共 80 条
Evaluation of genomic breeding values and accuracy for carcass traits in Korean Hanwoo cows using whole-genome SNP chip panels
被引:0
作者:

Jang, Ji-Hee
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea

Lee, Han-Deul
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea

Kim, Jong-Joo
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea

Haque, Md Azizul
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea
机构:
[1] Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, Gyeongbuk, South Korea
来源:
关键词:
PREDICTION;
CATTLE;
PALATABILITY;
SELECTION;
STEER;
D O I:
10.1007/s00335-025-10142-y
中图分类号:
Q5 [生物化学];
Q7 [分子生物学];
学科分类号:
071010 ;
081704 ;
摘要:
Enhancing the quality and yield of Korean beef relies on improving carcass traits, including carcass weight (CWT), eye muscle area (EMA), backfat thickness (BF), and marbling score (MS). This study aimed to evaluate the accuracy of genomic EBVs for these traits using the genomic BLUP method. Phenotypic data were collected from 19,153 Hanwoo steers and 6,200 Hanwoo cows, with all animals genotyped using the Illumina Bovine 50K SNP chip. The population was divided into three groups to evaluate prediction accuracy. For CWT, theoretical accuracy reached 0.76, 0.75, and 0.78 for Groups 1, 2, and 3, respectively, with realized accuracy ranging from 0.70 to 0.74, indicating a strong correlation between predicted and actual performance. For EMA, theoretical accuracy ranged from 0.74 to 0.76, while realized accuracy was lower (0.64, 0.68, 0.69), suggesting the need for improved prediction models or larger, more diverse reference populations. BF showed theoretical accuracies of 0.75, 0.75, and 0.77, with realized accuracies of 0.59, 0.62, and 0.65. MS demonstrated the highest performance, with theoretical accuracies between 0.78 and 0.81, and realized accuracies between 0.73 and 0.78, reflecting a strong genetic component in marbling traits. This study underscores the importance of building a larger, cow-specific reference population to enhance GEBV prediction accuracy and maximize genetic gains in Hanwoo cow breeding programs.
引用
收藏
页数:15
相关论文
共 80 条
[1]
Effects of ignoring inbreeding in model-based accuracy for BLUP and SSGBLUP
[J].
Aguilar, Ignacio
;
Fernandez, Eduardo N.
;
Blasco, Agustin
;
Ravagnolo, Olga
;
Legarra, Andres
.
JOURNAL OF ANIMAL BREEDING AND GENETICS,
2020, 137 (04)
:356-364

Aguilar, Ignacio
论文数: 0 引用数: 0
h-index: 0
机构:
INIA, Montevideo, Uruguay INIA, Montevideo, Uruguay

Fernandez, Eduardo N.
论文数: 0 引用数: 0
h-index: 0
机构:
UNLZ, Catedra Mejora & Conservac Recursos Genet, Buenos Aires, DF, Argentina
UNLZ, Fac Ciencias Agr, Inst Invest Prod Agr Ambiente & Salud, Buenos Aires, DF, Argentina INIA, Montevideo, Uruguay

Blasco, Agustin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Politecn Valencia, Inst Anim Sci & Technol, Valencia, Spain INIA, Montevideo, Uruguay

Ravagnolo, Olga
论文数: 0 引用数: 0
h-index: 0
机构:
INIA, Montevideo, Uruguay INIA, Montevideo, Uruguay

Legarra, Andres
论文数: 0 引用数: 0
h-index: 0
机构:
INRA Toulouse, UMR GenPhySE, Castanet Tolosan, France INIA, Montevideo, Uruguay
[2]
Genome-Wide Association Study to Identify QTL for Carcass Traits in Korean Hanwoo Cattle
[J].
Alam, Mohammad Zahangir
;
Haque, Md Azizul
;
Iqbal, Asif
;
Lee, Yun-Mi
;
Ha, Jae-Jung
;
Jin, Shil
;
Park, Byoungho
;
Kim, Nam-Young
;
Won, Jeong Il
;
Kim, Jong-Joo
.
ANIMALS,
2023, 13 (17)

Alam, Mohammad Zahangir
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Haque, Md Azizul
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Iqbal, Asif
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Lee, Yun-Mi
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Ha, Jae-Jung
论文数: 0 引用数: 0
h-index: 0
机构:
Gyeongbuk Livestock Res Inst, Yeongju 36052, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Jin, Shil
论文数: 0 引用数: 0
h-index: 0
机构:
Hanwoo Res Inst, Natl Inst Anim Sci, Pyeongchang 25340, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Park, Byoungho
论文数: 0 引用数: 0
h-index: 0
机构:
Hanwoo Res Inst, Natl Inst Anim Sci, Pyeongchang 25340, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Kim, Nam-Young
论文数: 0 引用数: 0
h-index: 0
机构:
Hanwoo Res Inst, Natl Inst Anim Sci, Pyeongchang 25340, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Won, Jeong Il
论文数: 0 引用数: 0
h-index: 0
机构:
Hanwoo Res Inst, Natl Inst Anim Sci, Pyeongchang 25340, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea

Kim, Jong-Joo
论文数: 0 引用数: 0
h-index: 0
机构:
Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea Yeungnam Univ, Dept Biotechnol, Gyongsan 38541, South Korea
[3]
Characteristics of Physiological Parameters of Japanese Black Calves Relate to Carcass Weight
[J].
Arakawa, Shotaro
;
Kim, Minji
;
Aonuma, Tatsuya
;
Takagi, Michihiro
;
Watanabe, Satoshi
;
Lee, Huseong
;
Nishihara, Koki
;
Haga, Satoshi
;
Uemoto, Yoshinobu
;
Roh, Sanggun
.
ANIMALS,
2023, 13 (03)

Arakawa, Shotaro
论文数: 0 引用数: 0
h-index: 0
机构:
Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

Kim, Minji
论文数: 0 引用数: 0
h-index: 0
机构:
Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

Aonuma, Tatsuya
论文数: 0 引用数: 0
h-index: 0
机构:
Miyagi Prefectural Anim Ind Expt Stn, Oosaki 9896445, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

Takagi, Michihiro
论文数: 0 引用数: 0
h-index: 0
机构:
Miyagi Prefectural Anim Ind Expt Stn, Oosaki 9896445, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

Watanabe, Satoshi
论文数: 0 引用数: 0
h-index: 0
机构:
Miyagi Prefectural Anim Ind Expt Stn, Oosaki 9896445, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

Lee, Huseong
论文数: 0 引用数: 0
h-index: 0
机构:
Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

Nishihara, Koki
论文数: 0 引用数: 0
h-index: 0
机构:
Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

Haga, Satoshi
论文数: 0 引用数: 0
h-index: 0
机构:
Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

Uemoto, Yoshinobu
论文数: 0 引用数: 0
h-index: 0
机构:
Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan Tohoku Univ, Grad Sch Agr Sci, Sendai 9808572, Japan

论文数: 引用数:
h-index:
机构:
[4]
Invited review: Milk production and reproductive performance: Modern interdisciplinary insights into an enduring axiom
[J].
Bello, N. M.
;
Stevenson, J. S.
;
Tempelman, R. J.
.
JOURNAL OF DAIRY SCIENCE,
2012, 95 (10)
:5461-5475

Bello, N. M.
论文数: 0 引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Stat, Manhattan, KS 66506 USA Kansas State Univ, Dept Stat, Manhattan, KS 66506 USA

Stevenson, J. S.
论文数: 0 引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Anim Sci & Ind, Manhattan, KS 66506 USA Kansas State Univ, Dept Stat, Manhattan, KS 66506 USA

Tempelman, R. J.
论文数: 0 引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Anim Sci, E Lansing, MI 48824 USA Kansas State Univ, Dept Stat, Manhattan, KS 66506 USA
[5]
Functional Partitioning of Genomic Variance and Genome-Wide Association Study for Carcass Traits in Korean Hanwoo Cattle Using Imputed Sequence Level SNP Data
[J].
Bhuiyan, Mohammad S. A.
;
Lim, Dajeong
;
Park, Mina
;
Lee, Soohyun
;
Kim, Yeongkuk
;
Gondro, Cedric
;
Park, Byoungho
;
Lee, Seunghwan
.
FRONTIERS IN GENETICS,
2018, 9

Bhuiyan, Mohammad S. A.
论文数: 0 引用数: 0
h-index: 0
机构:
Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea
Bangladesh Agr Univ, Dept Anim Breeding & Genet, Mymensingh, Bangladesh Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea

Lim, Dajeong
论文数: 0 引用数: 0
h-index: 0
机构:
Rural Dev Adm, Natl Inst Anim Sci, Div Anim Genom & Bioinformat, Wonju, South Korea Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea

Park, Mina
论文数: 0 引用数: 0
h-index: 0
机构:
Rural Dev Adm, Natl Inst Anim Sci, Anim Genet Improvement Div, Seonghwan, South Korea Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea

Lee, Soohyun
论文数: 0 引用数: 0
h-index: 0
机构:
Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea

论文数: 引用数:
h-index:
机构:

Gondro, Cedric
论文数: 0 引用数: 0
h-index: 0
机构:
Michigan State Univ, Coll Agr & Nat Resources, E Lansing, MI 48824 USA Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea

Park, Byoungho
论文数: 0 引用数: 0
h-index: 0
机构:
Rural Dev Adm, Natl Inst Anim Sci, Anim Genet Improvement Div, Seonghwan, South Korea Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea

Lee, Seunghwan
论文数: 0 引用数: 0
h-index: 0
机构:
Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea Chungnam Natl Univ, Dept Anim Sci & Biotechnol, Daejeon, South Korea
[6]
Fast two-stage phasing of large-scale sequence data
[J].
Browning, Brian L.
;
Tian, Xiaowen
;
Zhou, Ying
;
Browning, Sharon R.
.
AMERICAN JOURNAL OF HUMAN GENETICS,
2021, 108 (10)
:1880-1890

Browning, Brian L.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Div Med Genet, Dept Med, Seattle, WA 98195 USA
Univ Washington, Dept Biostat, Seattle, WA 98195 USA Univ Washington, Div Med Genet, Dept Med, Seattle, WA 98195 USA

Tian, Xiaowen
论文数: 0 引用数: 0
h-index: 0
机构:
AstraZeneca, Oncol Biometr, Stat Innovat, Gaithersburg, MD 20878 USA Univ Washington, Div Med Genet, Dept Med, Seattle, WA 98195 USA

Zhou, Ying
论文数: 0 引用数: 0
h-index: 0
机构:
Fred Hutchinson Canc Res Ctr, Publ Hlth Sci Div, Seattle, WA 98109 USA Univ Washington, Div Med Genet, Dept Med, Seattle, WA 98195 USA

Browning, Sharon R.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Biostat, Seattle, WA 98195 USA Univ Washington, Div Med Genet, Dept Med, Seattle, WA 98195 USA
[7]
The value of cows in reference populations for genomic selection of new functional traits
[J].
Buch, L. H.
;
Kargo, M.
;
Berg, P.
;
Lassen, J.
;
Sorensen, A. C.
.
ANIMAL,
2012, 6 (06)
:880-886

Buch, L. H.
论文数: 0 引用数: 0
h-index: 0
机构:
Knowledge Ctr Agr, DK-8200 Aarhus N, Denmark
Aarhus Univ, Dept Mol Biol & Genet, DK-8000 Aarhus C, Denmark Knowledge Ctr Agr, DK-8200 Aarhus N, Denmark

Kargo, M.
论文数: 0 引用数: 0
h-index: 0
机构:
Knowledge Ctr Agr, DK-8200 Aarhus N, Denmark
Aarhus Univ, Dept Mol Biol & Genet, DK-8000 Aarhus C, Denmark Knowledge Ctr Agr, DK-8200 Aarhus N, Denmark

Berg, P.
论文数: 0 引用数: 0
h-index: 0
机构:
Aarhus Univ, Dept Mol Biol & Genet, DK-8000 Aarhus C, Denmark Knowledge Ctr Agr, DK-8200 Aarhus N, Denmark

Lassen, J.
论文数: 0 引用数: 0
h-index: 0
机构:
Aarhus Univ, Dept Mol Biol & Genet, DK-8000 Aarhus C, Denmark Knowledge Ctr Agr, DK-8200 Aarhus N, Denmark

Sorensen, A. C.
论文数: 0 引用数: 0
h-index: 0
机构:
Aarhus Univ, Dept Mol Biol & Genet, DK-8000 Aarhus C, Denmark Knowledge Ctr Agr, DK-8200 Aarhus N, Denmark
[8]
Including diverse and admixed populations in genetic epidemiology research
[J].
Caliebe, Amke
;
Tekola-Ayele, Fasil
;
Darst, Burcu F.
;
Wang, Xuexia
;
Song, Yeunjoo E.
;
Gui, Jiang
;
Sebro, Ronnie A.
;
Balding, David J.
;
Saad, Mohamad
;
Dube, Marie-Pierre
.
GENETIC EPIDEMIOLOGY,
2022, 46 (07)
:347-371

Caliebe, Amke
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Kiel, Inst Med Informat & Stat, Kiel, Germany
Univ Hosp Schleswig Holstein, Kiel, Germany Univ Kiel, Inst Med Informat & Stat, Kiel, Germany

Tekola-Ayele, Fasil
论文数: 0 引用数: 0
h-index: 0
机构:
Eunice Kennedy Shriver Natl Inst Child Hlth & Hum, Epidemiol Branch, Div Populat Hlth Res, Div Intramural Res,NIH, Bethesda, MD USA Univ Kiel, Inst Med Informat & Stat, Kiel, Germany

Darst, Burcu F.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Southern Calif, Ctr Genet Epidemiol, Los Angeles, CA 90007 USA
Fred Hutchinson Canc Res Ctr, Publ Hlth Sci Div, 1124 Columbia St, Seattle, WA 98104 USA Univ Kiel, Inst Med Informat & Stat, Kiel, Germany

Wang, Xuexia
论文数: 0 引用数: 0
h-index: 0
机构:
Univ North Texas, Dept Math, Denton, TX 76203 USA Univ Kiel, Inst Med Informat & Stat, Kiel, Germany

Song, Yeunjoo E.
论文数: 0 引用数: 0
h-index: 0
机构:
Case Western Reserve Univ, Dept Populat & Quantitat Hlth Sci, Cleveland, OH 44106 USA Univ Kiel, Inst Med Informat & Stat, Kiel, Germany

Gui, Jiang
论文数: 0 引用数: 0
h-index: 0
机构:
Dartmouth Coll, Dept Biomed Data Sci, Geisel Sch Med, One Med Ctr Dr, Lebanon, NH 03756 USA Univ Kiel, Inst Med Informat & Stat, Kiel, Germany

Sebro, Ronnie A.
论文数: 0 引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Radiol, Jacksonville, FL 32224 USA Univ Kiel, Inst Med Informat & Stat, Kiel, Germany

Balding, David J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Melbourne, Melbourne Integrat Genom, Sch BioSci, Melbourne, Vic, Australia
Univ Melbourne, Melbourne Integrat Genom, Sch Math & Stat, Melbourne, Vic, Australia Univ Kiel, Inst Med Informat & Stat, Kiel, Germany

论文数: 引用数:
h-index:
机构:

Dube, Marie-Pierre
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Montreal, Dept Med, Montreal, PQ, Canada
Univ Montreal, Social & Prevent Med, Montreal, PQ, Canada
Montreal Heart Inst, Beaulieu Saucier Pharmacogenomcis Ctr, Montreal, PQ, Canada Univ Kiel, Inst Med Informat & Stat, Kiel, Germany
[9]
Genomic information allows for more accurate breeding values for milkability in dual-purpose Italian Simmental cattle
[J].
Cesarani, A.
;
Garcia, A.
;
Hidalgo, J.
;
Degano, L.
;
Vicario, D.
;
Macciotta, N. P. P.
;
Lourenco, D.
.
JOURNAL OF DAIRY SCIENCE,
2021, 104 (05)
:5719-5727

Cesarani, A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA

Garcia, A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA

Hidalgo, J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA

Degano, L.
论文数: 0 引用数: 0
h-index: 0
机构:
Assoc Nazl Allevatori Pezzata Rossa Italiana ANAP, I-33100 Udine, Italy Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA

Vicario, D.
论文数: 0 引用数: 0
h-index: 0
机构:
Assoc Nazl Allevatori Pezzata Rossa Italiana ANAP, I-33100 Udine, Italy Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA

论文数: 引用数:
h-index:
机构:

Lourenco, D.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA Univ Georgia, Dept Anim & Dairy Sci, Athens, GA 30602 USA
[10]
Second-generation PLINK: rising to the challenge of larger and richer datasets
[J].
Chang, Christopher C.
;
Chow, Carson C.
;
Tellier, Laurent C. A. M.
;
Vattikuti, Shashaank
;
Purcell, Shaun M.
;
Lee, James J.
.
GIGASCIENCE,
2015, 4

Chang, Christopher C.
论文数: 0 引用数: 0
h-index: 0
机构:
Complete Genom, Mountain View, CA 94043 USA
BGI Cognit Genom Lab, Shenzhen 518083, Peoples R China Complete Genom, Mountain View, CA 94043 USA

Chow, Carson C.
论文数: 0 引用数: 0
h-index: 0
机构:
NIDDK, Math Biol Sect, LBM, NIH, Bethesda, MD 20892 USA Complete Genom, Mountain View, CA 94043 USA

Tellier, Laurent C. A. M.
论文数: 0 引用数: 0
h-index: 0
机构:
BGI Cognit Genom Lab, Shenzhen 518083, Peoples R China
Univ Copenhagen, Bioinformat Ctr, DK-2200 Copenhagen, Denmark Complete Genom, Mountain View, CA 94043 USA

Vattikuti, Shashaank
论文数: 0 引用数: 0
h-index: 0
机构:
NIDDK, Math Biol Sect, LBM, NIH, Bethesda, MD 20892 USA Complete Genom, Mountain View, CA 94043 USA

Purcell, Shaun M.
论文数: 0 引用数: 0
h-index: 0
机构:
Broad Inst MIT & Harvard, Stanley Ctr Psychiat Res, Cambridge, MA 02142 USA
Icahn Sch Med Mt Sinai, Div Psychiat Genom, Dept Psychiat, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Inst Genom & Multiscale Biol, New York, NY 10029 USA
Massachusetts Gen Hosp, Analyt & Translat Genet Unit, Psychiat & Neurodev Genet Unit, Boston, MA 02114 USA Complete Genom, Mountain View, CA 94043 USA

Lee, James J.
论文数: 0 引用数: 0
h-index: 0
机构:
NIDDK, Math Biol Sect, LBM, NIH, Bethesda, MD 20892 USA
Univ Minnesota Twin Cities, Dept Psychol, Minneapolis, MN 55455 USA Complete Genom, Mountain View, CA 94043 USA