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Pan X, Huang C, Bai X, Li F. Causal relationship between breast cancer and acute myeloid leukemia based on two-sample bidirectional Mendelian randomization and transcriptome overlap analysis. Discov Oncol 2025; 16:492. [PMID: 40198525 PMCID: PMC11979033 DOI: 10.1007/s12672-025-02288-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2024] [Accepted: 04/01/2025] [Indexed: 04/10/2025] Open
Abstract
BACKGROUND Breast cancer is the most prevalent malignancy and the leading cause of cancer-related deaths among women worldwide. Several case reports have shown that some breast cancer patients subsequently develop acute myeloid leukemia (AML) within a short period. However, the causal relationship and pathogenic mechanisms between breast cancer and AML remain incompletely understood. METHODS Mendelian randomization (MR) analyses were conducted to explore the bidirectional causal relationships between breast cancer and AML. Additionally, we applied the Bayesian Weighted Mendelian Randomization (BWMR) approach to validate the results of the MR analysis. Subsequently, we utilized RNA-seq data from various sources to explore the potential molecular signaling pathways between breast cancer and AML. RESULTS Both IVW method and BWMR approach demonstrated that data from three distinct sources consistently indicated breast cancer as a risk factor for AML, with all sources showing statistically significant results (all P < 0.05, Odds Ratios [ORs] > 1). Bioinformatic analyses suggested that extracellular vesicle functions and p53 signaling pathway may mediate molecular links between breast cancer and AML. Using machine learning, we identified 8 genes with high diagnostic efficacy for predicting the occurrence of AML in breast cancer patients. CONCLUSIONS MR analyses indicated a causal relationship between breast cancer and AML. Additionally, transcriptome analysis offered a theoretical basis for understanding the potential mechanisms and therapeutic targets of AML in breast cancer patients.
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Affiliation(s)
- Xin'an Pan
- Department of Hematology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, No. 17 Yongwai Zheng Street, East Lake District, Nanchang City, 330006, Jiangxi Province, China
| | - Cuihan Huang
- The First Clinical Medical College of Nanchang University, Xuefu Road, Nanchang, 330006, Jiangxi, China
| | - Xinyi Bai
- School of Public, Health of Nanchang University, Xuefu Road, Nanchang, 330006, Jiangxi, China
| | - Fei Li
- Department of Hematology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, No. 17 Yongwai Zheng Street, East Lake District, Nanchang City, 330006, Jiangxi Province, China.
- Jiangxi Clinical Research Center for Hematologic Disease, Nanchang, China.
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2
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Wang M, Li L, Li J, Li Y, Wang Z, Guo Y, Mao G. Causal effect of breast cancer on endometrial cancer risk: A two-sample Mendelian randomization study. Eur J Obstet Gynecol Reprod Biol 2025; 304:16-22. [PMID: 39549381 DOI: 10.1016/j.ejogrb.2024.11.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Revised: 11/05/2024] [Accepted: 11/09/2024] [Indexed: 11/18/2024]
Abstract
BACKGROUND Observational studies have indicated a higher incidence of endometrial cancer in individuals with breast cancer. However, to date, there is a dearth of Mendelian randomization (MR) studies that explore the causal relationship between breast cancer and the risk of endometrial cancer. MATERIAL AND METHODS We conducted MR to investigate the causal relationship between breast cancer and endometrial cancer risk in European populations. RESULTS A total of 112 valid instrumental variables (IVs) were included in the analysis. Our research has revealed a compelling causal association between genetic predisposition for breast cancer and an augmented likelihood of developing endometrial cancer (Inverse variance weighted (IVW) method, odds ratio (OR) = 1.105, 95 % confidence interval (CI): 1.025 to 1.181, p = 0.003; Weighted median method, OR = 1.109, 95 % CI: 1.020 to 1.205, p = 0.015; Weighted mode method, OR = 1.101, 95 % CI: 1.013 to 1.195, p = 0.025). CONCLUSION To our knowledge, this study is the first to report a causal association between breast cancer and endometrial cancer risk. Robust results were obtained through rigorous testing for heterogeneity and pleiotropy. Our findings indicate a causal effect of breast cancer on the risk of endometrial cancer.
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Affiliation(s)
- Meng Wang
- Breast Disease Diagnosis and Treatment Center, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Lan Li
- Department of Breast Surgery, Shaanxi Provincial Cancer Hospital, Xi'an, China
| | - Jing Li
- Department of Breast Surgery, Shaanxi Provincial Cancer Hospital, Xi'an, China
| | - Yongwei Li
- Department of Orthopedics, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Zhuoli Wang
- Department of Hematology, The Second Affiliated Hospital of Jiaotong University, Xi'an, China
| | - Yuan Guo
- Department of Breast Surgery, Shaanxi Provincial Cancer Hospital, Xi'an, China
| | - Guochao Mao
- Breast Disease Diagnosis and Treatment Center, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
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Xu JX, Chen YY, Qi LN, Peng YC. Investigation of the causal relationship between breast cancer and thyroid cancer: a set of two-sample bidirectional Mendelian randomization study. Endocrine 2025; 87:196-205. [PMID: 39075276 DOI: 10.1007/s12020-024-03976-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 07/21/2024] [Indexed: 07/31/2024]
Abstract
PURPOSE A potential association between breast (BC) and thyroid cancer (TC) has been observed. We investigated if the relationship between BC and TC is causal using bidirectional Mendelian randomization (MR) in Asian and European populations. METHODS BC-linked single nucleotide polymorphisms (SNPs) were acquired from a genome-wide association study (GWAS) conducted by the Breast Cancer Association Consortium and Biobank Japan. The most recent TC GWAS data were obtained from the FinnGen Project and National Biobank of Korea. We assessed the potential causal relationship between BC and TC using various MR methods, including inverse-variance-weighting (IVW). Sensitivity, heterogeneity, and pleiotropic tests were performed to assess reliability. RESULTS We found a bidirectional causal association between BC and TC within Europeans (IVW, TC on BC: odds ratio [OR] 1.090, 95% confidence interval [CI]: 1.012-1.173, P = 0.023; BC on TC: OR 1.265, 95% CI: 1.158-1.381, P < 0.001). A one-way causal relationship between BC susceptibility and TC risk was found in Asians (IVW BC on TC: OR 2.274, 95% CI: 2.089-2.475, P < 0.001). Subsequently, we identified a noteworthy bidirectional causal relationship between estrogen receptor (ER)-positive BC and TC (IVW, TC on ER-positive BC: OR 1.104, 95% CI: 1.001-1.212, P = 0.038; ER-positive BC on TC: OR 1.223, 95%CI: 1.072-1.395, P = 0.003), but not ER-negative BC and TC in Europeans. CONCLUSION We revealed a reciprocal causal association between ER-positive BC and TC. These findings establish a theoretical framework for the simultaneous surveillance and treatment of BC and TC.
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Affiliation(s)
- Jing-Xuan Xu
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, 530021, Guangxi Province, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency tumour, Ministry of Education, Nanning, 530021, Guangxi Province, China
| | - Yuan-Yuan Chen
- Department of Ultrasound, First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, Guangxi Province, China
| | - Lu-Nan Qi
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, 530021, Guangxi Province, China.
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency tumour, Ministry of Education, Nanning, 530021, Guangxi Province, China.
| | - Yu-Chong Peng
- Department of General Surgery, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, 400021, Chongqing, China.
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Li Z, Wang R, Liu L, Jia Z, Zhou P, He Q. Application of Mendelian randomization in thyroid diseases: a review. Front Endocrinol (Lausanne) 2024; 15:1472009. [PMID: 39749022 PMCID: PMC11693456 DOI: 10.3389/fendo.2024.1472009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2024] [Accepted: 11/21/2024] [Indexed: 01/04/2025] Open
Abstract
Thyroid diseases are increasingly prevalent, posing significant challenges to patients' quality of life and placing substantial financial burdens on families and society. Despite these impacts, the underlying pathophysiology of many thyroid conditions remains poorly understood, complicating efforts in treatment, management, and prevention. Observational studies can identify associations between exposure variables and disease; however, they often struggle to account for confounding factors and reverse causation. Understanding disease occurrence, epidemiological trends, and clinical diagnosis, prevention, and treatment relies heavily on robust etiological research. Mendelian randomization, a method grounded in genetics and epidemiology, has been widely employed in studying the etiology of thyroid diseases, offering a solution to some of these challenges. This paper categorizes thyroid diseases into thyroid dysfunction and thyroid cancer, reviewing related Mendelian randomization studies. It further provides novel perspectives and approaches for investigating the mechanisms underlying thyroid diseases and designing intervention strategies.
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Affiliation(s)
- Zhonghui Li
- Shandong University of Traditional Chinese Medicine, First Clinical Medical College, Jinan, Shandong, China
- Department of Thyroid and Breast Surgery, The 960th Hospital of PLA Joint Logistics Support Force, Jinan, Shandong, China
| | - Ruohan Wang
- Department of Pathology, Dongying People’s Hospital (Dongying Hospital of Shandong Provincial Hospital Group), Dongying, Shandong, China
| | - Lili Liu
- Department of Pathology, Dongying People’s Hospital (Dongying Hospital of Shandong Provincial Hospital Group), Dongying, Shandong, China
| | - Zonghang Jia
- Shandong University of Traditional Chinese Medicine, First Clinical Medical College, Jinan, Shandong, China
| | - Peng Zhou
- Department of Thyroid and Breast Surgery, The 960th Hospital of PLA Joint Logistics Support Force, Jinan, Shandong, China
| | - Qingqing He
- Department of Thyroid and Breast Surgery, The 960th Hospital of PLA Joint Logistics Support Force, Jinan, Shandong, China
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Lu W, Li K, Wu H, Li J, Ding Y, Li X, Liu Z, Xu H, Zhu Y. Causal Pathways Between Breast Cancer and Cardiovascular Disease Through Mediator Factors: A Two-Step Mendelian Randomization Analysis. Int J Womens Health 2024; 16:1889-1902. [PMID: 39539642 PMCID: PMC11559189 DOI: 10.2147/ijwh.s483139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 10/29/2024] [Indexed: 11/16/2024] Open
Abstract
Background The causal relationship of breast cancer (BC) with cardiovascular disease (CVD) and the underlying mediating pathways remains elusive. Our study endeavors to investigate the causal association between BC and CVD, with a focus on identifying potential metabolic mediators and elucidating their mediation effects in this causality. Methods In this study, we conducted two-sample Mendelian randomization (MR) to estimate the causal effect of BC (overall BC, ER+ BC, ER- BC) from the Breast Cancer Association Consortium (BCAC) on CVD including coronary heart disease (CHD), hypertensive heart disease (HHD), ischaemic heart disease (IHD), and heart failure (HF) from the FinnGen consortium. Then, we used two-step MR to evaluate 18 metabolic mediators of the association and calculate the mediated proportions. Results Genetically predicted ER+ BC was causally associated with an increased risk of CVD including CHD (OR = 1.034, 95% CI: 1.004-1.065, p = 0.026), HHD (OR = 1.061, 95% CI: 1.002-1.124, p = 0.041), IHD (OR = 1.034, 95% CI: 1.007-1.062, p=0.013), and HF (OR = 1.055, 95% CI: 1.013-1.099, p = 0.010), while no causality was observed for overall BC and ER- BC. Furthermore, high-density lipoprotein cholesterol (HDL-C) was identified as a mediator of the association between ER+BC and CVD, including CHD (with 15.2% proportion)) and IHD (with 15.5% proportion), respectively. Conclusion This study elucidates the potential causal impact of ER+ BC on subsequent risk of CVD, including CHD, HHD, IHD, and HF. We also outline the metabolic mediator HDL-C as a priority target for preventive measures to reduce excessive risk of CVD among patients diagnosed with ER+BC.
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Affiliation(s)
- Weilin Lu
- The First Affiliated Hospital with Nanjing Medical University, Nanjing, People’s Republic of China
| | - Kaiming Li
- Department of Pharmaceutics, School of Pharmacy, Nanjing Medical University, Nanjing, People’s Republic of China
| | - Haisi Wu
- Department of Pharmaceutics, School of Pharmacy, Nanjing Medical University, Nanjing, People’s Republic of China
| | - Jinyu Li
- Department of Pharmaceutics, School of Pharmacy, Nanjing Medical University, Nanjing, People’s Republic of China
| | - Yan Ding
- Department of Pharmaceutics, School of Pharmacy, Nanjing Medical University, Nanjing, People’s Republic of China
| | - Xiaolin Li
- The First Affiliated Hospital with Nanjing Medical University, Nanjing, People’s Republic of China
| | - Zhipeng Liu
- Taizhou Affiliated Hospital of Nanjing University of Chinese Medicine, Taizhou, People’s Republic of China
| | - Huae Xu
- Department of Pharmaceutics, School of Pharmacy, Nanjing Medical University, Nanjing, People’s Republic of China
| | - Yinxing Zhu
- Taizhou Affiliated Hospital of Nanjing University of Chinese Medicine, Taizhou, People’s Republic of China
- Taizhou People’s Hospital affiliated to Nanjing Medical University, Taizhou, People’s Republic of China
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Rizwan A, Saad M, Fatima S, Ameen A, Akhter S. Medullary Thyroid Carcinoma in the Background of Non-neoplastic Toxic Nodular Goiter. AACE Clin Case Rep 2024; 10:249-252. [PMID: 39734499 PMCID: PMC11680752 DOI: 10.1016/j.aace.2024.08.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Revised: 08/14/2024] [Accepted: 08/21/2024] [Indexed: 12/31/2024] Open
Abstract
Background/Objective Medullary thyroid carcinoma (MTC) is an uncommon thyroid cancer (TC), rarely found in hyperfunctioning goiter. Case Report We present a case of a woman treated for breast carcinoma (BCA) found to have a benign hyperfunctioning nodular goiter, its likely transformation to MTC, and its treatment. Family history revealed papillary thyroid cancer in her nephew. Discussion Most TCs in hyperfunctioning nodules are differentiated carcinomas. Familial MTC or MTC in association with multiple endocrine neoplasia 2 is the expected genetic association in this case. Conclusion The association of BCA and MTC may have been coincidental, given the high prevalence of BCA in females. It could have been the result of a common genetic precursor of both tumors and/or treatment modality such as external beam radiation therapy used to treat BCA. This case highlights the importance of considering MTC as a potential diagnosis even in cases of hyperfunctioning nodular goiter. We call for consideration of calcitonin level measurement in the workup of thyroid nodules in select cases. Close follow-up of thyroid nodules, particularly in patients with another primary malignancy, is important because of possible common genotype triggers.
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Affiliation(s)
- Azra Rizwan
- Department of Medicine, Aga Khan University Hospital, Karachi, Pakistan
| | - Malik Saad
- Aga Khan University Hospital, Karachi, Pakistan
| | - Saira Fatima
- Department of Pathology and Laboratory Medicine, Aga Khan University Hospital, Karachi, Pakistan
| | - Abdullah Ameen
- Department of Diagnostic Radiology, Aga Khan University Hospital, Karachi, Pakistan
| | - Shabbir Akhter
- Department of Surgery, Aga Khan University Hospital, Karachi, Pakistan
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Lin Y, Wang S, Zhang L, Yang Q. Elucidating the relationship between breast cancer and brain cortical structure: a Mendelian randomization study. Cereb Cortex 2024; 34:bhad498. [PMID: 38112592 DOI: 10.1093/cercor/bhad498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 12/02/2023] [Accepted: 12/03/2023] [Indexed: 12/21/2023] Open
Abstract
Cancer-associated cognitive impairment is a significant challenge for individuals who have survived breast cancer, affecting their quality of life. In this study, we conducted an inaugural comprehensive Mendelian randomization analysis discerning the causal relationship between breast cancer, including its two subtypes, and the cerebral cortical structure. Our analysis indicated that estrogen receptor-negative breast cancer significantly decreased surface area (β = -593.01 mm2, 95% CI: -1134.9 to -51.1 mm2, P = 0.032). At the regional level, estrogen receptor-negative breast cancer showed a significant association with surface area and thickness in 17 cortical regions. These regions included the insula, posterior cingulate, superior frontal, precuneus, fusiform, lateral occipital, and rostral middle frontal. Specifically, estrogen receptor-negative breast cancer had a significant impact on decreasing the surface area of the insula without considering global weight (β = -14.09 mm2, 95% CI: -22.91 to -5.27 mm2, P = 0.0017). The results from meta-analysis and LD Score Regression provide support for our findings. This investigation unveils the correlations between breast cancer, its various subcategories, and the cerebral cortical structure. Notably, breast cancer of the estrogen receptor-negative variety may elicit more widespread cerebral atrophy.
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Affiliation(s)
- Yilong Lin
- Department of Breast Surgery, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian 361003, China
| | - Songsong Wang
- Department of Urology, Zhongshan Hospital Affiliated to Xiamen University, School of Medicine, Xiamen University, Xiamen 361000, China
| | - Liyi Zhang
- Department of Breast Surgery, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian 361003, China
| | - Qingmo Yang
- Department of Breast Surgery, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian 361003, China
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An J, Kwon H, Kim YJ. The Role of Blood Microbiome in the Development of Thyroid Cancer in Breast Cancer Survivors. Cancers (Basel) 2023; 15:4492. [PMID: 37760462 PMCID: PMC10526815 DOI: 10.3390/cancers15184492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 09/03/2023] [Accepted: 09/05/2023] [Indexed: 09/29/2023] Open
Abstract
Patients diagnosed with breast cancer are likely to be diagnosed with thyroid cancer as a second primary cancer. Similarly, patients with thyroid cancer are likely to develop breast cancer. In this study, we found an association between these two types of cancers in the microbiomes of patients with breast cancer. Blood samples were collected from 96 patients with breast cancer, their bacterial extracellular vesicles were isolated, and their microbiomes were analyzed. After microbiome analysis, researchers performed thyroid function tests, estrogen levels, and thyroid ultrasound results of these patients, and the relationships among these parameters were analyzed. Based on the thyroid ultrasonography results, differences in the microbiome were confirmed in the normal, cyst, nodule, and thyroid lobectomy groups. We investigated the microbiome differences between normal thyroid and thyroid cancer. In particular, the abundance of the genus Bacillus is related to estrogen levels, which could affect thyroid abnormalities and increase thyroid-stimulating hormone levels. This study explains the causes of thyroid cancer in patients with breast cancer using microbiomes and serological tests for thyroid hormones and estrogen. These can be used as basic data for preventing thyroid cancer in patients with breast cancer.
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Affiliation(s)
- Jeongshin An
- Institute of Convergence Medicine Research, Ewha Womans University Mokdong Hospital, College of Medicine, Ewha Womans University, Seoul 07985, Republic of Korea
- Department of Surgery, Ewha Womans University Mokdong Hospital, College of Medicine, Ewha Womans University, Seoul 07985, Republic of Korea
| | - Hyungju Kwon
- Department of Surgery, Ewha Womans University Mokdong Hospital, College of Medicine, Ewha Womans University, Seoul 07985, Republic of Korea
| | - Young Ju Kim
- Department of Obstetrics and Gynecology, Ewha Medical Institute, College of Medicine, Ewha Womans University, Seoul 07804, Republic of Korea
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