| Literature DB >> 31456464 |
Laura Barin1, Christian P Kamm2, Anke Salmen3, Holger Dressel4, Pasquale Calabrese5, Caroline Pot6, Sven Schippling7, Claudio Gobbi8, Stefanie Müller9, Andrew Chan3, Stephanie Rodgers1, Marco Kaufmann1, Vladeta Ajdacic-Gross10, Nina Steinemann1, Jürg Kesselring11, Milo A Puhan1, Viktor von Wyl1.
Abstract
BACKGROUND: Diagnosing multiple sclerosis (MS) early is crucial to avoid future disability. However, potentially preventable delays in the diagnostic cascade from contact with a physician to definite diagnosis still occur and their causes are still unclear.Entities:
Keywords: Registries; delayed diagnosis; epidemiology; patient-reported outcomes; regression analysis; time to diagnosis
Mesh:
Year: 2019 PMID: 31456464 PMCID: PMC7140343 DOI: 10.1177/1352458518823955
Source DB: PubMed Journal: Mult Scler ISSN: 1352-4585 Impact factor: 6.312
Figure 1.The conceptual model of the diagnostic process.
Demographics, clinical information, and diagnostic process features of the included sample.
| Variables | Participants included in the regression analyses[ |
|---|---|
|
| 522 |
| Age at baseline, median (IQR) | 47 (38; 54) |
| Sex—female | 384 (73.6%) |
| Disease duration at baseline (years)[ | 7 (3; 13) |
| Disease duration not available | 11 (2.1%) |
| MS form at baseline | |
| CIS | 9 (1.7%) |
| RRMS | 384 (73.6%) |
| PPMS | 49 (9.4%) |
| SPMS | 72 (13.8%) |
| Not available | 8 (1.5%) |
| EDSS proxy at baseline | |
| 0–3.5 | 420 (80.5%) |
| 4–6.5 | 68 (13%) |
| 7–10 | 32 (6.1%) |
| Not available | 2 (0.4%) |
| Contacted first doctor | |
| General practitioner | 352 (67.4%) |
| Ophthalmologist | 68 (13%) |
| Neurologist | 44 (8.4%) |
| Emergency room | 34 (6.5%) |
| Other specialists | 23 (4.4%) |
| Not available | 1 (0.2%) |
| Time from contact with a physician to first symptom evaluation | |
| Same day/next day | 96 (18.4%) |
| Within 1 week | 115 (22%) |
| 1–2 weeks | 75 (14.4%) |
| 2–4 weeks | 68 (13%) |
| 1–3 months | 60 (11.5%) |
| More than 3 months | 94 (18%) |
| Other | 14 (2.7%) |
| Specialization of doctor at the first visit | |
| General practitioner/internist | 308 (59%) |
| Neurologist | 124 (23.8%) |
| Other specialist (incl. ophthalmologist) | 89 (17%) |
| Not available | 1 (0.2%) |
| Place of the first visit | |
| Private practice | 349 (66.9%) |
| Hospital | 111 (21.3%) |
| Emergency room | 59 (11.3%) |
| Not available | 3 (0.6%) |
| Action on evaluation tests by the first physician | |
| Refer to other MD | 335 (64.2%) |
| Lead the tests | 146 (28%) |
| No action taken | 35 (6.7%) |
| Not available | 6 (1.1%) |
| Next steps and visits sufficiently explained | |
| Yes | 354 (67.8%) |
| Partially | 125 (23.9%) |
| No | 41 (7.9%) |
| Not available | 2 (0.4%) |
| Setting of further evaluation | |
| Outpatient | 332 (63.6%) |
| Inpatient | 136 (26.1%) |
| In- and outpatient | 47 (9%) |
| Not available | 7 (1.3%) |
| Setting of diagnosis (from confirmation of diagnosis document) | |
| Neurologist in a hospital | 267 (51.1%) |
| Neurologist in a private practice | 191 (36.6%) |
| Others (general practitioner, …) | 2 (0.6%) |
| Not available | 62 (11.9%) |
| Number of doctors visited prior to MS diagnosis | |
| One | 34 (6.5%) |
| Two | 244 (46.7%) |
| Three | 128 (24.5%) |
| More than three | 114 (21.8%) |
| Not available | 2 (0.4%) |
| Time from first symptom evaluation to MS diagnosis | |
| Less than 1 week | 87 (16.7%) |
| 1–2 weeks | 98 (18.8%) |
| 2–4 weeks | 78 (14.9%) |
| 1–3 months | 101 (19.3%) |
| 3–6 months | 48 (9.2%) |
| 6–12 months | 34 (6.5%) |
| More than 1 year | 72 (13.8%) |
| Other | 4 (0.8%) |
IQR: interquartile range; CIS: clinically isolated syndrome; RRMS: relapsing remitting multiple sclerosis; PPMS: primary progressive multiple sclerosis; SPMS: secondary progressive multiple sclerosis; EDSS: Kurtzke Expanded Disability Status Scale.
Participants at the 6-month follow-up, diagnosed since 1996 and with both dependent variables available.
The MS duration refers to the time difference between the MS diagnosis date and the date of baseline survey. Where available, the diagnosis date was obtained from the diagnosis confirmation sheet provided by the treating physician (available for 89%). For the remainder, diagnosis dates were self-reported in the baseline questionnaires.
Figure 2.Decision tree, from the first contact until the decisions on the clarification tests are taken.
L: lead the tests; R: refer to other medical doctor; N: no action.
Percentages displayed next to branches illustrate what population fraction within a node entered a specific branch and sum up to 100% for each bifurcation. Numbers indicated at each tree endpoint provide the frequency of participants who have had that combination of events, as well as their share (%) of the entire sample. Numbers in bold, on the right-hand side of the figure, are the most frequent action for each node.
Stratification of all factors considered for modeling the contact-to-evaluation time (columns 3 and 4) and the evaluation-to-diagnosis time (columns 5 and 6).
| Levels | Contact-to-evaluation time: within 1 month | Contact-to-evaluation time: more than 1 month | Evaluation-to-diagnosis time: within 6 months | Evaluation-to-diagnosis time: more than 6 months | |
|---|---|---|---|---|---|
|
| 354 | 168 | 412 | 110 | |
| Diagnosis time period | 1996–2000 | 42 (11.9%) | 38 (22.6%) | 58 (14.1%) | 22 (20%) |
| 2001–2010 | 150 (42.4%) | 69 (41.1%) | 171 (41.5%) | 48 (43.6%) | |
| After 2010 | 162 (45.8%) | 61 (36.3%) | 183 (44.4%) | 40 (36.4%) | |
| Age at onset | 6–20 | 22 (6.2%) | 8 (4.8%) | 22 (5.3%) | 8 (7.3%) |
| 21–30 | 120 (33.9%) | 41 (24.4%) | 131 (31.8%) | 30 (27.3%) | |
| 31–40 | 107 (30.2%) | 50 (29.8%) | 122 (29.6%) | 35 (31.8%) | |
| 41–50 | 79 (22.3%) | 43 (25.6%) | 99 (24%) | 23 (20.9%) | |
| 51–70 | 10 (2.8%) | 16 (9.5%) | 20 (4.9%) | 6 (5.5%) | |
| NA | 16 (4.5%) | 10 (6%) | 18 (4.4%) | 8 (7.3%) | |
| PPMS | No | 336 (94.9%) | 133 (79.2%) | 379 (92%) | 90 (81.8%) |
| Yes | 17 (4.8%) | 35 (20.8%) | 32 (7.8%) | 20 (18.2%) | |
| NA | 1 (0.3%) | – | 1 (0.2%) | – | |
| Sex | Female | 267 (75.4%) | 117 (69.6%) | 304 (73.8%) | 80 (72.7%) |
| Male | 87 (24.6%) | 51 (30.4%) | 108 (26.2%) | 30 (27.3%) | |
| Decision tree—first two bifurcations | No setting change, first visit w/o neurologist | 246 (69.5%) | 115 (68.5%) | – | – |
| No setting change, first visit with neurologist | 32 (9%) | 14 (8.3%) | – | – | |
| Setting change, first visit w/o neurologist | 25 (7.1%) | 12 (7.1%) | – | – | |
| Setting change, first visit with neurologist | 51 (14.4%) | 27 (16.1%) | – | – | |
| Decision tree—last two bifurcations | First visit w/o neurologist, refer to other MD | – | – | 235 (57%) | 69 (62.7%) |
| First visit w/o neurologist, lead the tests | – | – | 49 (11.9%) | 10 (9.1%) | |
| First visit w/o neurologist, no action | – | – | 18 (4.4%) | 14 (12.7%) | |
| First visit with neurologist, lead the tests | – | – | 76 (18.4%) | 11 (10%) | |
| First visit with neurologist, no action or refer to other MD | – | – | 29 (7%) | 5 (4.5%) | |
| NA | – | – | 5 (1.2%) | 1 (0.9%) | |
| Living in mountainous area | No | 310 (87.6%) | 132 (78.6%) | 354 (85.9%) | 88 (80%) |
| Yes | 41 (11.6%) | 34 (20.2%) | 54 (13.1%) | 21 (19.1%) | |
| NA | 3 (0.8%) | 2 (1.2%) | 4 (1%) | 1 (0.9%) | |
| Place of first visit | Private practice | 226 (63.8%) | 123 (73.2%) | 267 (64.8%) | 82 (74.5%) |
| Hospital | 126 (35.6%) | 44 (26.2%) | 144 (35%) | 26 (23.6%) | |
| NA | 2 (0.6%) | 1 (0.6%) | 1 (0.2%) | 2 (1.8%) | |
| First symptoms (more than one possible) | Gait problems | 93 (26.3%) | 71 (42.3%) | 125 (30.3%) | 39 (35.5%) |
| Visual problems | 135 (38.1%) | 49 (29.2%) | 145 (35.2%) | 39 (35.5%) | |
| Bladder problems | 37 (10.5%) | 21 (12.5%) | 49 (11.9%) | 9 (8.2%) | |
| Balance problems | 90 (25.4%) | 52 (31%) | 116 (28.2%) | 26 (23.6%) | |
| Bowel problems | 24 (6.8%) | 14 (8.3%) | 29 (7%) | 9 (8.2%) | |
| Dizziness | 72 (20.3%) | 36 (21.4%) | 86 (20.9%) | 22 (20%) | |
| Dysarthria | 25 (7.1%) | 4 (2.4%) | 24 (5.8%) | 5 (4.5%) | |
| Paresthesia | 216 (61%) | 100 (59.5%) | 251 (60.9%) | 65 (59.1%) | |
| Weakness | 94 (26.6%) | 58 (34.5%) | 117 (28.4%) | 35 (31.8%) | |
| Paralysis | 87 (24.6%) | 46 (27.4%) | 105 (25.5%) | 28 (25.5%) | |
| Fatigue | 113 (31.9%) | 61 (36.3%) | 137 (33.3%) | 37 (33.6%) | |
| Pain | 41 (11.6%) | 25 (14.9%) | 52 (12.6%) | 14 (12.7%) | |
| Spasticity | 22 (6.2%) | 25 (14.9%) | 36 (8.7%) | 11 (10%) | |
| Sexual dysfunction | 17 (4.8%) | 18 (10.7%) | 27 (6.6%) | 8 (7.3%) | |
| Memory problems | 28 (7.9%) | 15 (8.9%) | 33 (8%) | 10 (9.1%) | |
| Depression | 32 (9%) | 21 (12.5%) | 37 (9%) | 16 (14.5%) | |
| Education level | Mandatory education/apprenticeship | 141 (39.8%) | 83 (49.4%) | 180 (43.7%) | 44 (40%) |
| School leaving certificate | 38 (10.7%) | 7 (4.2%) | 35 (8.5%) | 10 (9.1%) | |
| Higher professional education | 54 (15.3%) | 30 (17.9%) | 59 (14.3%) | 25 (22.7%) | |
| University degree | 105 (29.7%) | 42 (25%) | 121 (29.4%) | 26 (23.6%) | |
| NA | 16 (4.5%) | 6 (3.6%) | 17 (4.1%) | 5 (4.5%) | |
| Living situation | With partner only | 135 (38.1%) | 65 (38.7%) | 151 (36.7%) | 49 (44.5%) |
| With partner and children | 134 (37.9%) | 55 (32.7%) | 157 (38.1%) | 32 (29.1%) | |
| Alone | 55 (15.5%) | 39 (23.2%) | 73 (17.7%) | 21 (19.1%) | |
| Other | 28 (7.9%) | 9 (5.4%) | 29 (7%) | 8 (7.3%) | |
| NA | 2 (0.6%) | – | 2 (0.5%) | ||
| Language region of Switzerland | German | 302 (85.3%) | 135 (80.4%) | 340 (82.5%) | 97 (88.2%) |
| French | 38 (10.7%) | 21 (12.5%) | 51 (12.4%) | 8 (7.3%) | |
| Italian | 11 (3.1%) | 10 (6%) | 17 (4.1%) | 4 (3.6%) | |
| NA | 3 (0.8%) | 2 (1.2%) | 4 (1%) | 1 (0.9%) | |
| MS diagnosed in older relatives | Yes | 39 (11%) | 10 (6%) | 40 (9.7%) | 9 (8.2%) |
| No | 292 (82.5%) | 153 (91.1%) | 347 (84.2%) | 98 (89.1%) | |
| NA | 23 (6.5%) | 5 (3%) | 25 (6.1%) | 3 (2.7%) | |
| Swiss citizenship | Yes | 330 (93.2%) | 154 (91.7%) | 382 (92.7%) | 102 (92.7%) |
| No | 24 (6.8%) | 14 (8.3%) | 30 (7.3%) | 8 (7.3%) | |
| Typology of residence | Urban | 196 (55.4%) | 90 (53.6%) | 222 (53.9%) | 64 (58.2%) |
| Urban–rural | 99 (28%) | 41 (24.4%) | 111 (26.9%) | 29 (26.4%) | |
| Rural | 56 (15.8%) | 35 (20.8%) | 75 (18.2%) | 16 (14.5%) | |
| NA | 3 (0.8%) | 2 (1.2%) | 4 (1%) | 1 (0.9%) |
PPMS: primary progressive multiple sclerosis; NA: not available.
Figure 3.Regression coefficients of the multivariable model on the contact-to-evaluation time.
ref.: reference level; PPMS: primary progressive multiple sclerosis; RRMS: relapsing remitting multiple sclerosis; Priv. Practice: private practice; SC: setting change.
Figure 4.Regression coefficients of the multivariable model on the evaluation-to-diagnosis time.
ref.: reference level; PPMS: primary progressive multiple sclerosis; RRMS: relapsing remitting multiple sclerosis; Priv. Practice: private practice; neurol.: neurologist.