A recent systematic review concluded that early intervention services for early-phase psychosis are superior to treatment as usual (
1). These robust findings were also seen in the Danish OPUS trial, which was one of the first trials in the world to investigate early intervention services for first-episode psychosis in the schizophrenia spectrum. Treatment in OPUS consists of modified assertive treatment including family involvement and social skills training provided by a multidisciplinary team of psychiatrists, psychologists, nurses, social workers, physiotherapists, and vocational therapists (
2,
3). OPUS treatment showed significant effects in a range of areas, including psychotic and negative symptoms, everyday functioning, and substance abuse, among other measures, compared with treatment as usual (
3). These findings led to the implementation of integrated services such as OPUS treatment in many countries around the world (
4). Implementation in Denmark was facilitated by training courses and treatment manuals and by national grants specifically allocated for regional implementation (
5). A high level of support is continuously provided through a national network of OPUS centers, as well as annual meetings (
5).
It has been debated whether the consistent significant advantage of early intervention services at the end of a trial can be generalized to patients in daily, real-world routine practice conditions not captured in randomized trials (
1). Patients in phase 3 trials may have been carefully selected and randomized to avoid the influence of confounding variables, and patients with certain characteristics may have been excluded (
6). Moreover, in trials there is a rigorous attention to program fidelity, such as maintaining a low caseload, and the patients and personnel may be more motivated during a trial compared with those in real-world daily clinical practice (
6,
7).
A.L. Cochrane pioneered the design of modern randomized trials, and he understood well the limitations of this methodology, highlighting that the relevance of the results of trials depends on external validity and generalizability to patients in daily clinical practice settings (
8,
9). However, historically, the potential gap between randomized trials and routine practice has been neglected, both in medical science and in the field of psychiatric psychosocial interventions (
9). Today in medical science, there is an increasing number of publications of real-world studies of pharmaceutics, referred to as phase 4 studies or postimplementation studies, where the efficacy of the intervention in the trial is compared with the effectiveness of the intervention in a real-life setting (
10). This approach has several benefits, including detection of rare side effects and the possibility of testing whether a medication is still effective when provided outside the constraints of a randomized trial. For instance, for safety or other reasons, many trials include only a fraction of the types of patients who would eventually receive the medication (
11).
Unfortunately, we do not see the same trend within the field of psychosocial interventions, and, to our knowledge, no one has investigated whether the effectiveness of early intervention services in a real-world daily routine clinical practice is comparable to the efficacy seen in randomized trials. Early invention services for psychosis are, by definition, a complex psychosocial intervention, and, once implemented, they may not be delivered with the same rigorous attention to program fidelity, low caseload, motivation, and so on, as they had in the controlled environment of a randomized trial (
12). For these reasons, early intervention services may not be as efficient in daily routine practice as in the randomized trials. Establishing whether the effects of early intervention services such as OPUS are still effective once implemented could help identify the need to tighten treatment protocols or to develop these protocols even further. In times of health care cost cuts around the world, it is also of utmost importance to conduct phase 4 or real-world studies of early intervention services for psychosis and to document effectiveness in routine practice settings (
1).
Our aim in this study was to compare the prognosis of patients who received OPUS treatment after it was implemented nationally in Denmark as first-choice treatment for first-episode psychosis with that of patients who participated in the original randomized trial and received either the OPUS intervention or the usual-treatment control condition. For all outcomes, we hypothesized a priori that the OPUS intervention in the trial would be superior to the OPUS intervention as implemented in the real world, and that the control group in the trial would have the poorest prognosis of the three groups.
Methods
We combined data from the original Danish OPUS trial with data from the nationwide Danish registers (
3).
Populations
We included the 547 original participants in the OPUS trial (1998–2001), of whom 275 were originally randomized to OPUS treatment (henceforth “OPUS-RCT”) and 272 to standard treatment (henceforth “control-RCT”). We further included 3,328 individuals identified in the Psychiatric Central Research Register as having received OPUS treatment (henceforth “OPUS-real-world”) in one of 17 centers after OPUS was implemented nationally in 2003 and until December 31, 2014 (
13). This time frame was chosen to ensure that the population would both have time to finish OPUS treatment and have at least 2 years of follow-up in the registers. The caseload was about 1:10 in the OPUS-RCT arm, and between 1:20 and 1:30 in the control-RCT arm (
3). Caseload in OPUS-real-world is more difficult to establish, since it has not been part of a trial and likely has some variability over both time and across treatment sites. The most accurate information regarding caseload in this group is that between 2009 and 2012, it varied between 1:12 and 1:15 (
2). The duration of all three treatments was 2 years.
Outcomes
Using the Psychiatric Central Register, the following outcomes were estimated: time to first psychiatric hospitalization following end of treatment (defined as 2 × 365 days after start of treatment for all individuals), number of psychiatric hospitalizations per year after start of treatment, number of psychiatric bed days per year after start of treatment, and number of psychiatric outpatient visits per year after start of treatment. Using the National Patient Register (
14), we also estimated number of nonpsychiatric hospitalizations per year and number of nonpsychiatric bed days per year after start of treatment. Use of antipsychotic or other psychotropic medication (ATC codes N05 [psycholeptics] and N06 [psychoanaleptics]), summarized as defined daily doses per year after start of treatment, was estimated using the National Prescription Register (
15). Registered alcohol or substance use disorder per year after start of treatment was identified through a combination of registers. Within the Psychiatric Central Register and the National Patient Register, this was identified as contacts with the secondary treatment sector (inpatient or outpatient, during the OPUS trial or during postimplementation OPUS treatment) in which an ICD-10 diagnosis of F1x.x was given, or by referral to dedicated alcohol or substance use disorder treatment clinics, as registered in the National Alcohol Treatment Register or the National Substance Abuse Register. Time to death of any cause was estimated using the Danish Civil Registration System, which was updated for mortality through December 31, 2018 (
16). Time to death by suicide was estimated using the Cause of Death register, which was updated through December 31, 2017 (
17). Annual employment status, living in a couple relationship, and living with children per year after start of treatment were estimated using population registers from Statistics Denmark (
18).
Confounders
The following variables were constructed and used for confounder control, using the same registers and information as provided above: number of psychiatric bed days 2 years before start of treatment, number of nonpsychiatric bed days 2 years before start of treatment, number of redeemed prescriptions for antipsychotic or other psychotropic medication 2 years before start of treatment, registered alcohol or substance use disorder 2 years before start of treatment, income 2 years before start of treatment (standardized to 1996 levels using an annual inflation rate of 2.2%), employment status 2 years before start of treatment, and sex and age at start of treatment as identified through the Danish Civil Registration System. Diagnosis was used as a potential confounding variable, obtained either from clinical interviews in the original OPUS trial or from diagnoses listed in the Psychiatric Central Research Register. Because for the two groups in the trial there were some differences in diagnosis registered in the trial and in the registers, we reran the analyses using the register diagnoses for these groups, which had virtually no influence on the results (data not shown).
Statistical Analysis
Time-to-event data were analyzed using Cox proportional hazards regression, estimating hazard ratios, except for time to suicide, which was analyzed using Fine and Gray’s method for competing risk regression, estimating subhazard ratios (
19). For the time-to-death analyses, individuals were entered into the analyses at start of treatment (or randomization for the OPUS trial groups). For the time-to-psychiatric-admission analyses, we performed separate analyses in which individuals were entered into the analyses either at the start of treatment or 2 years after this date (since increased hospitalization the first 2 years could have been facilitated by OPUS case managers). In both cases, people were followed until the outcome or until censoring due to migration, end of registers (December 31, 2018, for psychiatric admission and all-cause mortality, and December 31, 2017, for suicide), death (for the analyses on psychiatric admission), or death from other causes (for suicide). Count data (number of bed days, hospitalizations, and prescriptions) were analyzed using negative binomial regression with the natural logarithm of number of days under observation as offset. Negative binomial regression was chosen because, after initially using Poisson regression, it was clear that the data were overdispersed. Dichotomous data (working or studying, living in a couple relationship, having children living at home, registered alcohol or substance use disorder) were analyzed using binary logistic regression. Both count data and dichotomous data were analyzed for each of the first 5 years after start of treatment (or randomization for the OPUS trial groups). We chose 5 years of follow-up because the original OPUS trial showed positive results after 5 years but no further (
20,
21). For all analyses, we estimated two models: one without any confounder adjustment, and one adjusted for all of the covariates described above. A two-sided p value <0.05 was considered statistically significant. For psychiatric admissions and antipsychotic medication, we conducted sensitivity analyses for the period ending in 2008 to assess confounding by trends unrelated to implementation of OPUS. We also conducted sensitivity analyses including time from first admission with schizophrenia to start in treatment as an indicator of duration of untreated psychosis. As this had virtually no influence on results, and because this was a suboptimal indicator, these data are not presented. All analyses were conducted in Stata/MP, version 15.1.
Ethical Considerations
Register-based studies do not require ethical approval according to Danish law. The study was approved by the Danish Data Protection Agency (VD-2018–398, I-Suite 6648). Analyses were conducted on pseudo-anonymized data, using encrypted personal identification numbers, on servers hosted at Statistics Denmark.
Results
Of the 547 people who took part in the original OPUS randomized trial, two (one in each group) had changed their personal identification number and could not be tracked in the registers. Of the remaining 545 participants, 274 (50.3%) were originally assigned to the OPUS intervention (“OPUS-RCT”), and 271 (49.7%) were assigned to what was then considered standard treatment (“control-RCT”). From the registers, we identified 3,328 people who received OPUS treatment after it was implemented (“OPUS-real-world”).
Table 1 summarizes the baseline characteristics of the three groups, indicating statistically significant differences between groups on all variables except sex and presence of alcohol or substance use disorder 2 years before start of treatment.
Table 2 presents the main results of the postimplementation study. Time to first psychiatric admission for the OPUS-RCT and control-RCT groups were identical when the analyses were started 2 years after start of treatment, but not when the analyses were started concurrently with enrollment in treatment. Compared with the OPUS-RCT group, the OPUS-real-world group had a lower probability of being psychiatrically hospitalized, regardless of time scale chosen. The absolute hospitalization rates are shown in
Figure 1.
All-cause mortality was lower in the OPUS-real-world group than in the OPUS-RCT group, although the difference was statistically significant only in the unadjusted model, and dipped below the threshold for statistical significance in the fully adjusted model (p=0.09). There were no indications of between-group differences in the rate of suicide. The cumulative incidence rates of both all-cause mortality and suicide are shown in
Figure 1.
Adjusted incidence rate ratios for use of the secondary health sector are shown in
Figure 2, and the exact numbers as well as unadjusted estimates are listed in
Table 2. Number of psychiatric bed days per year for each of the first 5 years after start of treatment was nearly identical in the OPUS-RCT and control-RCT groups. The incidence rates for psychiatric bed days, however, were much lower for the OPUS-real-world group than for the OPUS-RCT group, with adjusted incidence rate ratios usually well below 0.5. Sensitivity analyses for the period ending in 2008 showed the same results, except that the difference was not statistically significant in year 3 (data not shown). The absolute incidence rates of psychiatric bed days are shown in Figure S1 in the
online supplement. There was no consistent picture regarding nonpsychiatric bed days, with the OPUS-real-world group showing fewer bed days at some time points but not at others. The absolute incidence rates of nonpsychiatric bed days are shown in Figure S2 in the
online supplement.
The OPUS-real-world group also had significantly fewer psychiatric admissions compared with the OPUS-RCT group in the fully adjusted model. There were no indications of differences between the groups regarding nonpsychiatric admissions, except for more admissions in both the OPUS-real-world and control-RCT groups than in the OPUS-RCT group the first year after end of treatment (year 3).
For the first 3 years, including during the 2 years of treatment, the OPUS-RCT group had the most outpatient visits, followed by the OPUS-real-world group, with even fewer in the control-RCT group. For the final 2 years of the 5-year follow-up, there was no difference in outpatient visits between groups. Figure S3 in the online supplement shows the absolute yearly incidence rates of psychiatric outpatient visits for the three groups. For the first 2 to 3 years, the two OPUS treatment groups were at higher levels of outpatient visits, whereas for the final 3 to 5 years, all three groups stabilized at the level already reached by the control-RCT group from the beginning of follow-up.
Adjusted incidence rate ratios and odds ratios for the remaining analyses are shown in
Figure 3, again with exact numbers and unadjusted estimates listed in
Table 2. The OPUS-real-world group used significantly fewer defined daily doses of antipsychotics 5 years after start of treatment compared with the OPUS-RCT group. Sensitivity analyses ending in 2008, however, showed that the OPUS-real-world group used more antipsychotic medication than the OPUS-RCT group during the first 3 years (data not shown). The same tendency was observed for defined daily doses of other psycholeptic medication both 4 and 5 years after start of treatment, at least in the fully adjusted model.
For the first 2 to 3 years, the OPUS-real-world group had lower odds of working or studying compared with the OPUS-RCT group, and the control-RCT group was situated in between. Five years after start of the 2-year treatment, however, the OPUS-real-world group had higher odds of working or studying compared with the OPUS-RCT group.
Except for the first year in treatment, the OPUS-real-world group had significantly higher odds of being in a couple relationship than the OPUS-RCT group. For much of the period, even the control-RCT group had higher odds of being in a couple relationship than the OPUS-RCT group.
There were no differences between groups in the odds of having children living at home, once confounding variables such as age were included in the fully adjusted model.
Overall, there were no differences between groups in the odds of being registered with an alcohol or substance use disorder. However, after 5 years, the odds of being registered with an alcohol or substance disorder were significantly lower in the OPUS-real-world group compared with the OPUS-RCT group after adjusting for potential confounders.
Discussion
In this phase 4 prospective cohort study, we investigated whether the effectiveness of OPUS treatment in a real-world daily clinical setting is comparable to the efficacy seen in the OPUS randomized trial. We hypothesized a priori that OPUS treatment delivered in the OPUS randomized trial (OPUS-RCT) would be superior to that delivered after implementation (OPUS-real-world), for the reasons discussed in the introduction. We were surprised by the fact that many of our analyses actually identified a better prognosis for the OPUS-real-world group than the OPUS-RCT group, with the control group in the OPUS trial (control-RCT) faring worst in most (but not all) analyses.
For instance, the OPUS-real-world group had both fewer and shorter psychiatric admissions than the OPUS-RCT group. This tendency was strongest in the adjusted models, because the OPUS-real-world group had significantly more psychiatric bed days prior to starting treatment than the two groups in the OPUS trial. It may be difficult to establish whether this is a causal effect or is due to a shift in the way psychiatric inpatient stays have been used over the period of approximately 20 years from which the study data were drawn (
22,
23). Indeed, the fact that there were also fewer nonpsychiatric bed days in this group may indicate a general tendency toward shorter admissions. However, it is reassuring that the departure from the constraints of a randomized trial, as well as an increase in caseload, has not led to an apparent increase in psychiatric admissions.
Similarly, although not statistically significant, there was an indication of lower mortality in the OPUS-real-world group. As this was not the case for suicides, this probably indicates a shift toward better pharmacological treatment of schizophrenia or better somatic medical care of patients. While a mortality gap between people with schizophrenia and the general population is apparent and may even be increasing, this is not caused by a decrease in life expectancy in schizophrenia, but rather a slower increase in life expectancy among patients with schizophrenia than in the general population (
24).
The OPUS-real-world group received fewer defined daily doses of both antipsychotic medication and other psycholeptic medication than the OPUS-RCT group. However, when the analyses were restricted to the earliest period (ending in 2008), the OPUS-real-world group actually used more antipsychotic medication than the OPUS-RCT group. Consequently, it may be that time trends regarding antipsychotic prescription render results regarding antipsychotic medication too uncertain to compare OPUS treatment before and after implementation. However, we cannot exclude the possibility that these and other findings may be caused by residual confounding that we were unable to account for. This could occur, for instance, if the OPUS-real-world group was less ill than the OPUS-RCT group at the start of treatment. The younger age could, for instance, reflect a shorter duration of untreated psychosis, although it has been shown that, in the 2009–2012 period, the duration of untreated psychosis in the OPUS-real-world group was comparable to that in the groups in the original OPUS trial (
2). Beyond the variables we adjusted for, we do not have information on illness severity. Previous studies have shown that after 1.5 to 2 years of OPUS treatment, severity of psychotic symptoms as measured by the Scale for the Assessment of Positive Symptoms was higher in the 2009–2012 period than in the 1998–2000 period (
2,
3,
25). While not representative of the full duration of follow-up in the present study, this does not seem consistent with the presence of such residual confounding.
Interestingly, while the OPUS-real-world group had lower odds of working or studying during the first years of follow-up compared with the OPUS-RCT group, this shifted over time, with the OPUS-real-world group eventually overtaking the OPUS-RCT group on this important functional outcome (albeit only after 5 years, and in the fully adjusted model). Such vocational measures are increasingly being perceived as more important than symptom outcomes (
26 –
28). Furthermore, since the OPUS-real-world group started off worse (after onset of psychosis) than the OPUS-RCT group, this is likely not caused by residual confounding. This is particularly interesting since, from 2012 to 2017, a randomized trial of individual placement and support was conducted in many psychiatric settings in Denmark, including in OPUS treatment settings (
28). However, we cannot exclude the possibility that OPUS treatment has become slower at getting people into work compared with during the randomized trial. While social workers have always been a component of OPUS, no specific work rehabilitation focus has been applied in OPUS except the above-mentioned individual placement and support trial, although rapid return to work has always been encouraged.
Strangely, both the OPUS-real-world group and the control-RCT group consistently had higher odds of being in a couple relationship, except during the first year, compared with the OPUS-RCT group. We have previously shown that singleness in schizophrenia is associated with the polygenic risk score for schizophrenia (
29). This is difficult to explain but is likely not due to differences over time.
Finally, while starting off similarly, the odds of alcohol or substance use disorder being registered also decreased over time in the OPUS-real-world group compared with the OPUS-RCT group, again indicating that not only is OPUS treatment still effective, it could even be effective for longer than it was while being investigated as part of the original randomized trial. This is of utmost importance given that comorbid alcohol or substance use is associated with a range of poor prognostic outcomes in schizophrenia (
30).
Generally, differences between the OPUS-real-world group and the two groups in the randomized trial could be a mixture of positive implementation of OPUS treatment and of improved post-OPUS services over time. Positive effects beyond those observed in the randomized trial may be due to more flexible setups, improved experience with delivering the intervention, or other factors. We accounted for potential differences in patient characteristics in the analyses, which suggests that this is not likely to have been a confounder in our results.
While postimplementation studies (often called phase 4 trials or real-world-evidence studies) are finding increasing use in pharmacology, this is not the case for psychosocial interventions (
31,
32). While we do not argue that psychosocial interventions should be implemented without proper testing in randomized trials, it may be worthwhile testing whether such therapies remain effective once they are implemented. In particular, it is interesting that we find indications that a complex psychosocial intervention would be more effective in real-world settings than in the controlled confines of a randomized trial. The Recovery After an Initial Schizophrenia Episode (RAISE) trial in the United States may be considered intermediary to individually randomized trials and a real-world study, given its cluster-randomized nature, and this trial also showed the effectiveness of the specialized early intervention (
33).
Strengths and Limitations
A number of strengths in our study design should be highlighted. First, the inclusion rates in the original OPUS trial were very high (
3). Regarding the OPUS-real-world group, our use of nationwide unselected registers means that there was no selection bias into this group. Similarly, the original randomized trial is considered unselected and highly generalizable (
3). The register-based outcomes mean that we have complete follow-up data, since we did not rely on participation in research interviews or surveys.
However, the use of register-based information also has certain limitations, notably in the depth of information available on the participants in the study. Indeed, many of the positive effects identified in the original OPUS trial were not replicable in this study, simply because information regarding, for example, severity of psychotic and negative symptoms is not directly available in the registers. Hence, many of the outcomes we do measure should be seen as proxies for these outcomes.
Other limitations exist as well. For instance, since the OPUS trial groups are separated in time from the real-world group, we cannot exclude the possibility that time is a confounder. This is not something we can address statistically. However, as discussed above, time does not appear to be a relevant confounder in many of our analyses. Since OPUS is implemented nationwide as first-choice treatment, a contemporary non-OPUS control group would not be feasible and would provide results that would likely be overestimates of the true effect of postimplementation OPUS treatment. Unfortunately, data were not available regarding adaptations from the OPUS trial setup in the real-world implementation of OPUS, but program fidelity has been shown to be rather high (
34). Finally, we did not adjust for multiple comparisons, so findings near the threshold for statistical significance should be (and were) interpreted cautiously.
Implications and Conclusions
Our study holds a number of implications. Most importantly, it highlights that OPUS treatment and similar integrated psychosocial treatments for first-episode psychosis are at least as effective in real-world settings as within the controlled environments of randomized trials in spite of the fact that the real-world treatment settings have higher caseloads. One possible explanation for the finding that OPUS treatment in real-world settings appeared even better than in the OPUS trial could be that the contents of the intervention may have been improved upon, even if caseloads have been increased.
The implication of this study is that places that have already implemented these interventions should continue doing so, and that places that have not implemented such treatments should consider doing so. However, our results merit replication in other real-world cohorts in order to establish whether they can be generalized to other settings and countries.