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Joyce JB, Grant CW, Liu D, MahmoudianDehkordi S, Kaddurah-Daouk R, Skime M, Biernacka J, Frye MA, Mayes T, Carmody T, Croarkin PE, Wang L, Weinshilboum R, Bobo WV, Trivedi MH, Athreya AP. Multi-omics driven predictions of response to acute phase combination antidepressant therapy: a machine learning approach with cross-trial replication. Transl Psychiatry 2021; 11:513. [PMID: 34620827 PMCID: PMC8497535 DOI: 10.1038/s41398-021-01632-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 09/06/2021] [Accepted: 09/20/2021] [Indexed: 12/21/2022] Open
Abstract
Combination antidepressant pharmacotherapies are frequently used to treat major depressive disorder (MDD). However, there is no evidence that machine learning approaches combining multi-omics measures (e.g., genomics and plasma metabolomics) can achieve clinically meaningful predictions of outcomes to combination pharmacotherapy. This study examined data from 264 MDD outpatients treated with citalopram or escitalopram in the Mayo Clinic Pharmacogenomics Research Network Antidepressant Medication Pharmacogenomic Study (PGRN-AMPS) and 111 MDD outpatients treated with combination pharmacotherapies in the Combined Medications to Enhance Outcomes of Antidepressant Therapy (CO-MED) study to predict response to combination antidepressant therapies. To assess whether metabolomics with functionally validated single-nucleotide polymorphisms (SNPs) improves predictability over metabolomics alone, models were trained/tested with and without SNPs. Models trained with PGRN-AMPS' and CO-MED's escitalopram/citalopram patients predicted response in CO-MED's combination pharmacotherapy patients with accuracies of 76.6% (p < 0.01; AUC: 0.85) without and 77.5% (p < 0.01; AUC: 0.86) with SNPs. Then, models trained solely with PGRN-AMPS' escitalopram/citalopram patients predicted response in CO-MED's combination pharmacotherapy patients with accuracies of 75.3% (p < 0.05; AUC: 0.84) without and 77.5% (p < 0.01; AUC: 0.86) with SNPs, demonstrating cross-trial replication of predictions. Plasma hydroxylated sphingomyelins were prominent predictors of treatment outcomes. To explore the relationship between SNPs and hydroxylated sphingomyelins, we conducted multi-omics integration network analysis. Sphingomyelins clustered with SNPs and metabolites related to monoamine neurotransmission, suggesting a potential functional relationship. These results suggest that integrating specific metabolites and SNPs achieves accurate predictions of treatment response across classes of antidepressants. Finally, these results motivate functional investigation into how sphingomyelins might influence MDD pathophysiology, antidepressant response, or both.
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Affiliation(s)
- Jeremiah B. Joyce
- grid.66875.3a0000 0004 0459 167XDepartment of Psychiatry and Psychology, Mayo Clinic, Rochester, MN USA
| | - Caroline W. Grant
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - Duan Liu
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - Siamak MahmoudianDehkordi
- grid.26009.3d0000 0004 1936 7961Department of Psychiatry and Behavioral Sciences, Department of Medicine, Duke Institute for Brain Sciences, Duke University, Durham, NC USA
| | - Rima Kaddurah-Daouk
- grid.26009.3d0000 0004 1936 7961Department of Psychiatry and Behavioral Sciences, Department of Medicine, Duke Institute for Brain Sciences, Duke University, Durham, NC USA
| | - Michelle Skime
- grid.66875.3a0000 0004 0459 167XDepartment of Psychiatry and Psychology, Mayo Clinic, Rochester, MN USA
| | - Joanna Biernacka
- grid.66875.3a0000 0004 0459 167XDepartment of Quantitative Health Sciences, Mayo Clinic, Rochester, MN USA
| | - Mark A. Frye
- grid.66875.3a0000 0004 0459 167XDepartment of Psychiatry and Psychology, Mayo Clinic, Rochester, MN USA
| | - Taryn Mayes
- grid.267313.20000 0000 9482 7121Peter O’Donnell Jr. Brain Institute and The Department of Psychiatry at the University of Texas Southwestern Medical Center, Dallas, TX USA
| | - Thomas Carmody
- grid.267313.20000 0000 9482 7121Department of Population and Data Sciences at the University of Texas Southwestern Medical Center in Dallas, Dallas, TX USA
| | - Paul E. Croarkin
- grid.66875.3a0000 0004 0459 167XDepartment of Psychiatry and Psychology, Mayo Clinic, Rochester, MN USA
| | - Liewei Wang
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - Richard Weinshilboum
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
| | - William V. Bobo
- grid.417467.70000 0004 0443 9942Department of Psychiatry and Psychology, Mayo Clinic, Jacksonville, FL USA
| | - Madhukar H. Trivedi
- grid.267313.20000 0000 9482 7121Peter O’Donnell Jr. Brain Institute and The Department of Psychiatry at the University of Texas Southwestern Medical Center, Dallas, TX USA
| | - Arjun P. Athreya
- grid.66875.3a0000 0004 0459 167XDepartment of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN USA
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Bali V, Kamble PS, Aparasu RR. Cardiovascular Safety of Concomitant Use of Atypical Antipsychotics and Long-Acting Stimulants in Children and Adolescents With ADHD. J Atten Disord 2019; 23:163-172. [PMID: 26494504 DOI: 10.1177/1087054715608443] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE This study examined cardiovascular safety of concomitant use of long-acting stimulants (LAS) and atypical antipsychotics (AAP) in children and adolescents with Attention Deficit Hyperactivity Disorder (ADHD). METHOD The study used 2004-2007 IMS LifeLink™ claims data involving 6- to 16-year-old children with ADHD and at least one LAS prescription from July 2004 to December 2006. Time-dependent Cox regression analysis was performed to evaluate the risk of cardiovascular disease (CVD) events due to concomitant use of LAS and AAP. RESULTS The analytical cohort consisted of 37,903 children: 538 (1.9%) used LAS and AAP concurrently and the rest used LAS monotherapy. Time-dependent Cox regression analysis revealed no difference in CVD risk among concomitant users of LAS and AAP (hazard ratio = 1.19; 95% confidence interval = [0.60, 2.53]) when compared with users of LAS monotherapy. CONCLUSION Concomitant use of LAS and AAP was not associated with risk of CVD events in ADHD patients when compared with LAS monotherapy.
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Affiliation(s)
- Vishal Bali
- 1 Health Advocate, Westlake Village, CA, USA
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Solem CT, Shelbaya A, Wan Y, Deshpande CG, Alvir J, Pappadopulos E. Analysis of treatment patterns and persistence on branded and generic medications in major depressive disorder using retrospective claims data. Neuropsychiatr Dis Treat 2016; 12:2755-2764. [PMID: 27822048 PMCID: PMC5087821 DOI: 10.2147/ndt.s115094] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND In major depressive disorder (MDD), treatment persistence is critical to optimize symptom remission, functional recovery, and health care costs. Desvenlafaxine tends to have fewer drug interactions and better tolerability than other MDD drugs; however, its use has not been assessed in the real world. OBJECTIVE The aim of the present study is to compare medication persistence and concomitant MDD drug use with branded desvenlafaxine (Pristiq®) compared with antidepressant drug groups classified as 1) branded selective serotonin reuptake inhibitors (SSRIs; ie, escitalopram [Lexapro™]) and selective serotonin-norepinephrine reuptake inhibitors (SNRIs; ie, venlafaxine [Effexor®], duloxetine [Cymbalta®]) and 2) generic SSRIs/SNRIs (ie, escitalopram, citalopram, venlafaxine, fluvoxamine, fluoxetine, sertraline, paroxetine, and duloxetine). PATIENTS AND METHODS MDD patients (ICD-9-CM codes 296.2, 296.3), with ≥2 prescription fills for study drugs and 12-month preindex continuous enrollment from the MarketScan Commercial Claims and Encounters Database (2009-2013), were included. Time-to-treatment discontinuation (prescription gap ≥45 days) was assessed using the Kaplan-Meier curve and Cox model. Concomitant MDD drug use was compared. RESULTS Of the 273,514 patients included, 14,379 patients were initiated with branded desvenlafaxine, 50,937 patients with other branded SSRIs/SNRIs, and 208,198 patients with generic SSRIs/SNRIs. The number of weeks for treatment discontinuation for branded desvenlafaxine were longer (40.7 [95% CI: 39.3, 42.0]) compared with other branded SSRIs/SNRIs (28.9 [95% CI: 28.4, 29.1]) and generic SSRIs/SNRIs (33.4 [95% CI: 33.1, 33.7]). Adjusting for baseline characteristics, patients who were prescribed with other branded SSRIs/SNRIs were 31% and generic SSRIs/SNRIs were 11% more likely to discontinue treatment compared with branded desvenlafaxine. In sensitivity analysis, the risk of discontinuation was within 10% of branded desvenlafaxine for branded duloxetine, generic escitalopram, and generic venlafaxine. Concomitant MDD drug use was higher among branded desvenlafaxine patients (43.8%) compared with other branded SSRIs/SNRIs (39.8%) and generic SSRIs/SNRIs (36.4%). CONCLUSION MDD patients on branded desvenlafaxine were more persistent with treatment compared with those on other branded or generic SSRI/SNRI therapies. Future research should include assessments of underlying factors on the treatment persistence in MDD patients.
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Affiliation(s)
- Caitlyn T Solem
- Pharmerit International, Real World Evidence/Data Analytics, Bethesda, MD
| | - Ahmed Shelbaya
- Pfizer, Inc., Global Health Outcomes, New York, NY; Epidemiology Department of Mailman's School of Public Health, Columbia University Mailman School of Public Health, New York, NY, USA
| | - Yin Wan
- Pharmerit International, Real World Evidence/Data Analytics, Bethesda, MD
| | | | - Jose Alvir
- Pfizer, Inc., Global Health Outcomes, New York, NY
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Nitzan U, Bekerman T, Becker G, Lichtenberg P, Lev-Ran S, Walter G, Maoz H, Bloch Y. Physician perception regarding side-effect profile at the onset of antidepressant treatment: a survey of Israeli psychiatrists and primary care physicians. Ann Gen Psychiatry 2016; 15:5. [PMID: 26834821 PMCID: PMC4731968 DOI: 10.1186/s12991-016-0090-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2015] [Accepted: 01/07/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND One of the major factors affecting treatment compliance and outcome in patients is the wide range of side effects (SEs) associated with antidepressants. In the present study, we aimed to assess the extent to which Israeli primary care (PC) physicians and psychiatrists discuss the SEs of selective serotonin reuptake inhibitors (SSRIs) with patients prior to the onset of treatment. METHODS A cross-sectional questionnaire survey was conducted among PC physicians (N = 123) and psychiatrists (N = 105). Questionnaires were distributed using a mixed-modality design, combining a web survey and in-person delivery of questionnaires. RESULTS A significant percentage of our respondents reported that they rarely discuss psychological (60 %) or severe (29 %) SEs of SSRIs. Nearly half (41 %) admitted to avoiding discussion of impact on suicidal ideation. Specialists were noted to discuss and evaluate SEs significantly more than residents, and Psychiatrists more than PC physicians. Specifically, psychiatrists more often discussed the possibility of sexual dysfunction (t (225) = 2.23; p < 0.05) and suicidal ideation (t (225) = 2.11; p < 0.05). CONCLUSIONS It seems that PC physicians and psychiatrists surveyed in this study do not share sufficient information regarding the SEs of SSRIs with their patients at the onset of treatment. In improving this practice, the integration of proper SE management into educational interventions has potential in enhancing compliance and improving expertise and level of care.
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Affiliation(s)
- Uri Nitzan
- Shalvata Mental Health Care Center, 13 Aliyat Hanoar St, 45100 Hod-Hasharon, Israel ; Sackler School of Medicine, Tel Aviv University, Ramat Aviv, Tel Aviv, Israel
| | - Tal Bekerman
- Sackler School of Medicine, Tel Aviv University, Ramat Aviv, Tel Aviv, Israel
| | - Gideon Becker
- Shalvata Mental Health Care Center, 13 Aliyat Hanoar St, 45100 Hod-Hasharon, Israel
| | - Pesach Lichtenberg
- Herzog Hospital, Givat Shaul, Jerusalem, Israel ; Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Shaul Lev-Ran
- Sackler School of Medicine, Tel Aviv University, Ramat Aviv, Tel Aviv, Israel ; Addiction Medicine Services, Department of Psychiatry, Sheba Medical Center, Tel-Hashomer, Ramat Gan, Tel Aviv, Israel
| | - Garry Walter
- Discipline of Psychiatry, University of Sydney, Sydney, NSW Australia ; Northern Sydney Local Health District, Sydney, Australia
| | - Hagai Maoz
- Shalvata Mental Health Care Center, 13 Aliyat Hanoar St, 45100 Hod-Hasharon, Israel ; Sackler School of Medicine, Tel Aviv University, Ramat Aviv, Tel Aviv, Israel
| | - Yuval Bloch
- Shalvata Mental Health Care Center, 13 Aliyat Hanoar St, 45100 Hod-Hasharon, Israel ; Sackler School of Medicine, Tel Aviv University, Ramat Aviv, Tel Aviv, Israel
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Bali V, Kamble PS, Aparasu RR. Predictors of concomitant use of antipsychotics and stimulants and its impact on stimulant persistence in pediatric attention deficit hyperactivity disorder. J Manag Care Spec Pharm 2015; 21:486-98. [PMID: 26011550 PMCID: PMC10397805 DOI: 10.18553/jmcp.2015.21.6.486] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Concomitant use of stimulants and atypical antipsychotics is common in pediatric attention deficit hyperactivity disorder (ADHD). However, little is known about the determinants of concomitant use and its utility in the management of pediatric ADHD. OBJECTIVES To (a) examine predictors of concomitant stimulant and atypical antipsychotic use and (b) evaluate the impact of concomitant atypical antipsychotic use on the persistence of stimulants in children and adolescents diagnosed with ADHD. METHODS The retrospective cohort study was conducted using 4 years (January 2004-December 2007) of IMS LifeLink claims data. The study population included children and adolescents aged 6-16 years with a diagnosis of ADHD and those who initiated long-acting stimulants (LAS) from July 2004 to December 2006. Patients were followed for 1 year after index stimulant use. Concomitant use was defined as the concurrent prescription for LAS and atypical antipsychotic agents with at least 14 days overlap after the index LAS claim. Persistence was measured by summing the total number of days a patient remained on the index LAS from the index prescription date with an allowable gap of no more than 30 days. Multiple logistic regression within the conceptual framework of the Andersen Behavioral Model was performed to determine the predictors of concomitant stimulant and atypical antipsychotic use. Multivariate Cox proportional hazards regression within the conceptual framework of the Andersen Behavioral Model was used to examine the impact of concomitant atypical antipsychotic use on persistence of stimulants. RESULTS The study cohort consisted of 39,981 children who initiated LAS treatment. Most (96.10%) received LAS monotherapy, and 3.90% received LAS and atypical antipsychotic concomitantly. The multiple logistic regression analysis found that gender, health insurance, region, year of cohort entry, season, physician specialty, coexisting mental health conditions, and general mental health status influenced the concomitant use of LAS and atypical antipsychotic agents. Bivariate analyses revealed that concomitant users had longer persistence (by 71 days) than the stimulant-alone users. Cox proportional hazards regression revealed that concomitant atypical antipsychotic was associated with improvement in LAS persistence by 15% (HR = 0.85, 95% CI = 0.76-0.94) in comparison with the LAS recipients who did not use atypical antipsychotic concomitantly. Other factors such as age, region, season, coexisting mental health conditions, use of comedications, and general mental health status influenced the LAS treatment persistence among children and adolescents. CONCLUSIONS Various predisposing, enabling, and need factors were associated with the concomitant stimulant and atypical antipsychotic use. Concomitant use of atypical antipsychotics was associated with improved LAS treatment persistence in children and adolescents with ADHD.
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Affiliation(s)
- Vishal Bali
- University of Houston College of Pharmacy, 1441 Moursund St., Houston, TX 77030.
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History, background, concepts and current use of comedication and polypharmacy in psychiatry. Int J Neuropsychopharmacol 2014; 17:983-96. [PMID: 24044761 DOI: 10.1017/s1461145713000837] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Based on a careful literature search a review is presented of the history, background, concepts and current use of comedication and polypharmacy in psychiatry. The pros and cons of comedication and polypharmacy are presented, as well as their apparent increase in recent times. Possible reasons for the increase of comedication/polypharmacy are described. Both the potential advantages as well as the potential risks are discussed. The one sided view that all comedication/polypharmacy is nothing but problematic is questioned. Comedication/polypharmacy seems to be, among others, the current answer to the well-known limited efficacy and effectiveness of current monotherapy treatment strategies.
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The strategy of combining antidepressants in the treatment of major depression: clinical experience in spanish outpatients. DEPRESSION RESEARCH AND TREATMENT 2011; 2011:140194. [PMID: 21738865 PMCID: PMC3124138 DOI: 10.1155/2011/140194] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 01/22/2011] [Revised: 04/03/2011] [Accepted: 04/14/2011] [Indexed: 11/18/2022]
Abstract
Introduction. The combination of antidepressants is a useful tool in the treatment of major depression, especially in cases where there is a partial response to antidepressant monotherapy. However, the use of this strategy is a matter of controversy, and its frequency of use in clinical practice is not clear. The aim of our study is to assess the use of antidepressants combination in Spain by reviewing three databases used between 1997 and 2001. Methods. Databases pertain to patients who are study subjects of major depression treatment. These databases are a result of studies performed in Spain and in which 550 psychiatrists participated. The total studied sample was comprised of N = 2, 842 patients, aged over 18, fitting DSM-IV criteria for Major Depressive Episode. The percentage of patients who received more than one antidepressant and the types of combinations used was described. Subsequently, a comparative study between the group which received a combination of antidepressants (N = 64) and the group which received antidepressant monotherapy (N = 775) was performed. Results. 27.1% of patients were on antidepressive monotherapy treatment, and 2.2% were on combination therapy. In the comparison of patients on combination therapy and monotherapy, there were significant differences only in episode duration (P = 0.001). The most frequent combinations are SSRIs and tricyclic antidepressants. The active principle most widely combined is fluoxetine. Conclusions. The prevalence of use of antidepressant combination therapy is 2.2% of the global sample and 8.3% of treated patients. Other than duration of the depressive episode, no clinical characteristics exclusive to patients who received combination rather than monotherapy were found. Our study found that the most frequent combination is SSRIs + TCAs, also being the most studied.
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Barak Y. Co-prescription of antidepressants with other psychotropics: Distinct profile of escitalopram. Int J Psychiatry Clin Pract 2008; 12:31-5. [PMID: 24916494 DOI: 10.1080/13651500701419701] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Objective. Recent meta-analyses have argued that there are no clinically significant differences between various selective serotonin reuptake inhibitors (SSRIs) or between SSRIs and other antidepressants. Analysis of large-scale national prescription databases may offer a unique opportunity to see whether this premise holds true in actual practice. National databases however, should be viewed with caution as they reveal only limited information about efficacy and tolerability. Methods. The number of antidepressants prescribed annually (October 2004 to September 2005), as well as the class of drug and the use of any additional psychotropics were obtained from the Israeli subsidiary of Intercontinental Marketing Services (IMS) Health. Results. During the 12-month study period there were 2,107,763 prescriptions of antidepressants reported by IMS in Israel. Compared to other drug classes, the SSRIs were used significantly more often as a sole therapy (chi-square=1343, df=3, P<0.0001). Of the SSRIs, escitalopram was the most frequently prescribed (79%) as monotherapy, followed by fluoxetine with 72% and <70% for the other SSRIs. The most frequently prescribed additional psychotropic was a benzodiazepine, in the range of 38 to nearly 50%. Conclusion. Antidepressants vary significantly in their use as a single ("monotherapy") drug. The use of additional psychotropics could reflect either the presence of symptoms not well covered by a particular antidepressant or for addressing side effects particular to a certain class of antidepressants.The premise that all SSRIs are equal is not reflected in this current examination.
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Affiliation(s)
- Yoram Barak
- Abarbanel Mental Health Center and the Sackler Faculty of Medicine, Tel-Aviv University, Israel
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Rojo JE, Ros S, Agüera L, de la Gándara J, de Pedro JM. Combined antidepressants: clinical experience. Acta Psychiatr Scand Suppl 2006:25-31, 36. [PMID: 16307617 DOI: 10.1111/j.1600-0447.2005.00677.x] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
OBJECTIVE To review the current literature on the use of combinations of antidepressive agents. METHOD Literature searches were undertaken and reviewed on the use of combinations of antidepressants. RESULTS Data sources included surveys, analyses of prescription records, decision algorithms, clinical reports, and studies comparing the monotherapy with combination therapy. More recent surveys recommend combining different selective serotonin reuptake inhibitors (SSRIs), an SSRI plus bupropion or dual action antidepressants plus an SSRI. Decision algorithms recommend an SSRI plus tricyclic antidepressant (TCA) and more recently bupropion plus venlafaxine or mirtazapine. Few controlled clinical trials comparing the combined therapy with monotherapy have been conducted. Beneficial effects have been reported with combinations of TCAs plus mianserin or SSRIs plus mirtazapine. CONCLUSION Adding or combining antidepressant medications has advantages for the speed of onset and maintaining the existing response. More rigorous clinical trials comparing combination therapy with monotherapy and for the development of rational treatment guidelines are required.
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Affiliation(s)
- J E Rojo
- Hospital Universitàri de Bellvitge, L'Hospitalet de Llobregat, Madrid, Spain.
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