Bioinformatics and In silico approaches to identify novel biomarkers and key pathways for cancers that are linked to the progression of female infertility: A comprehensive approach for drug discovery
Despite modern treatment, infertility remains one of the most common gynecologic diseases causing severe health effects worldwide. The clinical and epidemiological data have shown that several cancerous risk factors are strongly linked to Female Infertility (FI) development, but the exact causes remain unknown. Understanding how these risk factors affect FI-affected cell pathways might pave the door for the discovery of critical signaling pathways and hub proteins that may be targeted for therapeutic intervention. To deal with this, we have used a bioinformatics pipeline to build a transcriptome study of FI with four carcinogenic risk factors: Endometrial Cancer (EC), Ovarian Cancer (OC), Cervical Cancer (CC), and Thyroid Cancer (TC). We identified FI sharing 97, 211, 87 and 33 differentially expressed genes (DEGs) with EC, OC, CC, and TC, respectively. We have built gene-disease association networks from the identified genes based on the multilayer network and neighbour-based benchmarking. Identified TNF signalling pathways, ovarian infertility genes, cholesterol metabolic process, and cellular response to cytokine stimulus were significant molecular and GO pathways, both of which improved our understanding the fundamental molecular mechanisms of cancers associated with FI progression. For therapeutic intervention, we have targeted the two most significant hub proteins VEGFA and PIK3R1, out of ten proteins based on Maximal Clique Centrality (MCC) value of cytoscape and literature analysis for molecular docking with 27 phytoestrogenic compounds. Among them, sesamin, galangin and coumestrol showed the highest binding affinity for VEGFA and PIK3R1 proteins together with favourable ADMET properties. We recommended that our identified pathway, hub proteins and phytocompounds may be served as new targets and therapeutic interventions for accurate diagnosis and treatment of multiple diseases.
机构:
Univ Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Univ Texas MD Anderson Canc Ctr, Dept Melanoma Med Oncol, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Roszik, Jason
Ring, Kari L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Virginia Hlth Syst, Div Gynecol Oncol, Dept Obstet & Gynecol, Charlottesville, VA USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Ring, Kari L.
Wani, Khalida M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Translat Mol Pathol, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Wani, Khalida M.
Lazar, Alexander J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Pathol, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Lazar, Alexander J.
Yemelyanova, Anna V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Dept Pathol, Birmingham, AL 35294 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Yemelyanova, Anna V.
Soliman, Pamela T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Gynecol Oncol & Reprod Med, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Soliman, Pamela T.
Frumovitz, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Gynecol Oncol & Reprod Med, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Frumovitz, Michael
Jazaeri, Amir A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Gynecol Oncol & Reprod Med, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
机构:
CSIR North East Inst Sci & Technol, Nat Prod Chem Grp, POB 785006, Jorhat 785006, Assam, IndiaCSIR North East Inst Sci & Technol, Nat Prod Chem Grp, POB 785006, Jorhat 785006, Assam, India
Saikia, Surovi
Bordoloi, Manobjyoti
论文数: 0引用数: 0
h-index: 0
机构:
CSIR North East Inst Sci & Technol, Nat Prod Chem Grp, POB 785006, Jorhat 785006, Assam, IndiaCSIR North East Inst Sci & Technol, Nat Prod Chem Grp, POB 785006, Jorhat 785006, Assam, India
机构:
Univ Calif San Francisco, Dept Surg, 1600 Divisadero St,4th Floor,Box 1674, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Surg, 1600 Divisadero St,4th Floor,Box 1674, San Francisco, CA 94143 USA
Seib, Carolyn Dacey
Sosa, Julie Ann
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Surg, 513 Parnassus Ave,Suite 5320,Box 0104, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Med, 513 Parnassus Ave,Suite 5320,Box 0104, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Surg, 1600 Divisadero St,4th Floor,Box 1674, San Francisco, CA 94143 USA
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Smoot, Michael E.
Ono, Keiichiro
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Ono, Keiichiro
Ruscheinski, Johannes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Ruscheinski, Johannes
Wang, Peng-Liang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Wang, Peng-Liang
Ideker, Trey
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Song, Young Shin
Kim, Min Joo
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Kim, Min Joo
Sun, Hyun Jin
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Sun, Hyun Jin
Kim, Hwan Hee
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Kim, Hwan Hee
Shin, Hyo Shik
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Shin, Hyo Shik
Kim, Young A.
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Boramae Med Ctr, Seoul Metropolitan Govt, Dept Pathol, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Kim, Young A.
Oh, Byung-Chul
论文数: 0引用数: 0
h-index: 0
机构:
Gachon Univ, Grad Sch Med, Lee Gil Ya Canc & Diabet Inst, Incheon, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Oh, Byung-Chul
Cho, Sun Wook
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Cho, Sun Wook
Park, Young Joo
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Brigham & Womens Hosp, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Stoffel, Elena
Mukherjee, Bhramar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Biostat, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Mukherjee, Bhramar
Raymond, Victoria M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Raymond, Victoria M.
Tayob, Nabihah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Biostat, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Tayob, Nabihah
Kastrinos, Fay
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Kastrinos, Fay
Sparr, Jennifer
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Sparr, Jennifer
Wang, Fei
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Biostat, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Wang, Fei
Bandipalliam, Prathap
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Bandipalliam, Prathap
Syngal, Sapna
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Brigham & Womens Hosp, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Syngal, Sapna
Gruber, Stephen B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Med, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Med, Dept Internal Med, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
机构:
Amer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USAAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Sung, Hyuna
Ferlay, Jacques
论文数: 0引用数: 0
h-index: 0
机构:
Int Agcy Res Canc, Sect Canc Surveillance, 150 Cours Albert Thomas, F-69372 Lyon 08, FranceAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Ferlay, Jacques
Siegel, Rebecca L.
论文数: 0引用数: 0
h-index: 0
机构:
Amer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USAAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Siegel, Rebecca L.
Laversanne, Mathieu
论文数: 0引用数: 0
h-index: 0
机构:
Int Agcy Res Canc, Sect Canc Surveillance, 150 Cours Albert Thomas, F-69372 Lyon 08, FranceAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Laversanne, Mathieu
Soerjomataram, Isabelle
论文数: 0引用数: 0
h-index: 0
机构:
Int Agcy Res Canc, Sect Canc Surveillance, 150 Cours Albert Thomas, F-69372 Lyon 08, FranceAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Soerjomataram, Isabelle
Jemal, Ahmedin
论文数: 0引用数: 0
h-index: 0
机构:
Amer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USAAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Jemal, Ahmedin
Bray, Freddie
论文数: 0引用数: 0
h-index: 0
机构:
Int Agcy Res Canc, Sect Canc Surveillance, 150 Cours Albert Thomas, F-69372 Lyon 08, FranceAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
机构:
Univ Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Univ Texas MD Anderson Canc Ctr, Dept Melanoma Med Oncol, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Roszik, Jason
Ring, Kari L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Virginia Hlth Syst, Div Gynecol Oncol, Dept Obstet & Gynecol, Charlottesville, VA USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Ring, Kari L.
Wani, Khalida M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Translat Mol Pathol, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Wani, Khalida M.
Lazar, Alexander J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Pathol, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Lazar, Alexander J.
Yemelyanova, Anna V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Dept Pathol, Birmingham, AL 35294 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Yemelyanova, Anna V.
Soliman, Pamela T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Gynecol Oncol & Reprod Med, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Soliman, Pamela T.
Frumovitz, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Gynecol Oncol & Reprod Med, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
Frumovitz, Michael
Jazaeri, Amir A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Gynecol Oncol & Reprod Med, Houston, TX 77030 USAUniv Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
机构:
CSIR North East Inst Sci & Technol, Nat Prod Chem Grp, POB 785006, Jorhat 785006, Assam, IndiaCSIR North East Inst Sci & Technol, Nat Prod Chem Grp, POB 785006, Jorhat 785006, Assam, India
Saikia, Surovi
Bordoloi, Manobjyoti
论文数: 0引用数: 0
h-index: 0
机构:
CSIR North East Inst Sci & Technol, Nat Prod Chem Grp, POB 785006, Jorhat 785006, Assam, IndiaCSIR North East Inst Sci & Technol, Nat Prod Chem Grp, POB 785006, Jorhat 785006, Assam, India
机构:
Univ Calif San Francisco, Dept Surg, 1600 Divisadero St,4th Floor,Box 1674, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Surg, 1600 Divisadero St,4th Floor,Box 1674, San Francisco, CA 94143 USA
Seib, Carolyn Dacey
Sosa, Julie Ann
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Surg, 513 Parnassus Ave,Suite 5320,Box 0104, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Med, 513 Parnassus Ave,Suite 5320,Box 0104, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Surg, 1600 Divisadero St,4th Floor,Box 1674, San Francisco, CA 94143 USA
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Smoot, Michael E.
Ono, Keiichiro
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Ono, Keiichiro
Ruscheinski, Johannes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Ruscheinski, Johannes
Wang, Peng-Liang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Wang, Peng-Liang
Ideker, Trey
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Med, La Jolla, CA 92093 USA
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Song, Young Shin
Kim, Min Joo
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Kim, Min Joo
Sun, Hyun Jin
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Sun, Hyun Jin
Kim, Hwan Hee
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Kim, Hwan Hee
Shin, Hyo Shik
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Shin, Hyo Shik
Kim, Young A.
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Boramae Med Ctr, Seoul Metropolitan Govt, Dept Pathol, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Kim, Young A.
Oh, Byung-Chul
论文数: 0引用数: 0
h-index: 0
机构:
Gachon Univ, Grad Sch Med, Lee Gil Ya Canc & Diabet Inst, Incheon, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Oh, Byung-Chul
Cho, Sun Wook
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Cho, Sun Wook
Park, Young Joo
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, 101 Daehak Ro, Seoul 03080, South Korea
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Brigham & Womens Hosp, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Stoffel, Elena
Mukherjee, Bhramar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Biostat, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Mukherjee, Bhramar
Raymond, Victoria M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Raymond, Victoria M.
Tayob, Nabihah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Biostat, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Tayob, Nabihah
Kastrinos, Fay
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Kastrinos, Fay
Sparr, Jennifer
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Sparr, Jennifer
Wang, Fei
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Biostat, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Wang, Fei
Bandipalliam, Prathap
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Bandipalliam, Prathap
Syngal, Sapna
论文数: 0引用数: 0
h-index: 0
机构:
Dana Farber Canc Inst, Boston, MA 02115 USA
Brigham & Womens Hosp, Boston, MA 02115 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Syngal, Sapna
Gruber, Stephen B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Med, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
Univ Michigan, Sch Med, Dept Internal Med, Ann Arbor, MI 48105 USAUniv Michigan, Sch Publ Hlth, Div Epidemiol & Human Genet, Dept Epidemiol & Human Genet, Ann Arbor, MI 48105 USA
机构:
Amer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USAAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Sung, Hyuna
Ferlay, Jacques
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Int Agcy Res Canc, Sect Canc Surveillance, 150 Cours Albert Thomas, F-69372 Lyon 08, FranceAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Ferlay, Jacques
Siegel, Rebecca L.
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Amer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USAAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Siegel, Rebecca L.
Laversanne, Mathieu
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Int Agcy Res Canc, Sect Canc Surveillance, 150 Cours Albert Thomas, F-69372 Lyon 08, FranceAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Laversanne, Mathieu
Soerjomataram, Isabelle
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Int Agcy Res Canc, Sect Canc Surveillance, 150 Cours Albert Thomas, F-69372 Lyon 08, FranceAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Soerjomataram, Isabelle
Jemal, Ahmedin
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Amer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USAAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA
Jemal, Ahmedin
Bray, Freddie
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Int Agcy Res Canc, Sect Canc Surveillance, 150 Cours Albert Thomas, F-69372 Lyon 08, FranceAmer Canc Soc, Surveillance & Hlth Equ Sci, Atlanta, GA 30329 USA