Skip to main content
Top
Published in: BMC Women's Health 1/2012

Open Access 01-12-2012 | Research article

Estimation of menstrual blood loss volume based on menstrual diary and laboratory data

Authors: Ulrike Schumacher, Jens Schumacher, Uwe Mellinger, Christoph Gerlinger, Andreas Wienke, Jan Endrikat

Published in: BMC Women's Health | Issue 1/2012

Login to get access

Abstract

Background

Abnormal uterine bleeding is often investigated in clinical studies and critical to identify during gynecological consultation. The current standard for quantification of menstrual blood loss is the alkaline-hematin-method. However, this method is expensive and inconvenient for patients. Bleeding diaries, although widely used, provide only qualitative information on menstrual blood loss. Other methods have been developed, but still do not provide reliable quantitative data.

Methods

We estimated blood loss volume using data from two clinical studies in women suffering abnormal menstrual bleeding. These estimations were derived from mixed linear models based on diary data, hematological parameters and age. To validate the models, we applied our results to data from a third study with a similar patient population.

Results

The resulting best fitting model uses diary entries on bleeding intensity at a particular day, information on occurrence and frequency of single bleeding intensities in defined time windows, hemoglobin and ferritin values and age of the patient all as predictors of menstrual blood loss volume. Sensitivity and specificity for the diagnosis of excessive bleeding were 87% and 70%, respectively. Our model-based estimates reflect the subjective assessment by physicians and patients in the same way as the measured values do.
When applying the model to an independent study, we found a correlation of 0.73 between estimated and measured values for the blood loss in a single day. Further models with reduced number of parameters (simplified for easier practical use) still showed correlation values between 0.69 and 0.73.

Conclusions

We present a method for estimating menstrual blood loss volume in women suffering from prolonged or excessive menstrual bleeding. Our statistical model includes entries from bleeding diaries, laboratory parameters and age and produces results which correlate well with data derived by the alkaline-hematin-method. Therefore, this model may be used to estimate menstrual blood loss volume in both routine gynecological counseling and clinical studies.
Appendix
Available only for authorised users
Literature
1.
go back to reference Bachmann G, Korner P: Bleeding patterns associated with oral contraceptive use: a review of the literature. Contraception. 2007, 76 (3): 182-189. 10.1016/j.contraception.2007.05.081.CrossRefPubMed Bachmann G, Korner P: Bleeding patterns associated with oral contraceptive use: a review of the literature. Contraception. 2007, 76 (3): 182-189. 10.1016/j.contraception.2007.05.081.CrossRefPubMed
2.
go back to reference Bachmann G, Korner P: Bleeding patterns associated with non-oral hormonal contraceptives: a review of the literature. Contraception. 2009, 79 (4): 247-258. 10.1016/j.contraception.2008.10.012.CrossRefPubMed Bachmann G, Korner P: Bleeding patterns associated with non-oral hormonal contraceptives: a review of the literature. Contraception. 2009, 79 (4): 247-258. 10.1016/j.contraception.2008.10.012.CrossRefPubMed
3.
go back to reference Matteson KA, Boardman LA, Munro MG, Clark MA: Abnormal uterine bleeding: a review of patient-based outcome measures. Fertil Steril. 2009, 92 (1): 205-216. 10.1016/j.fertnstert.2008.04.023.CrossRefPubMed Matteson KA, Boardman LA, Munro MG, Clark MA: Abnormal uterine bleeding: a review of patient-based outcome measures. Fertil Steril. 2009, 92 (1): 205-216. 10.1016/j.fertnstert.2008.04.023.CrossRefPubMed
4.
go back to reference Liu Z, Doan QV, Blumenthal P, Dubois R: A systematic review evaluating health-related quality of life, work impairment, and health-care costs and utilization in abnormal uterine bleeding. Value Health. 2007, 10 (3): 183-194. 10.1111/j.1524-4733.2007.00168.x.CrossRefPubMed Liu Z, Doan QV, Blumenthal P, Dubois R: A systematic review evaluating health-related quality of life, work impairment, and health-care costs and utilization in abnormal uterine bleeding. Value Health. 2007, 10 (3): 183-194. 10.1111/j.1524-4733.2007.00168.x.CrossRefPubMed
5.
go back to reference Hallberg L, Hogdahl A-M, Nilsson L, Rybo G: Menstrual blood loss - a population study - variation at different ages and attempts to define normality. Acta Obstetricia Et Gynecologica Scandinavica. 1966, 45 (3): 320-351. 10.3109/00016346609158455.CrossRefPubMed Hallberg L, Hogdahl A-M, Nilsson L, Rybo G: Menstrual blood loss - a population study - variation at different ages and attempts to define normality. Acta Obstetricia Et Gynecologica Scandinavica. 1966, 45 (3): 320-351. 10.3109/00016346609158455.CrossRefPubMed
6.
go back to reference Belsey EM, Machin D, d'Arcangues C: The analysis of vaginal bleeding patterns induced by fertility regulating methods. Contraception. 1986, 34 (3): 253-260. 10.1016/0010-7824(86)90006-5.CrossRefPubMed Belsey EM, Machin D, d'Arcangues C: The analysis of vaginal bleeding patterns induced by fertility regulating methods. Contraception. 1986, 34 (3): 253-260. 10.1016/0010-7824(86)90006-5.CrossRefPubMed
7.
go back to reference Gerlinger C: Entwicklung zweier methodischer Leitlinien zur Beurteilung von Blutungsmustern – Eine Hilfe für Zulassung und Verschreibung auf der Basis einer empirischen Analyse. Dissertation. 2005, Technische Universität Berlin, Institut für Gesundheitswissenschaften Gerlinger C: Entwicklung zweier methodischer Leitlinien zur Beurteilung von Blutungsmustern – Eine Hilfe für Zulassung und Verschreibung auf der Basis einer empirischen Analyse. Dissertation. 2005, Technische Universität Berlin, Institut für Gesundheitswissenschaften
8.
go back to reference Gerlinger C, Endrikat J, Kallischnigg G, Wessel J: Evaluation of menstrual bleeding patterns: a new proposal for a universal guideline based on the analysis of more than 4500 bleeding diaries. Eur J Contracept Reprod Health Care. 2007, 12: 203-211. 10.1080/13625180701441121.CrossRefPubMed Gerlinger C, Endrikat J, Kallischnigg G, Wessel J: Evaluation of menstrual bleeding patterns: a new proposal for a universal guideline based on the analysis of more than 4500 bleeding diaries. Eur J Contracept Reprod Health Care. 2007, 12: 203-211. 10.1080/13625180701441121.CrossRefPubMed
9.
go back to reference Hallberg L, Nilsson L: Determination of menstrual blood loss. Scand J Clin Lab Invest. 1964, 16 (2): 244-248. 10.3109/00365516409060511.CrossRefPubMed Hallberg L, Nilsson L: Determination of menstrual blood loss. Scand J Clin Lab Invest. 1964, 16 (2): 244-248. 10.3109/00365516409060511.CrossRefPubMed
10.
go back to reference Magnay JL, Schoenicke G, Nevatte TM, O'Brien S, Junge W: Validation of a rapid alkaline hematin technique to measure menstrual blood loss on feminine towels containing superabsorbent polymers. Fertil Steril. 2011, 96 (2): 394-398. 10.1016/j.fertnstert.2011.05.096.CrossRefPubMed Magnay JL, Schoenicke G, Nevatte TM, O'Brien S, Junge W: Validation of a rapid alkaline hematin technique to measure menstrual blood loss on feminine towels containing superabsorbent polymers. Fertil Steril. 2011, 96 (2): 394-398. 10.1016/j.fertnstert.2011.05.096.CrossRefPubMed
11.
go back to reference Pendergrass PB, Scott JN, Ream LJ: A rapid, noninvasive method for evaluation of total menstrual loss. Gynecol Obstet Invest. 1984, 17 (4): 174-178. 10.1159/000299144.CrossRefPubMed Pendergrass PB, Scott JN, Ream LJ: A rapid, noninvasive method for evaluation of total menstrual loss. Gynecol Obstet Invest. 1984, 17 (4): 174-178. 10.1159/000299144.CrossRefPubMed
12.
go back to reference Reid PC: Assessment of menorrhagia by total menstrual fluid loss. J Obstet Gynaecol. 2006, 26 (5): 438-441. 10.1080/01443610600747215.CrossRefPubMed Reid PC: Assessment of menorrhagia by total menstrual fluid loss. J Obstet Gynaecol. 2006, 26 (5): 438-441. 10.1080/01443610600747215.CrossRefPubMed
13.
go back to reference Fraser IS, McCarron G, Markham R, Resta T: Blood and total fluid content of menstrual discharge. Obstet Gynecol. 1985, 65 (2): 194-198.PubMed Fraser IS, McCarron G, Markham R, Resta T: Blood and total fluid content of menstrual discharge. Obstet Gynecol. 1985, 65 (2): 194-198.PubMed
14.
go back to reference Fraser IS, Warner P, Marantos PA: Estimating menstrual blood loss in women with normal and excessive menstrual fluid volume. Obstet Gynecol. 2001, 98 (5): 806-814. 10.1016/S0029-7844(01)01581-2.PubMed Fraser IS, Warner P, Marantos PA: Estimating menstrual blood loss in women with normal and excessive menstrual fluid volume. Obstet Gynecol. 2001, 98 (5): 806-814. 10.1016/S0029-7844(01)01581-2.PubMed
15.
go back to reference Higham JM, O'Brien PMS, Shaw RW: Assessment of menstrual blood-loss using a pictorial chart. Br J Obstet Gynaecol. 1990, 97 (8): 734-739. 10.1111/j.1471-0528.1990.tb16249.x.CrossRefPubMed Higham JM, O'Brien PMS, Shaw RW: Assessment of menstrual blood-loss using a pictorial chart. Br J Obstet Gynaecol. 1990, 97 (8): 734-739. 10.1111/j.1471-0528.1990.tb16249.x.CrossRefPubMed
16.
go back to reference Janssen CAH, Scholten PC, Heintz APM: Simple visual assessment technique to discriminate between menorrhagia and normal menstrual blood-loss. Obstet Gynecol. 1995, 85 (6): 977-982. 10.1016/0029-7844(95)00062-V.CrossRefPubMed Janssen CAH, Scholten PC, Heintz APM: Simple visual assessment technique to discriminate between menorrhagia and normal menstrual blood-loss. Obstet Gynecol. 1995, 85 (6): 977-982. 10.1016/0029-7844(95)00062-V.CrossRefPubMed
17.
go back to reference Reid PC, Coker A, Coltart R: Assessment of menstrual blood loss using a pictorial chart: a validation study. Br J Obstet Gynaecol. 2000, 107 (3): 320-322. 10.1111/j.1471-0528.2000.tb13225.x.CrossRef Reid PC, Coker A, Coltart R: Assessment of menstrual blood loss using a pictorial chart: a validation study. Br J Obstet Gynaecol. 2000, 107 (3): 320-322. 10.1111/j.1471-0528.2000.tb13225.x.CrossRef
18.
go back to reference Zakherah MS, Sayed GH, El-Nashar SA, Shaaban MM: Pictorial Blood Loss Assessment Chart in the Evaluation of Heavy Menstrual Bleeding: Diagnostic Accuracy Compared to Alkaline Hematin. Gynecol Obstet Invest. 2011, 71 (4): 281-284. 10.1159/000320336.CrossRefPubMed Zakherah MS, Sayed GH, El-Nashar SA, Shaaban MM: Pictorial Blood Loss Assessment Chart in the Evaluation of Heavy Menstrual Bleeding: Diagnostic Accuracy Compared to Alkaline Hematin. Gynecol Obstet Invest. 2011, 71 (4): 281-284. 10.1159/000320336.CrossRefPubMed
19.
go back to reference Wyatt KM, Dimmock PW, Walker TJ, O'Brien PMS: Determination of total menstrual blood loss. Fertil Steril. 2001, 76 (1): 125-131. 10.1016/S0015-0282(01)01847-7.CrossRefPubMed Wyatt KM, Dimmock PW, Walker TJ, O'Brien PMS: Determination of total menstrual blood loss. Fertil Steril. 2001, 76 (1): 125-131. 10.1016/S0015-0282(01)01847-7.CrossRefPubMed
20.
go back to reference Chimbira TH, Anderson ABM, Turnbull AC: Relation between measured menstrual blood-loss and patients subjective assessment of loss, duration of bleeding, number of sanitary towels used, uterine weight and endometrial surface-area. Br J Obstet Gynaecol. 1980, 87 (7): 603-609. 10.1111/j.1471-0528.1980.tb05013.x.CrossRefPubMed Chimbira TH, Anderson ABM, Turnbull AC: Relation between measured menstrual blood-loss and patients subjective assessment of loss, duration of bleeding, number of sanitary towels used, uterine weight and endometrial surface-area. Br J Obstet Gynaecol. 1980, 87 (7): 603-609. 10.1111/j.1471-0528.1980.tb05013.x.CrossRefPubMed
21.
go back to reference Fraser IS, McCarron G, Markham R: A preliminary-study of factors influencing perception of menstrual blood-loss volume. Am J Obstet Gynecol. 1984, 149 (7): 788-793.CrossRefPubMed Fraser IS, McCarron G, Markham R: A preliminary-study of factors influencing perception of menstrual blood-loss volume. Am J Obstet Gynecol. 1984, 149 (7): 788-793.CrossRefPubMed
22.
go back to reference Jensen JT, Parke S, Mellinger U, Machlitt A, Fraser IS: Effective Treatment of Heavy Menstrual Bleeding With Estradiol Valerate and Dienogest A Randomized Controlled Trial. Obstet Gynecol. 2011, 117 (4): 777-787. 10.1097/AOG.0b013e3182118ac3.CrossRefPubMed Jensen JT, Parke S, Mellinger U, Machlitt A, Fraser IS: Effective Treatment of Heavy Menstrual Bleeding With Estradiol Valerate and Dienogest A Randomized Controlled Trial. Obstet Gynecol. 2011, 117 (4): 777-787. 10.1097/AOG.0b013e3182118ac3.CrossRefPubMed
23.
go back to reference Fraser IS, Roemer T, Parke S, Zeun S, Mellinger U, Machlitt A, Jensen JT: Effective treatment of heavy and/or prolonged menstrual bleeding with an oral contraceptive containing estradiol valerate and dienogest: a randomized, double-blind Phase III trial. Hum Reprod. 2011, 26 (10): 2698-2708. 10.1093/humrep/der224.CrossRefPubMed Fraser IS, Roemer T, Parke S, Zeun S, Mellinger U, Machlitt A, Jensen JT: Effective treatment of heavy and/or prolonged menstrual bleeding with an oral contraceptive containing estradiol valerate and dienogest: a randomized, double-blind Phase III trial. Hum Reprod. 2011, 26 (10): 2698-2708. 10.1093/humrep/der224.CrossRefPubMed
24.
go back to reference Kaunitz AM, Bissonnette F, Monteiro I, Lukkari-Lax E, Muysers C, Jensen JT: Levonorgestrel-Releasing Intrauterine System or Medroxyprogesterone for Heavy Menstrual Bleeding A Randomized Controlled Trial. Obstet Gynecol. 2010, 116 (3): 625-632. 10.1097/AOG.0b013e3181ec622b.CrossRefPubMed Kaunitz AM, Bissonnette F, Monteiro I, Lukkari-Lax E, Muysers C, Jensen JT: Levonorgestrel-Releasing Intrauterine System or Medroxyprogesterone for Heavy Menstrual Bleeding A Randomized Controlled Trial. Obstet Gynecol. 2010, 116 (3): 625-632. 10.1097/AOG.0b013e3181ec622b.CrossRefPubMed
25.
go back to reference Newton J, Barnard G, Collins W: Rapid method for measuring menstrual blood-loss using automatic extraction. Contraception. 1977, 16 (3): 269-282. 10.1016/0010-7824(77)90026-9.CrossRef Newton J, Barnard G, Collins W: Rapid method for measuring menstrual blood-loss using automatic extraction. Contraception. 1977, 16 (3): 269-282. 10.1016/0010-7824(77)90026-9.CrossRef
26.
go back to reference Kuha J: AIC and BIC - Comparisons of assumptions and performance. Sociological Methods & Research. 2004, 33 (2): 188-229. 10.1177/0049124103262065.CrossRef Kuha J: AIC and BIC - Comparisons of assumptions and performance. Sociological Methods & Research. 2004, 33 (2): 188-229. 10.1177/0049124103262065.CrossRef
27.
go back to reference Guy W: Clinical Global Impression (CGI). ECDEU Assessment Manual for Psychopharmacology. Edited by: Guy W. 1976, U.S. Department of Health, Education, and Welfare, National Institute for Mental Health, Rockville, 218-222. Guy W: Clinical Global Impression (CGI). ECDEU Assessment Manual for Psychopharmacology. Edited by: Guy W. 1976, U.S. Department of Health, Education, and Welfare, National Institute for Mental Health, Rockville, 218-222.
28.
go back to reference Bland JM, Altman DG: Statistical-methods for assessing agreement between 2 methods of clinical measuremenT. Lancet. 1986, 1 (8476): 307-310.CrossRefPubMed Bland JM, Altman DG: Statistical-methods for assessing agreement between 2 methods of clinical measuremenT. Lancet. 1986, 1 (8476): 307-310.CrossRefPubMed
29.
go back to reference Fraser IS, Warner P, Critchley HOD: Practical assessment and measurement of abnormal uterine bleeding. Modern Management of Abnormal Uterine Bleeding. Edited by: O'Donnovan PJ, Miller C. 2008, Informa Healthcare, 410. Fraser IS, Warner P, Critchley HOD: Practical assessment and measurement of abnormal uterine bleeding. Modern Management of Abnormal Uterine Bleeding. Edited by: O'Donnovan PJ, Miller C. 2008, Informa Healthcare, 410.
30.
go back to reference Hurskainen R, Teperi J, Turpeinen U, Grenman S, Kivela A, Kujansuu E, Vihko K, Yliskoski M, Paavonen J: Combined laboratory and diary method for objective assessment of menstrual blood loss. Acta Obstetricia Et Gynecologica Scandinavica. 1998, 77 (2): 201-204. 10.1080/j.1600-0412.1998.770214.x.CrossRefPubMed Hurskainen R, Teperi J, Turpeinen U, Grenman S, Kivela A, Kujansuu E, Vihko K, Yliskoski M, Paavonen J: Combined laboratory and diary method for objective assessment of menstrual blood loss. Acta Obstetricia Et Gynecologica Scandinavica. 1998, 77 (2): 201-204. 10.1080/j.1600-0412.1998.770214.x.CrossRefPubMed
31.
go back to reference Hale GE, Manconi F, Luscombe G, Fraser IS: Quantitative Measurements of Menstrual Blood Loss in Ovulatory and Anovulatory Cycles in Middle- and Late-Reproductive Age and the Menopausal Transition. Obstet Gynecol. 2010, 115 (2): 249-256. 10.1097/AOG.0b013e3181ca4b3a.CrossRefPubMed Hale GE, Manconi F, Luscombe G, Fraser IS: Quantitative Measurements of Menstrual Blood Loss in Ovulatory and Anovulatory Cycles in Middle- and Late-Reproductive Age and the Menopausal Transition. Obstet Gynecol. 2010, 115 (2): 249-256. 10.1097/AOG.0b013e3181ca4b3a.CrossRefPubMed
Metadata
Title
Estimation of menstrual blood loss volume based on menstrual diary and laboratory data
Authors
Ulrike Schumacher
Jens Schumacher
Uwe Mellinger
Christoph Gerlinger
Andreas Wienke
Jan Endrikat
Publication date
01-12-2012
Publisher
BioMed Central
Published in
BMC Women's Health / Issue 1/2012
Electronic ISSN: 1472-6874
DOI
https://doi.org/10.1186/1472-6874-12-24

Other articles of this Issue 1/2012

BMC Women's Health 1/2012 Go to the issue