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D-Dimer levels over time and the risk of
recurrent venous thromboembolism:
An update of the Vienna Prediction Model

Sabine Eichinger, Georg Heinze, Paul A. Kyrle
Dept. of Medicine I & Center for Medical Statistics
Medical University of Vienna, Austria
Background I
•

Patients with unprovoked venous thromboembolism (VTE) are at
increased risk of recurrence.
Recurrence risk after unprovoked VTE

Kyrle, Lancet 2010
Background II
•

Patients with unprovoked venous thromboembolism (VTE) are at
increased risk of recurrence.

•

By use of the „Vienna Prediction Model“ patients with unprovoked
VTE can be further stratified according to their recurrence risk.
Nomogram to predict recurrence
Points

Sex

Location

DDimer (µg/l)
Total Points

0

10

20

30

40

40

60

50

60

70

90

80

90

100

male
female
proximal DVT
distal DVT

100

0

pulmonary embolism

150

200

50

250

100

12 months cumulative recurrence rate

0.02

60 months cumulative recurrence rate

400

750

190

150

0.04

0.1

500

200

0.06

250

0.08

24%

0.2

1000

0.3

1500

300

2000

350

0.1 0.12 0.15

0.4

0.5

Eichinger, Circulation 2010
Study aim

• To expand the “Vienna Prediction Model” in order
to assess the recurrence risk also from later time
points on
Patients
Inclusion

Exclusion

• > 18 yrs

• VTE provoked by surgery,

• First VTE

trauma, pregnancy, female

• OAC > 3 mo

hormone use

• Objective Dx of VTE

• AT-, PC-, PS-deficiency
• Lupus anticoagulant
• Cancer
• Antithrombotics
D-Dimer measurements and follow-up
D-Dimer

OAC
stop
3 w
baseline

3

9

months

15

24
Statistical analysis
•

Preselected variables: sex, location of VTE, D-Dimer

•

Competing risk regression model to predict cumulative incidence of
recurrence using all variables

•

Estimated a series of models to predict cumulative recurrence from
various time points after baseline

• Each model uses most recent D-Dimer values
 “Dynamic Vienna Prediction Model”
Patient characteristics (n = 553)
Age (yrs); median (25th, 75th P)

53 (43, 62)

Women; n

219 (40%)

Location of first VTE; n
PE + proximal DVT

464 (84%)

distal DVT
BMI (kg/m2); median (25th, 75th P)

89 (16%)
27.2 (24.4, 30.0)

F V Leiden; n

126 (23%)

F II G20210A; n

27 (5%)

Duration of anticoagulation (mo); median (25th, 75th P)

6.7 (6.2, 8.5)

Observation time (mo), median (25th, 75th P)

68 (46, 98)
D-dimer levels over time after anticoagulation
Time

Patients, n

D-Dimer (µg/L)
median (25th, 75th percentile)

Baseline

553

338 (226, 551)

3 months

534

339 (227, 551)

9 months

494

356 (239, 557)

15 months

457

363 (237, 572)

24 months

415

375 (245, 610)
Subdistribution hazard ratios (SHR) for recurrent VTE
Variable

Time point

Male vs. female sex

Baseline

2.4 (1.6, 3.8)

3 months

2.3 (1.5, 3.5)

9 months

2.0 (1.3, 3.0)

15 months

1.7 (1.1, 2.7)

Baseline

1.8 (1.0, 3.4)

3 months

1.7 (0.9, 3.1)

9 months

1.5 (0.8, 2.8)

15 months

1.4 (0.8, 2.7)

Baseline

1.3 (1.1, 1.6)

3 months

1.3 (1.1, 1.5)

9 months

1.2 (1.0, 1.4)

15 months

1.1 (0.9, 1.4)

Proximal DVT or PE
vs. distal DVT

D-Dimer (per doubling)

SHR (95% CI)
Nomogram to predict recurrence from
3 months
0

27

50

14%
Nomogram to predict recurrence from
9 months
Cross-validation
Summary
•

In patients with a first unprovoked VTE D-Dimer levels do not
substantially change over time after anticoagulation.

•

The effect of risk factors on the recurrence risk may change over
time (e.g., effect of male sex and location of first VTE weakened).

•

By integrating patient’s sex, location of VTE and serial D-Dimer
measurements the recurrence risk after anticoagulation can be
assessed not only after 3 weeks but also from later time points on.
Conclusion

•

The “ Dynamic Vienna Prediction Model” allows predicting the
recurrence risk from various later time points after VTE which
provides greater flexibility in counseling patients regarding their
individual recurrence risk and optimal anticoagulation.

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Dynamic Model Predicts VTE Recurrence Risk Over Time

  • 1. D-Dimer levels over time and the risk of recurrent venous thromboembolism: An update of the Vienna Prediction Model Sabine Eichinger, Georg Heinze, Paul A. Kyrle Dept. of Medicine I & Center for Medical Statistics Medical University of Vienna, Austria
  • 2. Background I • Patients with unprovoked venous thromboembolism (VTE) are at increased risk of recurrence.
  • 3. Recurrence risk after unprovoked VTE Kyrle, Lancet 2010
  • 4. Background II • Patients with unprovoked venous thromboembolism (VTE) are at increased risk of recurrence. • By use of the „Vienna Prediction Model“ patients with unprovoked VTE can be further stratified according to their recurrence risk.
  • 5. Nomogram to predict recurrence Points Sex Location DDimer (µg/l) Total Points 0 10 20 30 40 40 60 50 60 70 90 80 90 100 male female proximal DVT distal DVT 100 0 pulmonary embolism 150 200 50 250 100 12 months cumulative recurrence rate 0.02 60 months cumulative recurrence rate 400 750 190 150 0.04 0.1 500 200 0.06 250 0.08 24% 0.2 1000 0.3 1500 300 2000 350 0.1 0.12 0.15 0.4 0.5 Eichinger, Circulation 2010
  • 6. Study aim • To expand the “Vienna Prediction Model” in order to assess the recurrence risk also from later time points on
  • 7. Patients Inclusion Exclusion • > 18 yrs • VTE provoked by surgery, • First VTE trauma, pregnancy, female • OAC > 3 mo hormone use • Objective Dx of VTE • AT-, PC-, PS-deficiency • Lupus anticoagulant • Cancer • Antithrombotics
  • 8. D-Dimer measurements and follow-up D-Dimer OAC stop 3 w baseline 3 9 months 15 24
  • 9. Statistical analysis • Preselected variables: sex, location of VTE, D-Dimer • Competing risk regression model to predict cumulative incidence of recurrence using all variables • Estimated a series of models to predict cumulative recurrence from various time points after baseline • Each model uses most recent D-Dimer values  “Dynamic Vienna Prediction Model”
  • 10. Patient characteristics (n = 553) Age (yrs); median (25th, 75th P) 53 (43, 62) Women; n 219 (40%) Location of first VTE; n PE + proximal DVT 464 (84%) distal DVT BMI (kg/m2); median (25th, 75th P) 89 (16%) 27.2 (24.4, 30.0) F V Leiden; n 126 (23%) F II G20210A; n 27 (5%) Duration of anticoagulation (mo); median (25th, 75th P) 6.7 (6.2, 8.5) Observation time (mo), median (25th, 75th P) 68 (46, 98)
  • 11. D-dimer levels over time after anticoagulation Time Patients, n D-Dimer (µg/L) median (25th, 75th percentile) Baseline 553 338 (226, 551) 3 months 534 339 (227, 551) 9 months 494 356 (239, 557) 15 months 457 363 (237, 572) 24 months 415 375 (245, 610)
  • 12. Subdistribution hazard ratios (SHR) for recurrent VTE Variable Time point Male vs. female sex Baseline 2.4 (1.6, 3.8) 3 months 2.3 (1.5, 3.5) 9 months 2.0 (1.3, 3.0) 15 months 1.7 (1.1, 2.7) Baseline 1.8 (1.0, 3.4) 3 months 1.7 (0.9, 3.1) 9 months 1.5 (0.8, 2.8) 15 months 1.4 (0.8, 2.7) Baseline 1.3 (1.1, 1.6) 3 months 1.3 (1.1, 1.5) 9 months 1.2 (1.0, 1.4) 15 months 1.1 (0.9, 1.4) Proximal DVT or PE vs. distal DVT D-Dimer (per doubling) SHR (95% CI)
  • 13. Nomogram to predict recurrence from 3 months 0 27 50 14%
  • 14. Nomogram to predict recurrence from 9 months
  • 16.
  • 17. Summary • In patients with a first unprovoked VTE D-Dimer levels do not substantially change over time after anticoagulation. • The effect of risk factors on the recurrence risk may change over time (e.g., effect of male sex and location of first VTE weakened). • By integrating patient’s sex, location of VTE and serial D-Dimer measurements the recurrence risk after anticoagulation can be assessed not only after 3 weeks but also from later time points on.
  • 18. Conclusion • The “ Dynamic Vienna Prediction Model” allows predicting the recurrence risk from various later time points after VTE which provides greater flexibility in counseling patients regarding their individual recurrence risk and optimal anticoagulation.

Editor's Notes

  1. This is illustrated by the results of the asutrian stud showing the cum probability of rec. Over time in 832 pts with unprovoked vte Efforts are made to identify those pts who will have rec. And to discriminate them from those who won‘t recur.
  2. Only sex, location fo the first VTE and d-Dimer measured 3 wks after were predcitors of the rec risk. We developed nomograms that can be used to calculate risk scores and to estimate the probability of recurrence after 1 and 5 years.
  3. Usin this model risk assessment can onlyy be made at one single time point wich is 3 wks after…
  4. SHR takes into account that some pts will die and remaining pts will not be representative.
  5. At baseline all 3 variables were significantly asss with an increased rec risk. The asssoc. However got weaker with time, particularly for the location fo VTEconferred a
  6. Categorized pts into 4 groups according to their risk and plotted the predicted rec rate against the observed. Well calibrated C-index: probability that among 2 pts the pt with the predicted earlier rec. Will indeed recur earlier than the other
  7. We developed nomograms that can be used to calculate risk scores and to estimate the probability of recurrence after 1 and 5 years Abbreviations DVT, deep vein thrombosis; PE, pulmonary embolism References 1. Eichinger et al. Circulation 2010;13;121(14):1630-6