Z.
      • Chen X.
      • Li X.
      • Tang Z.
      • Zhou Y.
      • Geng Q.
      Transvaginal ultrasound-guided ovarian interstitial laser treatment in anovulatory women with polycystic ovary syndrome: a randomized clinical trial on the effect of laser dose used on the outcome.
      , Palomba, unpublished observations,
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      ,
      • Abu Hashim H.
      • El Lakany N.
      • Sherief L.
      Combined metformin and clomiphene citrate versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Ramzy A.M.
      • Al-Inany H.
      • Aboulfoutouh I.
      • Sataar M.
      • Idrees O.A.
      • Shehata M.H.
      Ultrasonographic guided ovarian stroma hydrocoagulation for ovarian stimulation in polycystic ovary syndrome.
      ,
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      ) favoured lean patients and the other two studies (
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      ,
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      ) favoured obese PCOS women in terms of the ovulation outcome. Nevertheless, the strongest effect size was for the studies by Abu Hashim et al., which were large trials with good quality scores. The QE model RR for all 14 data sets that reported this outcome was 1.43 (95% CI 1.22–1.66) suggesting that the lean PCOS women had 43% increase in ovulation rate after OAT compared with obese PCOS women (Figure 2). The RE model RR is depicted for comparison in Supplementary Figure S1.
      Figure thumbnail gr2
      Figure 2Forest plot depicting the relative risk of ovulation after OAT in lean versus obese PCOS women using the quality-effects model.
      The ‘per cycle’ data from four published studies (
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      ,
      • Abu Hashim H.
      • El Lakany N.
      • Sherief L.
      Combined metformin and clomiphene citrate versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      ) and one unpublished data set (Palomba, unpublished observations) were analyzed. All of these studies favoured lean PCOS patients as regards the ovulation outcome, and the QE model RR for all five studies was 1.90 (95% CI 1.46–2.48) (Figure 3). This suggests that there is twice the ovulation rate per cycle among lean patients compared with obese ones. The RE model RR is depicted for comparison in Supplementary Figure S2.
      Figure thumbnail gr3
      Figure 3Forest plot depicting the relative risk of ovulation per cycle after OAT in lean versus obese PCOS women using the quality-effects model.

      Secondary outcome: pregnancy rates

      In the per woman analysis, there was also a similar increase in pregnancy rate among lean patients compared with obese ones (RR 1.73, 95% CI 1.39–2.17; Supplementary Figure S3). All included studies (
      • Amer S.A.
      • Gopalan V.
      • Li T.C.
      • Ledger W.L.
      • Cooke I.D.
      Long term follow-up of patients with polycystic ovarian syndrome after laparoscopic ovarian drilling: clinical outcome.
      ,
      • Amer S.A.
      • Li T.C.
      • Ledger W.L.
      Ovulation induction using laparoscopic ovarian drilling in women with polycystic ovarian syndrome: predictors of success.
      ,
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      ,
      • Ott J.
      • Wirth S.
      • Nouri K.
      • Kurz C.
      • Mayerhofer K.
      • Huber J.C.
      • Tempfer C.B.
      Luteinizing hormone and androstendione are independent predictors of ovulation after laparoscopic ovarian drilling: a retrospective cohort study.
      ,
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Zhu W.
      • Fu Z.
      • Chen X.
      • Li X.
      • Tang Z.
      • Zhou Y.
      • Geng Q.
      Transvaginal ultrasound-guided ovarian interstitial laser treatment in anovulatory women with polycystic ovary syndrome: a randomized clinical trial on the effect of laser dose used on the outcome.
      , Palomba, unpublished observations,
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      ,
      • Abu Hashim H.
      • El Lakany N.
      • Sherief L.
      Combined metformin and clomiphene citrate versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • Foda O.
      • Ghayaty E.
      • Elawa A.
      Laparoscopic ovarian diathermy after clomiphene failure in polycystic ovary syndrome: is it worthwhile? A randomized controlled trial.
      ,
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      ,
      • Ramzy A.M.
      • Al-Inany H.
      • Aboulfoutouh I.
      • Sataar M.
      • Idrees O.A.
      • Shehata M.H.
      Ultrasonographic guided ovarian stroma hydrocoagulation for ovarian stimulation in polycystic ovary syndrome.
      ,
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      ) favoured lean women except one study (
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      ) in terms of this outcome. For comparison, the respective RE model RR is depicted in Supplementary Figure S4. In the per cycle analysis, the QE model for the pregnancy outcome showed that lean PCOS women who underwent OAT had a 4-fold increase in pregnancy rate compared with obese patients (RR 4.14, 95% CI 2.08–8.23) (Supplementary Figure S5). Again, for comparison, the RE model RR is depicted in Supplementary Figure S6.

      Sensitivity analysis and publication bias

      The possible effect on the pooled result of various factors deemed to influence reproductive outcomes was determined by subgrouping the included studies, to find out the degree of sensitivity of the results to such changes. Some of the important factors that might influence the pooled results were considered in the sensitivity analysis. The pooled analysis was redone after subgrouping for mean age of participants (⩽30 years or >30 years), mean duration of infertility (⩽3.5 years or >3.5 years), year of publication (in or prior to 2005 or after 2005), and study design used (RCT or non-RCT). The results presented in Table 3 show that lean PCOS women have greater benefit from the surgery if: they are young (⩽30 years); duration of infertility is shorter (⩽3.5 years); were reported in studies that were randomized; and were reported in studies published after 2005.
      Table 3Sensitivity analysis.
      ParameterOvulation outcomePregnancy outcome
      QE modelRE modelQE modelRE model
      Mean age of subjects (years)
       ⩽301.57 (1.34–1.83)1.56 (1.31–1.85)1.89 (1.47–2.42)2.06 (1.45–2.92)
       >301.00 (0.86–1.16)0.98 (0.85–1.13)1.07 (0.69–1.67)1.00 (0.53–1.88)
      Mean duration of infertility (years)
       ⩽3.51.40 (1.13–1.73)1.39 (1.08–1.77)1.67 (1.30–2.15)1.71 (1.25–2.35)
       >3.51.46 (1.16–1.85)1.43 (1.10–1.87)1.89 (1.28–2.78)1.45 (0.80–2.64)
      Year of publication
       ⩽20051.15 (0.98–1.35)1.13 (0.97–1.32)1.09 (0.81–1.46)1.00 (0.69–1.44)
       >20051.54 (1.28–1.85)1.54 (1.24–1.92)2.11 (1.61–2.76)2.28 (1.56–3.34)
      Study design
       RCT1.59 (1.29–1.95)1.59 (1.24–2.02)2.70 (1.93–3.78)2.96 (1.76–4.95)
       Non-RCT1.33 (1.09–1.62)1.31 (1.04–1.65)1.21 (1.00–1.46)1.18 (0.96–1.45)
      Co-interventions
       Used1.35 (1.09–1.67)1.33 (1.04–1.69)1.79 (1.23–2.59)1.76 (1.20–2.58)
       Not used1.54 (1.25–1.91)1.51 (1.19–1.92)1.71 (1.28–2.27)1.76 (0.98–3.17)
      Values are pooled relative risk (95% CI).
      QE = quality-effects; RCT = randomized controlled trial; RE = random-effects.
      In addition, a sensitivity analysis was carried out with inclusion of the study by
      • Vicino M.
      • Loverro G.
      • Bettocchi S.
      • Simonetti S.
      • Mei L.
      • Selvaggi L.
      Predictive value of serum androstenedione basal levels on the choice of gonadotropin or laparoscopic ovarian electrocautery as ovulation induction in clomiphene citrate-resistant patients with polycystic ovary syndrome.
      and the pooled result for the ovulation outcome per woman was RR 1.39 (95% CI 1.20–1.62) and per cycle RR 1.80 (95% CI 1.38–2.34). The pregnancy outcome results were per woman RR 1.68 (95% CI 1.35–2.09) and per cycle RR 3.53 (95% CI 1.95–6.39). These results were not significantly different from the original results.
      To examine the possibility of publication bias, funnel plots were examined as missed or unpublished studies (publication bias) can be one of the reasons for funnel plot asymmetry. The funnel plots (each with a minimum of 10 studies) obtained for both reproductive outcomes were symmetric indicating that there was no obvious imbalance of studies in one direction that could have affected the pooled results across the 14 studies included (Supplementary Figures S7 and S8). Egger’s regression revealed an intercept not significantly different from zero (intercept = 1.6), consistent with a symmetrical funnel plot.

      Discussion

      While there has previously been some evidence that supports the hypothesis that ovulation rates after OAT are higher in lean compared with obese women (
      • Amer S.A.
      • Li T.C.
      • Ledger W.L.
      Ovulation induction using laparoscopic ovarian drilling in women with polycystic ovarian syndrome: predictors of success.
      ,
      • Balen A.
      Surgical treatment of polycystic ovary syndrome.
      ), this meta-analysis adds to this evidence by confirming, as far as is known for the first time, that obesity is associated with a poorer outcome following OAT. Both ovulation rates per woman and per cycle were greater in lean women after this intervention but more so per cycle, suggesting that OAT results in a consistently better chance of a cycle being ovulatory in lean women after this intervention (Figure 3).
      It is well known that obesity even without PCOS is associated with poor reproductive capacity (
      • Pasquali R.
      • Gambineri A.
      Targeting insulin sensitivity in the treatment of polycystic ovary syndrome.
      ,
      • Pasquali R.
      • Pelusi C.
      • Genghini S.
      • Cacciari M.
      • Gambineri A.
      Obesity and reproductive disorders in women.
      ,
      • Pasquali R.
      • Patton L.
      • Gambineri A.
      Obesity and infertility.
      ). Obese women are not only at higher risk of being infertile (
      • Grodstein F.
      • Goldman M.B.
      • Cramer D.W.
      Body mass index and ovulatory infertility.
      ,
      • Ogbuji Q.C.
      Obesity and Reproductive Performance in Women.
      ,
      • Pasquali R.
      • Patton L.
      • Gambineri A.
      Obesity and infertility.
      ,
      • Rich-Edwards J.W.
      • Goldman B.B.
      • Willett W.C.
      • Hunter D.J.
      • Stampfer M.J.
      • Colditz G.A.
      • Manson J.E.
      Adolescent body mass index and infertility caused by ovulatory disorder.
      ) but also of experiencing ovulation failure after receiving fertility therapies (
      • Brannian J.D.
      Obesity and fertility.
      ,
      • Zain M.M.
      • Norman R.J.
      Impact of obesity on female fertility and fertility treatment.
      ). This in addition to the fact that obese women may experience delayed conception (
      • Hassan M.A.M.
      • Killick S.R.
      Negative lifestyle is associated with a significant reduction in fecundity.
      ) and may need higher doses of FSH to induce ovulation (
      • Mulders A.G.
      • Laven J.S.
      • Eijkemans M.J.
      • Hughes E.G.
      • Fauser B.C.
      Patient predictors for outcome of gonadotrophin ovulation induction in women with normogonadotrophic anovulatory infertility: a meta-analysis.
      ) as compared with their average-build counterparts. There is also evidence that weight loss in obese or overweight women leads to improvement in reproductive outcomes (
      • Moran L.J.
      • Hutchison S.K.
      • Norman R.J.
      • Teede H.J.
      Lifestyle changes in women with polycystic ovary syndrome.
      ). Obesity thus has an important role in ovulation failure (
      • Kuchenbecker W.K.H.
      • Groen H.
      • Zijlstra T.M.
      • Bolster J.H.T.
      • Slart R.H.J.
      • Van Der Jagt E.J.
      • Muller Kobold A.C.
      • Wolffenbuttel B.H.R.
      • Land J.A.
      • Hoek A.
      The subcutaneous abdominal fat and not the intraabdominal fat compartment is associated with anovulation in women with obesity and infertility.
      ,
      • Kuchenbecker W.K.H.
      • Groen H.
      • Van Asselt S.J.
      • Bolster J.H.T.
      • Zwerver J.
      • Slart R.H.J.
      • Vd Jagt E.J.
      • Muller Kobold A.C.
      • Wolffenbuttel B.H.R.
      • Land J.A.
      • Hoek A.
      In women with polycystic ovary syndrome and obesity, loss of intra-abdominal fat is associated with resumption of ovulation.
      ,
      • Zaadstra B.M.
      • Seidell J.C.
      • Van Noord P.A.
      • Velde E.R.T.
      • Habbema J.D.F.
      • Vneswijk B.
      • Karbaat J.
      Fat and female fecundity: prospective study of effect of body fat distribution on conception rates.
      ).
      It is not clear what obesity-related factor is responsible for this phenomenon. It could be argued that hormonal changes seen in obesity, such as elevated oestradiol, hyperinsulinaemia, lower androstenedione and lower basal LH (
      • Arroyo A.
      • Laughlin G.A.
      • Morales A.J.
      • Yen S.S.C.
      Inappropriate gonadotropin secretion in polycystic ovary syndrome: influence of adiposity.
      ,
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.S.
      Steroidogenic alterations and adrenal androgen excess in PCOS.
      ,
      • Morales A.J.
      • Laughlin G.A.
      • Bützow T.
      • Maheshwari H.
      • Baumann G.
      • Yen S.S.
      Insulin, somatotropic, and luteinizing hormone axes in lean and obese women with polycystic ovary syndrome: common and distinct features.
      ), might be responsible for the reproductive failure here. It is now known that the decreased LH in obese PCOS women occurs at the level of the pituitary (
      • Pagan Y.L.
      • Srouji S.S.
      • Jimenez Y.
      • Emerson A.
      • Gill S.
      • Hall J.E.
      Inverse relationship between luteinizing hormone and body mass index in polycystic ovarian syndrome: investigation of hypothalamic and pituitary contributions.
      ) and it seems that the factor that mediates this pituitary effect could be decreases in circulating androstenedione (
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.
      Ovarian steroids modulate neuroendocrine dysfunction in polycystic ovary syndrome.
      ). Previous authors have suggested that testosterone is unrelated to BMI and thus excluded a role for gonadal steroids (
      • Pagan Y.L.
      • Srouji S.S.
      • Jimenez Y.
      • Emerson A.
      • Gill S.
      • Hall J.E.
      Inverse relationship between luteinizing hormone and body mass index in polycystic ovarian syndrome: investigation of hypothalamic and pituitary contributions.
      ) but have not specifically looked at the putative role of androstenedione. It is plausible thus that androstenedione acts at the pituitary level to block a negative effect of oestradiol, which itself has been shown to act at the pituitary level (
      • Shaw N.D.
      • Histed S.N.
      • Srouji S.S.
      • Yang J.
      • Lee H.
      • Hall J.E.
      Estrogen negative feedback on gonadotropin secretion: evidence for a direct pituitary effect in women.
      ) and explains the schema in Figure 4. Also, both LH and androstenedione are lowered after OAT (similar to what happens with obesity) but are increased after bariatric surgery (
      • Rochester D.
      • Jain A.
      • Polotsky A.J.
      • Polotsky H.
      • Gibbs K.
      • Isaac B.
      • Zeitlian G.
      • Hickmon C.
      • Feng S.
      • Santoro N.
      Partial recovery of luteal function after bariatric surgery in obese women.
      ) suggesting that they are not contributing to the poor reproductive outcomes (
      • Demirturk F.
      • Caliskan A.C.
      • Aytan H.
      • Erkorkmaz U.
      Effects of ovarian drilling in middle Black Sea region Turkish women with polycystic ovary syndrome having normal and high body mass indices.
      ,
      • Hendriks M.L.
      • Ket J.C.F.
      • Hompes P.G.A.
      • Homburg R.
      • Lambalk C.B.
      Why does ovarian surgery in PCOS help? Insight into the endocrine implications of ovarian surgery for ovulation induction in polycystic ovary syndrome.
      ,
      • Ott J.
      • Mayerhofer K.
      • Aust S.
      • Nouri K.
      • Huber J.C.
      • Kurz C.
      A modified technique of laparoscopic ovarian drilling for polycystic ovary syndrome using the monopolar hook electrode.
      ). In terms of insulin resistance, fasting insulin concentrations in PCOS patients remained unaltered in the first weeks to months after ovarian surgery in the majority of the studies (
      • Hendriks M.L.
      • Ket J.C.F.
      • Hompes P.G.A.
      • Homburg R.
      • Lambalk C.B.
      Why does ovarian surgery in PCOS help? Insight into the endocrine implications of ovarian surgery for ovulation induction in polycystic ovary syndrome.
      ) and there is a growing body of evidence that serum hormone concentrations of insulin-resistant and non-insulin-resistant PCOS women are determined by obesity rather than insulin resistance since they are similar after controlling for bodyweight (
      • Fedorcsák P.
      • Dale P.O.
      • Storeng R.
      • Tanbo T.
      • Åbyholm T.
      The impact of obesity and insulin resistance on the outcome of IVF or ICSI in women with polycystic ovarian syndrome.
      ).
      Figure thumbnail gr4
      Figure 4Schema demonstrating the relationship between obesity and hormonal alterations in PCOS. The various mechanisms lead to insulin resistance and excess which triggers extraglandular oestradiol production as well as conversion of androstenedione to testosterone. This leads to a relative decrease in serum androstenedione and this lessens the inhibition imposed on oestradiol negative feedback on the hypothalamus. This decreases disinhibition and LH drops. In addition, the excess extraovarian oestradiol is postulated to be responsible for anovulation (
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.
      Irregular cycles and steroid hormones in polycystic ovary syndrome.
      ). HSD = hydroxysteroid dehydrogenase; IL = interleukin; KSR = ketosteroid reductase; TNF = tumor necrosis factor.
      It thus seems that extraovarian oestradiol, by default, may be implicated in this failure of response to OAT since none of the other factors mentioned above have been linked to reproductive outcomes independently of obesity except for oestradiol concentrations (
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.
      Irregular cycles and steroid hormones in polycystic ovary syndrome.
      ). Indeed, low oestradiol concentrations do not seem to affect follicular maturation adversely (
      • Palter S.F.
      • Tavares A.B.
      • Hourvitz A.
      • Veldhuis J.D.
      • Adashi E.Y.
      Are estrogens of import to primate/human ovarian folliculogenesis?.
      ). While oestradiol concentrations do decline after ovarian surgery, studies are inconclusive as obesity has never been factored in, and many studies did not also factor in time of measurement within the cycle (
      • Hendriks M.L.
      • Ket J.C.F.
      • Hompes P.G.A.
      • Homburg R.
      • Lambalk C.B.
      Why does ovarian surgery in PCOS help? Insight into the endocrine implications of ovarian surgery for ovulation induction in polycystic ovary syndrome.
      ). However, ovarian surgery would not be expected to alter excess extraovarian oestradiol and it is well known that adipose tissue is a place for metabolizing and converting androgens to oestrogens via the aid of steroidogenic enzymes (
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.S.
      Steroidogenic alterations and adrenal androgen excess in PCOS.
      ,
      • Nelson L.R.
      • Bulun S.E.
      Estrogen production and action.
      ,
      • Pasquali R.
      • Pelusi C.
      • Genghini S.
      • Cacciari M.
      • Gambineri A.
      Obesity and reproductive disorders in women.
      ). Two such enzymes are expressed in adipose tissues namely, cytochrome P450-dependent aromatase and 17β-hydroxysteroid dehydrogenase/17-ketosteroid reductase with the former being responsible for aromatization of androstenedione and testosterone to oestrone and oestradiol respectively while the latter facilitates conversion of androstenedione to testosterone (
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.S.
      Steroidogenic alterations and adrenal androgen excess in PCOS.
      ,
      • Nelson L.R.
      • Bulun S.E.
      Estrogen production and action.
      ). Therefore, obese women have an extraovarian source of circulating oestrogens that remains intact even after OAT. The current study proposes the schema in Figure 4 as a likely sequence of events that maintains anovulation after surgery in obese PCOS. Indirect parallels to such a follicular-phase steroid abnormality also come from studies of follicular-phase oestradiol in PCOS (
      • Doi S.A.
      • Al-Zaid M.
      • Towers P.A.
      • Scott C.J.
      • Al-Shoumer K.A.S.
      Steroidogenic alterations and adrenal androgen excess in PCOS.
      ) and type 1 diabetes (
      • Zumoff B.
      • Miller L.
      • Poretsky L.
      • Levit C.D.
      • Miller E.H.
      • Heinz U.
      • Denman H.
      • Jandorek R.
      • Rosenfeld R.S.
      Subnormal follicular-phase serum progesterone levels and elevated follicular-phase serum estradiol levels in young women with insulin-dependent diabetes.
      ), both conditions known to be associated with delayed ovulation and irregular cycles in women.
      Most of the studies combined in this analysis favoured lean patients in both reproductive terms (
      • Nasr A.
      Effect of N-acetyl-cysteine after ovarian drilling in clomiphene citrate-resistant PCOS women: a pilot study.
      ,
      • Palomba S.
      • Falbo A.
      • Battista L.
      • Russo T.
      • Venturella R.
      • Tolino A.
      • Orio F.
      • Zullo F.
      Laparoscopic ovarian diathermy vs. clomiphene citrate plus metformin as second-line strategy for infertile anovulatory patients with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Zhu W.
      • Fu Z.
      • Chen X.
      • Li X.
      • Tang Z.
      • Zhou Y.
      • Geng Q.
      Transvaginal ultrasound-guided ovarian interstitial laser treatment in anovulatory women with polycystic ovary syndrome: a randomized clinical trial on the effect of laser dose used on the outcome.
      , Palomba, unpublished observations,
      • Abu Hashim H.
      • Mashaly A.M.
      • Badawy A.
      Letrozole versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • El-Shafei M.
      • Badawy A.
      • Wafa A.
      • Zaglol H.
      Does laparoscopic ovarian diathermy change clomiphene-resistant PCOS into clomiphene-sensitive?.
      ,
      • Abu Hashim H.
      • El Lakany N.
      • Sherief L.
      Combined metformin and clomiphene citrate versus laparoscopic ovarian diathermy for ovulation induction in clomiphene-resistant women with polycystic ovary syndrome: a randomized controlled trial.
      ,
      • Abu Hashim H.
      • Foda O.
      • Ghayaty E.
      • Elawa A.
      Laparoscopic ovarian diathermy after clomiphene failure in polycystic ovary syndrome: is it worthwhile? A randomized controlled trial.
      ,
      • Amer S.A.
      • Gopalan V.
      • Li T.C.
      • Ledger W.L.
      • Cooke I.D.
      Long term follow-up of patients with polycystic ovarian syndrome after laparoscopic ovarian drilling: clinical outcome.
      ,
      • Amer S.A.
      • Li T.C.
      • Ledger W.L.
      Ovulation induction using laparoscopic ovarian drilling in women with polycystic ovarian syndrome: predictors of success.
      ,
      • Ott J.
      • Wirth S.
      • Nouri K.
      • Kurz C.
      • Mayerhofer K.
      • Huber J.C.
      • Tempfer C.B.
      Luteinizing hormone and androstendione are independent predictors of ovulation after laparoscopic ovarian drilling: a retrospective cohort study.
      ,
      • Ramzy A.M.
      • Al-Inany H.
      • Aboulfoutouh I.
      • Sataar M.
      • Idrees O.A.
      • Shehata M.H.
      Ultrasonographic guided ovarian stroma hydrocoagulation for ovarian stimulation in polycystic ovary syndrome.
      ,
      • Zakherah M.S.
      • Nasr A.
      • El Saman A.M.
      • Shaaban O.M.
      • Shahin A.Y.
      Clomiphene citrate plus tamoxifen versus laparoscopic ovarian drilling in women with clomiphene-resistant polycystic ovary syndrome.
      ). This supports the link between reproductive failure after OAT and obesity in PCOS. However, it is difficult to explain the results of
      • Vicino M.
      • Loverro G.
      • Bettocchi S.
      • Simonetti S.
      • Mei L.
      • Selvaggi L.
      Predictive value of serum androstenedione basal levels on the choice of gonadotropin or laparoscopic ovarian electrocautery as ovulation induction in clomiphene citrate-resistant patients with polycystic ovary syndrome.
      , who concluded that PCOS women benefited more from LOD if they were obese. Given the inverse biochemical profile in this study, this would suggest a methodological error or inadvertent mix up of study groups in
      • Vicino M.
      • Loverro G.
      • Bettocchi S.
      • Simonetti S.
      • Mei L.
      • Selvaggi L.
      Predictive value of serum androstenedione basal levels on the choice of gonadotropin or laparoscopic ovarian electrocautery as ovulation induction in clomiphene citrate-resistant patients with polycystic ovary syndrome.
      .
      Despite the majority of pooled studies in this analysis being concordant for better outcomes in lean women, obese women fared marginally better in terms of ovulation in two studies (
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      ,
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      ) and in one study in terms of the pregnancy outcome (
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      ). Even though the results pooled from Al-Ojaimi and Poujade et al. (
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      ) were discordant for ovulation, both effect sizes were close to unity and the current study attributes this to the possibility of design-related factors. In
      • Poujade O.
      • Gervaise A.
      • Faivre E.
      • Deffieux X.
      • Fernandez H.
      Surgical management of infertility due to polycystic ovarian syndrome after failure of medical management.
      , only 12 out of 74 patients were not stimulated medically after OAT, thus potentially confounding the obesity association. In
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      , there was a greater imbalance between potential confounders in both groups. In particular, obese women were younger and this likely confounded the effects of obesity and would also explain why they report poorer pregnancy outcomes in lean women as well (
      • Al-Ojaimi E.H.
      Laparoscopic ovarian drilling for polycystic ovarian syndrome in clomiphene citrate-resistant women with anovulatory infertility.
      ). Indeed when a sensitivity analysis was conducted, age was a significant confounder and the body mass-related differences were considerably attenuated in older women. Several other factors that might have had impact on the pooled results were looked at in the sensitivity analysis, including duration of infertility, year of publication and study design. All these factors showed a significant association with reproductive outcomes. It was found that shorter duration of infertility (⩽3.5 years) was associated with increased success after OAT. This sort of increase in success was also seen for RCTs and studies published after 2005. This is not surprising, since duration of infertility is known to be inversely correlated with the success rate of OAT in terms of reproductive outcomes (
      • Amer S.A.
      • Li T.C.
      • Ledger W.L.
      Ovulation induction using laparoscopic ovarian drilling in women with polycystic ovarian syndrome: predictors of success.
      ,
      • Li T.C.
      • Saravelos H.
      • Chow M.S.
      • Chisabingo R.
      • Id I.D.C.
      Factors affecting the outcome of laparoscopic ovarian drilling for polycystic ovarian syndrome in women with anovulatory infertility.
      ). Also, it is known that younger age is associated with reproductive success after OAT (
      • Gomel V.
      • Yarali H.
      Surgical treatment of polycystic ovary syndrome associated with infertility.
      ). Finally, studies after 2005 reported better outcomes after OAT compared with older studies probably as a result of refinement of surgical technique for OAT over time. Despite these influences, the trend of lean women having better outcomes was retained.
      In this meta-analysis, there is a difference between the QE and RE weights. Assessing the differences in quality of each included study is the main difference characterizing the former model. This numerical assessment of methodological quality facilitates the non-random adjustment of weights (
      • Doi S.A.
      • Thalib L.
      A QE model for meta-analysis.
      ). Another benefit of QE model over the RE model is that the artificial inflation in variances is avoided (
      • Doi S.A.
      • Thalib L.
      A QE model for meta-analysis.
      ). By looking at the reproductive outcomes of per woman results, the pooled RR for the QE model were similar to that of the RE model with a value above 1 and the confidence intervals were narrow; this is because effect size heterogeneity was minimal. However, when per cycle data were pooled for this meta-analysis, the confidence interval for QE result for only the pregnancy outcome was different from that of the RE model, with the former being statistically significant. This could be explained by the fact that the RE variance component acts as a nuisance variable and artificially inflates model variance (
      • Senn S.
      Trying to be precise about vagueness.
      ).
      In conclusion, it is clear from the results of this meta-analysis that obesity alters the efficacy of OAT and that BMI should be carefully considered before this procedure to define the optimal management of ovulation in PCOS patients.

      Appendix A. Supplementary data

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