There is evidence that adipokines such as leptin and adiponectin may influence breast tumor development. We conducted a nested case-control study using women in the American Cancer Society Cancer Prevention Study II to examine the association between postmenopausal breast cancer and variability in the genes encoding leptin, the leptin receptor, adiponectin, adiponectin receptor 1, and adiponectin receptor 2. Using 648 cases and 659 controls, we found no statistically significant (P < 0.05) associations between breast cancer risk and any of the single nucleotide polymorphisms. Individual odds ratios ranged from 0.93 to 1.06. We found no evidence of effect modification by body mass index, adult weight gain, location of weight gain, or physical activity. Although we cannot rule out that these genes are involved in gene-gene or gene-environment interactions, our results suggest that individual single nucleotide polymorphisms in these genes do not substantially affect postmenopausal breast cancer risk. (Cancer Epidemiol Biomarkers Prev 2009;18(9):2553–7)

Adipokines (proteins secreted from adipose tissue) such as leptin and adiponectin have been hypothesized to influence breast tumor development (1-3). In vitro studies have provided evidence that leptin promotes cell proliferation, cell survival, cell migration, and angiogenesis (4-11). Adiponectin, on the other hand, has been shown to suppress cell growth, induce apoptosis, and inhibit angiogenesis (12-16). Further, serum adiponectin levels have been consistently inversely associated with postmenopausal breast cancer risk (14, 17-21). Few previous publications have examined genetic variation in leptin and adiponectin in relation to breast cancer risk, and the results have been inconsistent (22-26). The purpose of this study was to examine the association between postmenopausal breast cancer and variability in the genes encoding leptin (LEP), the leptin receptor (LEPR), adiponectin (ADIPOQ), adiponectin receptor 1 (ADIPOR1), and adiponectin receptor 2 (ADIPOR2).

Study Population

We conducted a nested case-control study using women in the American Cancer Society Cancer Prevention Study II who provided a blood sample (n = 21,965 women) after giving informed consent (27). Cases included predominantly White, postmenopausal women diagnosed with breast cancer between 1992 and 2001. Cases were verified through medical records or linkage to state cancer registries. Controls were selected from cohort members who remained cancer-free through 2001 and were matched to cases on age (±6 months), race (White, Black, other), and blood draw date (±6 months). Questionnaire information was collected before the cases were diagnosed.

Single Nucleotide Polymorphism Selection and Genotyping

Single nucleotide polymorphisms (SNP) were selected using HapMap4

4International HapMap Project (http://www.hapmap.org/).

(Release 21, July 2006). All SNPs in HapMap that had a minor allele frequency of at least 5% and were within 10 kb of LEP, LEPR, ADIPOQ, ADIPOR1, or ADIPOR2 were identified (n = 382 SNPs). Because genotyping this extensive list of SNPs was cost-prohibitive, we used the Tagger program within Haploview (version 3.32) to create linkage disequilibrium bins and chose tagging SNPs, which reduced the number of SNPs analyzed while maximizing capture of the genetic variability in the genes (28). SNPs in a large intronic region in LEPR (n = 134 SNPs), as well as singleton, intronic SNPs >1 kb from an exon of any of these genes (n = 21 SNPs), were excluded. Genotyping was done on the remaining 53 SNPs using the Beckman SNPstream genotyping system. Forty-eight of the 53 SNPs were successfully genotyped after two attempts. Positive and negative DNA controls and blind duplicates were randomly interspersed among the samples. Concordance among duplicate samples was >99%. Genotyping call rates ranged from 91.3% to 99.3%. One SNP (rs6660481) deviated from Hardy-Weinberg equilibrium at the P = 0.01 level and was excluded, leaving 47 SNPs in the final analysis.

Statistical Analysis

We used conditional logistic regression to estimate odds ratios (OR) for postmenopausal breast cancer. Models included body mass index, weight change, location of weight gain, and physical activity as potential confounders. Effect modification of the relationship between each SNP and postmenopausal breast cancer by these variables was evaluated.

This study included 648 cases and 659 controls. Cases and controls were similar in terms of age at blood draw (mean, 69 years) and race (99% White); additional characteristics of the cases and controls have been reported elsewhere (27). We found no statistically significant (P < 0.05) associations between breast cancer risk and any of the SNPs in LEP, LEPR, ADIPOQ, ADIPOR1, or ADIPOR2 using a dominant, genotypic, or additive genetic model (dominant models are shown in Table 1). Individual ORs ranged from 0.93 to 1.06. We also found no evidence of effect modification by body mass index, adult weight gain, location of weight gain, or physical activity (results not shown).

Table 1.

Association between SNPs representing linkage disequilibrium bins in LEP, LEPR, ADIPOQ, ADIPOR1, and ADIPOR2 and odds of postmenopausal breast cancer in the American Cancer Society Cancer Prevention Study II

GeneMarkerLocation*GenotypesGenotype frequenciesOR (95% confidence interval)Other SNPs in linkage disequilibrium bin
CasesControls
LEP rs4731423 Regulatory AA 187 202 1.00 (reference) rs10954175, rs12706832, rs2278815, rs4731426, rs11761556, rs2060715, rs4731429, rs1349419 
 GA or GG 445 442 1.01 (0.93-1.10) 
LEP rs13245201 Intron AA 198 211 1.00 (reference) rs3828942, rs7799039, rs10487506 
GA or GG 438 433 0.99 (0.91-1.08) 
LEP rs10244329 Intron AA 159 165 1.00 (reference) rs11763517 
AT or TT 460 461 1.00 (0.93-1.06) 
LEP rs7795794 Intron GG 551 571 1.00 (reference) rs791606, rs10276311, rs7788818, rs4731430, rs4731424, rs4731427, rs10264361, rs791604, rs791607, rs2060713, rs4236625, rs2122627, rs791608, rs2167271 
GA or AA 84 78 1.04 (0.95-1.14) 
LEP rs10954173 Intron GG 229 232 1.00 (reference) rs10249476, rs12537573, rs1376268, rs11760956, rs12535747 
GA or AA 388 402 1.02 (0.96-1.09) 
LEP rs2071045 Intron TT 361 388 1.00 (reference) None 
TC or CC 278 262 1.03 (0.93-1.13) 
LEPR rs3806318 Intron AA 315 353 1.00 (reference) None 
AG or GG 299 270 1.01 (0.95-1.07) 
LEPR rs1327118 Intron GG 181 209 1.00 (reference) rs12145690, rs10493377 
GC or CC 456 441 1.06 (0.96-1.17) 
LEPR rs9436739 Intron TT 449 465 1.00 (reference) rs9436297, rs9436737, rs9436738 
TA or AA 167 167 1.04 (0.98-1.11) 
LEPR rs9436740 Intron AA 323 334 1.00 (reference) None 
AT or TT 306 308 1.02 (0.94-1.11) 
LEPR rs9436301 Intron TT 358 341 1.00 (reference) rs9436303 
TC or CC 282 305 0.94 (0.85-1.03) 
LEPR rs1887285 Intron TT 532 532 1.00 (reference) rs4468199 
TC or CC 108 116 0.95 (0.86-1.05) 
LEPR rs3790431 Intron TT 400 412 1.00 (reference) rs3790432, rs6588152, rs2376016 
TC or CC 237 240 1.04 (0.94-1.15) 
LEPR rs1137100 Exon AA 346 363 1.00 (reference) rs7519977, rs4655518, rs11208674, rs6657632, rs12033452, rs10789184 
AG or GG 242 243 1.01 (0.97-1.06) 
LEPR rs4655517 Intron TT 158 168 1.00 (reference) rs10158279, rs6673324 
TC or CC 478 478 0.99 (0.91-1.09) 
LEPR rs1137101 Intron GG 181 211 1.00 (reference) rs10736402, rs10889567, rs11208682, rs10732836, rs6669117, rs12564626, rs4655539, rs7364510, rs2154380, rs10449758 
GA or AA 460 439 1.01 (0.91-1.13) 
LEPR rs4655537 Intron GG 248 271 1.00 (reference) None 
GA or AA 384 375 1.04 (0.95-1.14) 
LEPR rs3762274 Intron AA 230 257 1.00 (reference) rs3828033 
AG or GG 397 382 1.02 (0.95-1.10) 
LEPR rs11585329 Intron GG 441 468 1.00 (reference) None 
GT or TT 197 181 1.03 (0.94-1.14) 
LEPR rs8179183 Exon GG 433 420 1.00 (reference) rs6661050, rs17415296, rs3828034, rs3790438, rs2376018, rs4606347, rs3790437, rs12077336, rs17127838, rs6665672, rs17406429, rs7545475, rs11801408 
GC or CC 188 216 1.02 (0.95-1.09) 
LEPR rs4655556 Intron GG 422 438 1.00 (reference) rs1892535, rs12025906, rs6690625, rs1938484, rs12040007, rs7518632, rs4655555 
GA or AA 209 205 1.02 (0.94-1.10) 
LEPR rs10889569 Intron AA 243 246 1.00 (reference) rs6700896, rs6588153, rs7531867, rs6678033, rs1805096, rs7516341, rs1892534 
AT or TT 374 382 1.01 (0.94-1.09) 
ADIPOQ rs1063539 3′-Untranslated region GG 471 471 1.00 (reference) rs2241767, rs1063537, rs2082940, rs3774262 
GC or CC 171 184 1.03 (0.91-1.16) 
ADIPOQ rs864265 Intron GG 458 455 1.00 (reference) rs6444168 
GT or TT 179 189 0.96 (0.88-1.05) 
ADIPOQ rs17300539 Regulatory GG 534 533 1.00 (reference) None 
GA or AA 101 110 0.98 (0.90-1.07) 
ADIPOQ rs266729 Regulatory CC 357 359 1.00 (reference) None 
CG or GG 263 279 1.05 (0.98-1.13) 
ADIPOQ rs182052 Intron GG 300 293 1.00 (reference) rs1648707 
GA or AA 338 353 0.97 (0.89-1.07) 
ADIPOQ rs16861210 Intron GG 516 519 1.00 (reference) rs822387 
GA or AA 117 127 1.02 (0.94-1.11) 
ADIPOQ rs822394 Intron CC 444 426 1.00 (reference) rs822396 
CA or AA 189 219 0.99 (0.91-1.07) 
ADIPOQ rs17366568 Intron GG 485 489 1.00 (reference) None 
GA or AA 147 152 0.99 (0.92-1.07) 
ADIPOQ rs3821799 Intron CC 179 174 1.00 (reference) None 
CT or TT 461 476 0.98 (0.88-1.09) 
ADIPOQ rs3774261 Intron GG 227 214 1.00 (reference) rs6773957 
GA or AA 409 430 0.96 (0.88-1.05) 
ADIPOQ rs17366743 Exon TT 617 621 1.00 (reference) None 
TC or CC 27 33 0.97 (0.84-1.12) 
ADIPOQ rs7639352 Intron CC 349 341 1.00 (reference) rs6444175 
CT or TT 286 305 0.99 (0.90-1.08) 
ADIPOR1 rs4336908 Regulatory GG 397 392 1.00 (reference) rs2185781 
GA or AA 237 253 1.00 (0.92-1.09) 
ADIPOR1 rs7539542 3′-Untranslated region CC 281 296 1.00 (reference) None 
CG or GG 356 356 1.05 (0.94-1.17) 
ADIPOR1 rs1342387 Intron GG 172 184 1.00 (reference) rs2275737, rs7514221 
GA or AA 458 457 1.01 (0.93-1.09) 
ADIPOR1 rs16850799 Intron GG 371 390 1.00 (reference) rs12045862 
GA or AA 256 245 1.00 (0.93-1.07) 
ADIPOR1 rs1418445 Intron GG 239 255 1.00 (reference) rs6666089, rs2232854, rs10920533, rs10494839, rs2232847, rs2232853, rs10800886, rs2232852, rs1539355 
GC or CC 389 387 1.03 (0.96-1.11) 
ADIPOR2 rs7132033 Intron CC 325 323 1.00 (reference) rs1029629, rs2058035, rs7297509, rs2370055, rs4766413, rs12810020, rs12230579, rs11061925, rs11061962, rs11832817, rs11061927 
CG or GG 308 317 0.98 (0.91-1.06) 
ADIPOR2 rs11061952 Intron GG 545 545 1.00 (reference) rs11061946 
GA or AA 85 94 0.99 (0.92-1.06) 
ADIPOR2 rs10773986 Intron AA 301 309 1.00 (reference) rs929434, rs12342, rs7313760, rs10773982, rs2286385, rs7978818, rs12831353, rs12813694, rs11061974, rs12828908, rs11061937 
AG or GG 333 335 1.00 (0.93-1.09) 
ADIPOR2 rs2058112 Intron CC 491 484 1.00 (reference) rs7316374, rs16928751, rs1468491, rs7132184, rs7975375, rs2286380, rs767870, rs7967137, rs10848554, rs10848568 
CT or TT 150 166 0.95 (0.86-1.06) 
ADIPOR2 rs11061973 Intron GG 471 466 1.00 (reference) rs2058033, rs11061967, rs12230440, rs12821401, rs11061935 
GA or AA 173 185 0.93 (0.82-1.05) 
ADIPOR2 rs2108642 Intron GG 167 184 1.00 (reference) rs10773988, rs7294668, rs6489326, rs12316367, rs9739162, rs4766415, rs10773991, rs9300298, rs10735003, rs11614639, rs10848557, rs9805049, rs2286384, rs2286383, rs2068485, rs10773989 
      GT or TT 453 445 1.01 (0.94-1.08) 
ADIPOR2 rs1044471 3′-Untranslated region CC 163 166 1.00 (reference) None 
CT or TT 478 482 0.96 (0.86-1.07) 
ADIPOR2 rs13219 Regulatory AA 208 203 1.00 (reference) rs2286379, rs1044825, rs7294540, rs10744552 
AG or GG 432 446 0.97 (0.87-1.08) 
GeneMarkerLocation*GenotypesGenotype frequenciesOR (95% confidence interval)Other SNPs in linkage disequilibrium bin
CasesControls
LEP rs4731423 Regulatory AA 187 202 1.00 (reference) rs10954175, rs12706832, rs2278815, rs4731426, rs11761556, rs2060715, rs4731429, rs1349419 
 GA or GG 445 442 1.01 (0.93-1.10) 
LEP rs13245201 Intron AA 198 211 1.00 (reference) rs3828942, rs7799039, rs10487506 
GA or GG 438 433 0.99 (0.91-1.08) 
LEP rs10244329 Intron AA 159 165 1.00 (reference) rs11763517 
AT or TT 460 461 1.00 (0.93-1.06) 
LEP rs7795794 Intron GG 551 571 1.00 (reference) rs791606, rs10276311, rs7788818, rs4731430, rs4731424, rs4731427, rs10264361, rs791604, rs791607, rs2060713, rs4236625, rs2122627, rs791608, rs2167271 
GA or AA 84 78 1.04 (0.95-1.14) 
LEP rs10954173 Intron GG 229 232 1.00 (reference) rs10249476, rs12537573, rs1376268, rs11760956, rs12535747 
GA or AA 388 402 1.02 (0.96-1.09) 
LEP rs2071045 Intron TT 361 388 1.00 (reference) None 
TC or CC 278 262 1.03 (0.93-1.13) 
LEPR rs3806318 Intron AA 315 353 1.00 (reference) None 
AG or GG 299 270 1.01 (0.95-1.07) 
LEPR rs1327118 Intron GG 181 209 1.00 (reference) rs12145690, rs10493377 
GC or CC 456 441 1.06 (0.96-1.17) 
LEPR rs9436739 Intron TT 449 465 1.00 (reference) rs9436297, rs9436737, rs9436738 
TA or AA 167 167 1.04 (0.98-1.11) 
LEPR rs9436740 Intron AA 323 334 1.00 (reference) None 
AT or TT 306 308 1.02 (0.94-1.11) 
LEPR rs9436301 Intron TT 358 341 1.00 (reference) rs9436303 
TC or CC 282 305 0.94 (0.85-1.03) 
LEPR rs1887285 Intron TT 532 532 1.00 (reference) rs4468199 
TC or CC 108 116 0.95 (0.86-1.05) 
LEPR rs3790431 Intron TT 400 412 1.00 (reference) rs3790432, rs6588152, rs2376016 
TC or CC 237 240 1.04 (0.94-1.15) 
LEPR rs1137100 Exon AA 346 363 1.00 (reference) rs7519977, rs4655518, rs11208674, rs6657632, rs12033452, rs10789184 
AG or GG 242 243 1.01 (0.97-1.06) 
LEPR rs4655517 Intron TT 158 168 1.00 (reference) rs10158279, rs6673324 
TC or CC 478 478 0.99 (0.91-1.09) 
LEPR rs1137101 Intron GG 181 211 1.00 (reference) rs10736402, rs10889567, rs11208682, rs10732836, rs6669117, rs12564626, rs4655539, rs7364510, rs2154380, rs10449758 
GA or AA 460 439 1.01 (0.91-1.13) 
LEPR rs4655537 Intron GG 248 271 1.00 (reference) None 
GA or AA 384 375 1.04 (0.95-1.14) 
LEPR rs3762274 Intron AA 230 257 1.00 (reference) rs3828033 
AG or GG 397 382 1.02 (0.95-1.10) 
LEPR rs11585329 Intron GG 441 468 1.00 (reference) None 
GT or TT 197 181 1.03 (0.94-1.14) 
LEPR rs8179183 Exon GG 433 420 1.00 (reference) rs6661050, rs17415296, rs3828034, rs3790438, rs2376018, rs4606347, rs3790437, rs12077336, rs17127838, rs6665672, rs17406429, rs7545475, rs11801408 
GC or CC 188 216 1.02 (0.95-1.09) 
LEPR rs4655556 Intron GG 422 438 1.00 (reference) rs1892535, rs12025906, rs6690625, rs1938484, rs12040007, rs7518632, rs4655555 
GA or AA 209 205 1.02 (0.94-1.10) 
LEPR rs10889569 Intron AA 243 246 1.00 (reference) rs6700896, rs6588153, rs7531867, rs6678033, rs1805096, rs7516341, rs1892534 
AT or TT 374 382 1.01 (0.94-1.09) 
ADIPOQ rs1063539 3′-Untranslated region GG 471 471 1.00 (reference) rs2241767, rs1063537, rs2082940, rs3774262 
GC or CC 171 184 1.03 (0.91-1.16) 
ADIPOQ rs864265 Intron GG 458 455 1.00 (reference) rs6444168 
GT or TT 179 189 0.96 (0.88-1.05) 
ADIPOQ rs17300539 Regulatory GG 534 533 1.00 (reference) None 
GA or AA 101 110 0.98 (0.90-1.07) 
ADIPOQ rs266729 Regulatory CC 357 359 1.00 (reference) None 
CG or GG 263 279 1.05 (0.98-1.13) 
ADIPOQ rs182052 Intron GG 300 293 1.00 (reference) rs1648707 
GA or AA 338 353 0.97 (0.89-1.07) 
ADIPOQ rs16861210 Intron GG 516 519 1.00 (reference) rs822387 
GA or AA 117 127 1.02 (0.94-1.11) 
ADIPOQ rs822394 Intron CC 444 426 1.00 (reference) rs822396 
CA or AA 189 219 0.99 (0.91-1.07) 
ADIPOQ rs17366568 Intron GG 485 489 1.00 (reference) None 
GA or AA 147 152 0.99 (0.92-1.07) 
ADIPOQ rs3821799 Intron CC 179 174 1.00 (reference) None 
CT or TT 461 476 0.98 (0.88-1.09) 
ADIPOQ rs3774261 Intron GG 227 214 1.00 (reference) rs6773957 
GA or AA 409 430 0.96 (0.88-1.05) 
ADIPOQ rs17366743 Exon TT 617 621 1.00 (reference) None 
TC or CC 27 33 0.97 (0.84-1.12) 
ADIPOQ rs7639352 Intron CC 349 341 1.00 (reference) rs6444175 
CT or TT 286 305 0.99 (0.90-1.08) 
ADIPOR1 rs4336908 Regulatory GG 397 392 1.00 (reference) rs2185781 
GA or AA 237 253 1.00 (0.92-1.09) 
ADIPOR1 rs7539542 3′-Untranslated region CC 281 296 1.00 (reference) None 
CG or GG 356 356 1.05 (0.94-1.17) 
ADIPOR1 rs1342387 Intron GG 172 184 1.00 (reference) rs2275737, rs7514221 
GA or AA 458 457 1.01 (0.93-1.09) 
ADIPOR1 rs16850799 Intron GG 371 390 1.00 (reference) rs12045862 
GA or AA 256 245 1.00 (0.93-1.07) 
ADIPOR1 rs1418445 Intron GG 239 255 1.00 (reference) rs6666089, rs2232854, rs10920533, rs10494839, rs2232847, rs2232853, rs10800886, rs2232852, rs1539355 
GC or CC 389 387 1.03 (0.96-1.11) 
ADIPOR2 rs7132033 Intron CC 325 323 1.00 (reference) rs1029629, rs2058035, rs7297509, rs2370055, rs4766413, rs12810020, rs12230579, rs11061925, rs11061962, rs11832817, rs11061927 
CG or GG 308 317 0.98 (0.91-1.06) 
ADIPOR2 rs11061952 Intron GG 545 545 1.00 (reference) rs11061946 
GA or AA 85 94 0.99 (0.92-1.06) 
ADIPOR2 rs10773986 Intron AA 301 309 1.00 (reference) rs929434, rs12342, rs7313760, rs10773982, rs2286385, rs7978818, rs12831353, rs12813694, rs11061974, rs12828908, rs11061937 
AG or GG 333 335 1.00 (0.93-1.09) 
ADIPOR2 rs2058112 Intron CC 491 484 1.00 (reference) rs7316374, rs16928751, rs1468491, rs7132184, rs7975375, rs2286380, rs767870, rs7967137, rs10848554, rs10848568 
CT or TT 150 166 0.95 (0.86-1.06) 
ADIPOR2 rs11061973 Intron GG 471 466 1.00 (reference) rs2058033, rs11061967, rs12230440, rs12821401, rs11061935 
GA or AA 173 185 0.93 (0.82-1.05) 
ADIPOR2 rs2108642 Intron GG 167 184 1.00 (reference) rs10773988, rs7294668, rs6489326, rs12316367, rs9739162, rs4766415, rs10773991, rs9300298, rs10735003, rs11614639, rs10848557, rs9805049, rs2286384, rs2286383, rs2068485, rs10773989 
      GT or TT 453 445 1.01 (0.94-1.08) 
ADIPOR2 rs1044471 3′-Untranslated region CC 163 166 1.00 (reference) None 
CT or TT 478 482 0.96 (0.86-1.07) 
ADIPOR2 rs13219 Regulatory AA 208 203 1.00 (reference) rs2286379, rs1044825, rs7294540, rs10744552 
AG or GG 432 446 0.97 (0.87-1.08) 

*Location of polymorphism within the gene. Regulatory region spans 10 kb upstream and downstream from the first and last exons.

OR adjusted for age, race, and date of blood draw.

Coefficient of determination (r2) between the marker SNP and the other SNPs in the linkage disequilibrium bin was at least 0.8 (mean r2 = 0.953).

The results from this study do not support an association between postmenopausal breast cancer and individual SNPs in LEP, LEPR, ADIPOQ, ADIPOR1, or ADIPOR2 in a population of predominately White U.S. women. Our results are consistent with a recent genome-wide association study5

5Cancer Genetic Markers of Susceptibility (http://cgems.cancer.gov/data).

of breast cancer that did not identify any SNPs in these gene regions as possible risk loci (29). The present study makes an important contribution to our understanding of these genes in relation to breast cancer because it is the first to comprehensively evaluate most of the known variation in these genes.

Five small breast cancer studies previously conducted in different countries (Korea, China, Taiwan, Tunisia, and United States) evaluated seven candidate LEP or LEPR SNPs with inconsistent results (22-26). Only one SNP was examined by more than one study (rs1137101). Two studies found ∼2-fold statistically significant risk of breast cancer for rs1137101 (23, 26). However, two others found no association between this SNP and breast cancer (22, 25). Woo et al. also found no association between breast cancer and three other LEPR SNPs (rs8179183, rs805096, and rs1137100; ref. 25). Liu et al. reported a suggestion of an association between rs1137100 and breast tumor size but among premenopausal women only (24).

Only one previous study has looked at adiponectin SNPs and breast cancer. The authors found statistically significant associations between breast cancer and two ADIPOQ SNPs (rs2241766 and rs1501299) and two ADIPOR1 SNPs (rs2232853 and rs7539542) among U.S. women (30). The authors found no association with six other ADIPOQ or ADIPOR1 SNPs. Six of the 10 SNPs studied (rs226679, rs822396, rs1501299, rs2232853, rs1342387, and rs7539542) were either in our study or in strong linkage disequilibrium with SNPs in our study (r2 ≥ 0.9).

The statistically significant ORs in the studies mentioned above ranged from 1.58 to 2.04. We had 80% power to detect an OR as low as 1.55 for SNPs with a minor allele frequency of 6.5% and an OR as low as 1.46 for SNPs with a minor allele frequency of 49.5%. Thus, we had sufficient power to detect the ORs reported in these studies. Given the very different relationship between obesity and premenopausal and postmenopausal breast cancer, it may be relevant to note that some of these studies did not conduct separate analyses by menopausal status (23, 25, 30) and those that did (22, 24, 26) were quite small (≤118 postmenopausal women).

Our study was an adequately powered, population-based, comprehensive assessment of variation across these genes and postmenopausal breast cancer. Although we cannot rule out that these genes are involved in gene-gene or gene-environment interactions, our results suggest that individual SNPs in these genes do not substantially impact postmenopausal breast cancer risk.

No potential conflicts of interest were disclosed.

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.

In memory of our colleague, Dr. Jeanne Calle, whose contribution to this article was invaluable.

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