A Prospectively Validated Nomogram for Predicting the Risk of PHQ-9 Score ≥15 in Patients With Erectile Dysfunction: A Multi-Center Study

Background Although erectile dysfunction (ED) often occurs simultaneously with depression, not all patients with ED suffer major depression (MD), with a PHQ-9 score ≥15 indicating MD. Because the PHQ-9 questionnaire includes phrases such as “I think I am a loser” and “I want to commit suicide,” the...

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Published inFrontiers in public health Vol. 10; p. 836898
Main Authors Zheng, Yu, Gao, Ming, Hou, Guangdong, Hou, Niuniu, Feng, Xiao, Jannini, Tommaso B., Wei, Di, Zheng, Wanxiang, Zhang, Lei, Dun, Xinlong, Zhang, Geng, Wang, Fuli, Meng, Ping, Jannini, Emmanuele A., Yuan, Jianlin
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LanguageEnglish
Published Frontiers Media S.A 17.06.2022
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Abstract Background Although erectile dysfunction (ED) often occurs simultaneously with depression, not all patients with ED suffer major depression (MD), with a PHQ-9 score ≥15 indicating MD. Because the PHQ-9 questionnaire includes phrases such as “I think I am a loser” and “I want to commit suicide,” the psychological burdens of ED patients are likely to increase inevitably after using the PHQ-9, which, in turn, may affect ED therapeutic effects. Accordingly, we endeavored to develop a nomogram to predict individual risk of PHQ-9 score ≥15 in these patients. Methods The data of 1,142 patients with ED diagnosed in Xijing Hospital and Northwest Women and Children's Hospital from January 2017 to May 2020 were analyzed. While the Least Absolute Shrinkage and Selection Operator regression was employed to screen PHQ-9 score ≥15 related risk factors, multivariate logistic regression analysis was performed to verify these factors and construct the nomogram. The training cohort and an independent cohort that comprised 877 prospectively enrolled patients were used to demonstrate the efficacy of the nomogram. Results The IIEF-5 score, PEDT score, physical pain score, frequent urination, and feeling of endless urination were found to be independent factors of PHQ-9 score ≥15 in patients with ED. The nomogram developed by these five factors showed good calibration and discrimination in internal and external validation, with a predictive accuracy of 0.757 and 0.722, respectively. The sensitivity and specificity of the nomogram in the training cohort were 0.86 and 0.52, respectively. Besides, the sensitivity and specificity of the nomogram in the validation cohort were 0.73 and 0.62, respectively. Moreover, based on the nomogram, the sample was divided into low-risk and high-risk groups. Conclusion This study established a nomogram to predict individual risk of PHQ-9 score ≥15 in patients with ED. It is deemed that the nomogram may be employed initially to avoid those with a low risk of MD completing questionnaires unnecessarily.
AbstractList Background Although erectile dysfunction (ED) often occurs simultaneously with depression, not all patients with ED suffer major depression (MD), with a PHQ-9 score ≥15 indicating MD. Because the PHQ-9 questionnaire includes phrases such as “I think I am a loser” and “I want to commit suicide,” the psychological burdens of ED patients are likely to increase inevitably after using the PHQ-9, which, in turn, may affect ED therapeutic effects. Accordingly, we endeavored to develop a nomogram to predict individual risk of PHQ-9 score ≥15 in these patients. Methods The data of 1,142 patients with ED diagnosed in Xijing Hospital and Northwest Women and Children's Hospital from January 2017 to May 2020 were analyzed. While the Least Absolute Shrinkage and Selection Operator regression was employed to screen PHQ-9 score ≥15 related risk factors, multivariate logistic regression analysis was performed to verify these factors and construct the nomogram. The training cohort and an independent cohort that comprised 877 prospectively enrolled patients were used to demonstrate the efficacy of the nomogram. Results The IIEF-5 score, PEDT score, physical pain score, frequent urination, and feeling of endless urination were found to be independent factors of PHQ-9 score ≥15 in patients with ED. The nomogram developed by these five factors showed good calibration and discrimination in internal and external validation, with a predictive accuracy of 0.757 and 0.722, respectively. The sensitivity and specificity of the nomogram in the training cohort were 0.86 and 0.52, respectively. Besides, the sensitivity and specificity of the nomogram in the validation cohort were 0.73 and 0.62, respectively. Moreover, based on the nomogram, the sample was divided into low-risk and high-risk groups. Conclusion This study established a nomogram to predict individual risk of PHQ-9 score ≥15 in patients with ED. It is deemed that the nomogram may be employed initially to avoid those with a low risk of MD completing questionnaires unnecessarily.
BackgroundAlthough erectile dysfunction (ED) often occurs simultaneously with depression, not all patients with ED suffer major depression (MD), with a PHQ-9 score ≥15 indicating MD. Because the PHQ-9 questionnaire includes phrases such as “I think I am a loser” and “I want to commit suicide,” the psychological burdens of ED patients are likely to increase inevitably after using the PHQ-9, which, in turn, may affect ED therapeutic effects. Accordingly, we endeavored to develop a nomogram to predict individual risk of PHQ-9 score ≥15 in these patients.MethodsThe data of 1,142 patients with ED diagnosed in Xijing Hospital and Northwest Women and Children's Hospital from January 2017 to May 2020 were analyzed. While the Least Absolute Shrinkage and Selection Operator regression was employed to screen PHQ-9 score ≥15 related risk factors, multivariate logistic regression analysis was performed to verify these factors and construct the nomogram. The training cohort and an independent cohort that comprised 877 prospectively enrolled patients were used to demonstrate the efficacy of the nomogram.ResultsThe IIEF-5 score, PEDT score, physical pain score, frequent urination, and feeling of endless urination were found to be independent factors of PHQ-9 score ≥15 in patients with ED. The nomogram developed by these five factors showed good calibration and discrimination in internal and external validation, with a predictive accuracy of 0.757 and 0.722, respectively. The sensitivity and specificity of the nomogram in the training cohort were 0.86 and 0.52, respectively. Besides, the sensitivity and specificity of the nomogram in the validation cohort were 0.73 and 0.62, respectively. Moreover, based on the nomogram, the sample was divided into low-risk and high-risk groups.ConclusionThis study established a nomogram to predict individual risk of PHQ-9 score ≥15 in patients with ED. It is deemed that the nomogram may be employed initially to avoid those with a low risk of MD completing questionnaires unnecessarily.
Author Hou, Guangdong
Gao, Ming
Wang, Fuli
Hou, Niuniu
Wei, Di
Yuan, Jianlin
Zhang, Lei
Meng, Ping
Zheng, Wanxiang
Zhang, Geng
Feng, Xiao
Zheng, Yu
Dun, Xinlong
Jannini, Tommaso B.
Jannini, Emmanuele A.
AuthorAffiliation 1 Department of Urology, Xijing Hospital, Air Force Medical University , Xi'an , China
3 Medical Innovation Center, Air Force Medical University , Xi'an , China
2 Department of Anatomy, Histology and Embryology, Air Force Medical University , Xi'an , China
6 Department of Systems Medicine, University of Rome Tor Vergata , Rome , Italy
5 Department of General Surgery, Eastern Theater Air Force Hospital of PLA , Nanjing , China
4 Department of Andrology, Xi'an Daxing Hospital, Shaanxi University of Chinese Medicine , Xi'an , China
AuthorAffiliation_xml – name: 3 Medical Innovation Center, Air Force Medical University , Xi'an , China
– name: 6 Department of Systems Medicine, University of Rome Tor Vergata , Rome , Italy
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– name: 1 Department of Urology, Xijing Hospital, Air Force Medical University , Xi'an , China
– name: 5 Department of General Surgery, Eastern Theater Air Force Hospital of PLA , Nanjing , China
– name: 2 Department of Anatomy, Histology and Embryology, Air Force Medical University , Xi'an , China
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Cites_doi 10.1016/j.comppsych.2015.03.001
10.1111/ner.13388
10.1016/j.juro.2006.09.030
10.3233/JRS-210023
10.1016/j.jsxm.2021.01.187
10.2147/NDT.S136448
10.1016/j.juro.2008.03.055
10.1001/jamasurg.2018.5249
10.1016/j.eururo.2021.06.007
10.1097/JCP.0b013e3181a5233f
10.1111/j.1464-410X.2009.08370.x
10.1016/j.jsxm.2018.05.016
10.1007/s11606-009-0956-2
10.1002/sim.3841
10.1001/archpsyc.65.11.1275
10.1016/j.jad.2019.05.065
10.1111/jsm.12612
10.1038/mp.2009.91
10.1111/jsm.12524
10.1136/bmj.l1476
10.1016/j.urology.2007.06.1117
10.3909/riu0658
10.1111/jsm.12315
10.1111/j.1743-6109.2007.00630.x
10.1111/j.1743-6109.2008.01034.x
10.2174/1570159X19666210517150418
10.3109/13685538.2010.512374
10.1097/01.ju.0000125198.32936.38
10.1016/S0140-6736(12)60520-0
10.1148/radiology.143.1.7063747
10.1016/j.esxm.2016.10.001
10.18637/jss.v033.i01
10.1016/j.jad.2017.08.060
10.5694/mja2.50167
10.1097/JCP.0b013e31819c76e9
10.1038/s41585-020-00417-1
10.1111/j.1464-410X.2006.06102.x
10.1176/appi.ajp.163.1.79
10.5534/wjmh.2016.34.2.89
10.1016/j.urology.2020.04.100
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Copyright Copyright © 2022 Zheng, Gao, Hou, Hou, Feng, Jannini, Wei, Zheng, Zhang, Dun, Zhang, Wang, Meng, Jannini and Yuan. 2022 Zheng, Gao, Hou, Hou, Feng, Jannini, Wei, Zheng, Zhang, Dun, Zhang, Wang, Meng, Jannini and Yuan
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Reviewed by: John W. Yuen, Hong Kong Polytechnic University, Hong Kong SAR, China; Ravi Philip Rajkumar, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), India
This article was submitted to Public Mental Health, a section of the journal Frontiers in Public Health
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References Rosen (B25) 2009; 103
Corona (B28) 2021; 18
Kuga (B32) 2017; 13
Wang (B2) 2017; 5
Friedman (B21) 2010; 33
Jannini (B3) 2022; 20
Shiri (B10) 2007; 177
Strigo (B31) 2008; 65
Liu (B11) 2018; 15
Takao (B37) 2011; 14
Rosen (B7) 2006; 163
Litman (B41) 2007; 70
Dunphy (B40) 2015; 17
Delay K (B5) 2016; 34
Zhao (B35) 2019; 256
Mcmahon (B12) 2019; 210
Serefoglu (B17) 2014; 11
Levis (B16) 2019; 365
Salonia (B1) 2021; 80
Chen (B22) 2019; 154
Kashanian (B34) 2022; 25
Serretti (B14) 2009; 29
Healy (B30) 2022; 33
El-Den (B15) 2018; 225
Colonnello (B26) 2021; 18
Mcvary (B39) 2006; 97
Kennedy S (B4) 2009; 29
Seftel A (B9) 2004; 171
Csoka A (B29) 2008; 5
Sherbourne (B20) 2009; 24
Hanley J (B23) 1982; 143
B6
Jiang (B8) 2020; 142
Shamloul (B18) 2013; 381
Wong S (B38) 2009; 6
Rajkumar R (B13) 2015; 60
Laumann (B36) 2008; 180
Desquilbet (B24) 2010; 29
Norman (B33) 2010; 15
Huang (B19) 2014; 11
Jannini (B27) 2013; 10
References_xml – volume: 60
  start-page: 114
  year: 2015
  ident: B13
  article-title: Depression and anxiety in men with sexual dysfunction: a retrospective study
  publication-title: Compr Psychiatry.
  doi: 10.1016/j.comppsych.2015.03.001
  contributor:
    fullname: Rajkumar R
– volume: 25
  start-page: 202
  year: 2022
  ident: B34
  article-title: Deep brain stimulation of the subgenual cingulate cortex for the treatment of chronic low back pain
  publication-title: Neuromodulation
  doi: 10.1111/ner.13388
  contributor:
    fullname: Kashanian
– volume: 177
  start-page: 669
  year: 2007
  ident: B10
  article-title: Bidirectional relationship between depression and erectile dysfunction
  publication-title: J Urol.
  doi: 10.1016/j.juro.2006.09.030
  contributor:
    fullname: Shiri
– volume: 33
  start-page: 65
  year: 2022
  ident: B30
  article-title: Diagnostic criteria for enduring sexual dysfunction after treatment with antidepressants, finasteride and isotretinoin
  publication-title: Int J Risk Saf Med
  doi: 10.3233/JRS-210023
  contributor:
    fullname: Healy
– volume: 18
  start-page: 908
  year: 2021
  ident: B28
  article-title: Self-reported shorter than desired ejaculation latency and related distress-prevalence and clinical correlates: results from the European male ageing study
  publication-title: J Sex Med.
  doi: 10.1016/j.jsxm.2021.01.187
  contributor:
    fullname: Corona
– volume: 13
  start-page: 2115
  year: 2017
  ident: B32
  article-title: An observational study of duloxetine versus SSRI monotherapy in Japanese patients with major depressive disorder: subgroup analyses of treatment effectiveness for pain, depressive symptoms, and quality of life
  publication-title: Neuropsychiatr Dis Treat.
  doi: 10.2147/NDT.S136448
  contributor:
    fullname: Kuga
– volume: 180
  start-page: 233
  year: 2008
  ident: B36
  article-title: Lower urinary tract symptoms are associated with depressive symptoms in white, black and Hispanic men in the United States
  publication-title: J Urol.
  doi: 10.1016/j.juro.2008.03.055
  contributor:
    fullname: Laumann
– volume: 154
  start-page: e185249
  year: 2019
  ident: B22
  article-title: Association of the collagen signature in the tumor microenvironment with lymph node metastasis in early gastric cancer
  publication-title: JAMA Surg.
  doi: 10.1001/jamasurg.2018.5249
  contributor:
    fullname: Chen
– volume: 80
  start-page: 333
  year: 2021
  ident: B1
  article-title: European Association of Urology guidelines on sexual and reproductive health-2021 update: male sexual dysfunction
  publication-title: Eur Urol.
  doi: 10.1016/j.eururo.2021.06.007
  contributor:
    fullname: Salonia
– volume: 29
  start-page: 259
  year: 2009
  ident: B14
  article-title: Treatment-emergent sexual dysfunction related to antidepressants: a meta-analysis
  publication-title: J Clin Psychopharmacol.
  doi: 10.1097/JCP.0b013e3181a5233f
  contributor:
    fullname: Serretti
– volume: 103
  start-page: 42
  year: 2009
  ident: B25
  article-title: Lower urinary tract symptoms and sexual health: the role of gender, lifestyle and medical comorbidities
  publication-title: BJU Int.
  doi: 10.1111/j.1464-410X.2009.08370.x
  contributor:
    fullname: Rosen
– volume: 15
  start-page: 1073
  year: 2018
  ident: B11
  article-title: Erectile dysfunction and depression: a systematic review and meta-analysis
  publication-title: J Sex Med.
  doi: 10.1016/j.jsxm.2018.05.016
  contributor:
    fullname: Liu
– volume: 24
  start-page: 620
  year: 2009
  ident: B20
  article-title: Early identification of co-occurring pain, depression and anxiety
  publication-title: J Gen Intern Med.
  doi: 10.1007/s11606-009-0956-2
  contributor:
    fullname: Sherbourne
– volume: 29
  start-page: 1037
  year: 2010
  ident: B24
  article-title: Dose-response analyses using restricted cubic spline functions in public health research
  publication-title: Stat Med.
  doi: 10.1002/sim.3841
  contributor:
    fullname: Desquilbet
– volume: 65
  start-page: 1275
  year: 2008
  ident: B31
  article-title: Association of major depressive disorder with altered functional brain response during anticipation and processing of heat pain
  publication-title: Arch Gen Psychiatry.
  doi: 10.1001/archpsyc.65.11.1275
  contributor:
    fullname: Strigo
– volume: 256
  start-page: 117
  year: 2019
  ident: B35
  article-title: Depression comorbid with hyperalgesia: Different roles of neuroinflammation induced by chronic stress and hypercortisolism
  publication-title: J Affect Disord.
  doi: 10.1016/j.jad.2019.05.065
  contributor:
    fullname: Zhao
– volume: 11
  start-page: 2232
  year: 2014
  ident: B19
  article-title: The premature ejaculation diagnostic tool (PEDT): linguistic validity of the Chinese version
  publication-title: J Sex Med.
  doi: 10.1111/jsm.12612
  contributor:
    fullname: Huang
– volume: 15
  start-page: 404
  year: 2010
  ident: B33
  article-title: Stress and IL-1beta contribute to the development of depressive-like behavior following peripheral nerve injury
  publication-title: Mol Psychiatry.
  doi: 10.1038/mp.2009.91
  contributor:
    fullname: Norman
– volume: 11
  start-page: 1423
  year: 2014
  ident: B17
  article-title: An evidence-based unified definition of lifelong and acquired premature ejaculation: report of the second International Society for Sexual Medicine Ad Hoc Committee for the Definition of Premature Ejaculation
  publication-title: J Sex Med.
  doi: 10.1111/jsm.12524
  contributor:
    fullname: Serefoglu
– volume: 365
  start-page: l1476
  year: 2019
  ident: B16
  article-title: Accuracy of Patient Health Questionnaire-9 (PHQ-9) for screening to detect major depression: individual participant data meta-analysis
  publication-title: BMJ
  doi: 10.1136/bmj.l1476
  contributor:
    fullname: Levis
– volume: 70
  start-page: 916
  year: 2007
  ident: B41
  article-title: Relationship of lifestyle and clinical factors to lower urinary tract symptoms: results from Boston Area Community Health survey
  publication-title: Urology.
  doi: 10.1016/j.urology.2007.06.1117
  contributor:
    fullname: Litman
– volume: 17
  start-page: 51
  year: 2015
  ident: B40
  article-title: Relationship between depression and lower urinary tract symptoms secondary to benign prostatic hyperplasia
  publication-title: Rev Urol.
  doi: 10.3909/riu0658
  contributor:
    fullname: Dunphy
– volume: 10
  start-page: 2359
  year: 2013
  ident: B27
  article-title: Which is first? The controversial issue of precedence in the treatment of male sexual dysfunctions
  publication-title: J Sex Med.
  doi: 10.1111/jsm.12315
  contributor:
    fullname: Jannini
– volume: 5
  start-page: 227
  year: 2008
  ident: B29
  article-title: Persistent sexual dysfunction after discontinuation of selective serotonin reuptake inhibitors
  publication-title: J Sex Med.
  doi: 10.1111/j.1743-6109.2007.00630.x
  contributor:
    fullname: Csoka A
– volume: 6
  start-page: 74
  year: 2009
  ident: B38
  article-title: Sexual activity, erectile dysfunction and their correlates among 1,566 older Chinese men in Southern China
  publication-title: J Sex Med.
  doi: 10.1111/j.1743-6109.2008.01034.x
  contributor:
    fullname: Wong S
– volume: 20
  start-page: 693
  year: 2022
  ident: B3
  article-title: Off-label uses of selective serotonin reuptake inhibitors (SSRIs)
  publication-title: Curr Neuropharmacol
  doi: 10.2174/1570159X19666210517150418
  contributor:
    fullname: Jannini
– volume: 14
  start-page: 110
  year: 2011
  ident: B37
  article-title: Lower urinary tract symptoms and erectile dysfunction associated with depression among Japanese patients with late-onset hypogonadism symptoms
  publication-title: Aging Male.
  doi: 10.3109/13685538.2010.512374
  contributor:
    fullname: Takao
– volume: 171
  start-page: 2341
  year: 2004
  ident: B9
  article-title: The prevalence of hypertension, hyperlipidemia, diabetes mellitus and depression in men with erectile dysfunction
  publication-title: J Urol.
  doi: 10.1097/01.ju.0000125198.32936.38
  contributor:
    fullname: Seftel A
– volume: 381
  start-page: 153
  year: 2013
  ident: B18
  article-title: Erectile dysfunction
  publication-title: Lancet.
  doi: 10.1016/S0140-6736(12)60520-0
  contributor:
    fullname: Shamloul
– volume: 143
  start-page: 29
  year: 1982
  ident: B23
  article-title: The meaning and use of the area under a receiver operating characteristic (ROC) curve
  publication-title: Radiology.
  doi: 10.1148/radiology.143.1.7063747
  contributor:
    fullname: Hanley J
– volume: 5
  start-page: e19
  year: 2017
  ident: B2
  article-title: Meta-analysis of prevalence of erectile dysfunction in Mainland China: evidence based on epidemiological surveys
  publication-title: Sex Med.
  doi: 10.1016/j.esxm.2016.10.001
  contributor:
    fullname: Wang
– ident: B6
– volume: 33
  start-page: 1
  year: 2010
  ident: B21
  article-title: Regularization paths for generalized linear models via coordinate descent
  publication-title: J Stat Softw
  doi: 10.18637/jss.v033.i01
  contributor:
    fullname: Friedman
– volume: 225
  start-page: 503
  year: 2018
  ident: B15
  article-title: The psychometric properties of depression screening tools in primary healthcare settings: a systematic review
  publication-title: J Affect Disord
  doi: 10.1016/j.jad.2017.08.060
  contributor:
    fullname: El-Den
– volume: 210
  start-page: 469
  year: 2019
  ident: B12
  article-title: Current diagnosis and management of erectile dysfunction
  publication-title: Med J Aust.
  doi: 10.5694/mja2.50167
  contributor:
    fullname: Mcmahon
– volume: 29
  start-page: 157
  year: 2009
  ident: B4
  article-title: Sexual dysfunction, depression, and the impact of antidepressants
  publication-title: J Clin Psychopharmacol.
  doi: 10.1097/JCP.0b013e31819c76e9
  contributor:
    fullname: Kennedy S
– volume: 18
  start-page: 115
  year: 2021
  ident: B26
  article-title: Redefining a sexual medicine paradigm: subclinical premature ejaculation as a new taxonomic entity
  publication-title: Nat Rev Urol.
  doi: 10.1038/s41585-020-00417-1
  contributor:
    fullname: Colonnello
– volume: 97
  start-page: 23
  year: 2006
  ident: B39
  article-title: Lower urinary tract symptoms and sexual dysfunction: epidemiology and pathophysiology
  publication-title: BJU Int
  doi: 10.1111/j.1464-410X.2006.06102.x
  contributor:
    fullname: Mcvary
– volume: 163
  start-page: 79
  year: 2006
  ident: B7
  article-title: Efficacy and tolerability of vardenafil in men with mild depression and erectile dysfunction: the depression-related improvement with vardenafil for erectile response study
  publication-title: Am J Psychiatry.
  doi: 10.1176/appi.ajp.163.1.79
  contributor:
    fullname: Rosen
– volume: 34
  start-page: 89
  year: 2016
  ident: B5
  article-title: Modifying risk factors in the management of erectile dysfunction: a review
  publication-title: World J Mens Health
  doi: 10.5534/wjmh.2016.34.2.89
  contributor:
    fullname: Delay K
– volume: 142
  start-page: 133
  year: 2020
  ident: B8
  article-title: Is it all in my head? Self-reported psychogenic erectile dysfunction and depression are common among young men seeking advice on social media
  publication-title: Urology.
  doi: 10.1016/j.urology.2020.04.100
  contributor:
    fullname: Jiang
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Snippet Background Although erectile dysfunction (ED) often occurs simultaneously with depression, not all patients with ED suffer major depression (MD), with a PHQ-9...
BackgroundAlthough erectile dysfunction (ED) often occurs simultaneously with depression, not all patients with ED suffer major depression (MD), with a PHQ-9...
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SubjectTerms erectile dysfunction
major depression
nomogram
prognostic factor
Public Health
risk factor
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Title A Prospectively Validated Nomogram for Predicting the Risk of PHQ-9 Score ≥15 in Patients With Erectile Dysfunction: A Multi-Center Study
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https://pubmed.ncbi.nlm.nih.gov/PMC9247334
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Volume 10
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