Blood online
Home About Blood Authors Subscriptions Permission Advertising Public Access contact us
 

 
Advanced
Current Issue
First Edition
Future Articles
Archives
Submit to Blood
Search
American Society of Hematology
Meeting Abstracts
Email Alerts
This Article
Right arrow Abstract Freely available
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Right arrow Citation Map
Services
Right arrow Email this article to a friend
Right arrow Similar articles in this journal
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Download to citation manager
Right arrow reprints & permissions
Right arrow Rights and Permissions
Citing Articles
Right arrow Citing Articles via HighWire
Right arrow Citing Articles via CrossRef
Right arrow Citing Articles via Google Scholar
Google Scholar
Right arrow Articles by Punnonen, K.
Right arrow Articles by Rajamäki, A.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Punnonen, K.
Right arrow Articles by Rajamäki, A.
Related Collections
Right arrow Red Cells
Social Bookmarking
 Add to CiteULike   Add to Connotea   Add to Del.icio.us   Add to Digg   Add to Reddit   Add to Technorati  
What's this?

arrow to previous article Previous Article  |  Table of Contents  |  Next Article next article arrow

Blood, Vol. 89 No. 3 (February 1), 1997: pp. 1052-1057

Serum Transferrin Receptor and Its Ratio to Serum Ferritin in the Diagnosis of Iron Deficiency

By Kari Punnonen, Kerttu Irjala, and Allan Rajamäki

From the Central Laboratory, Departments of Clinical Chemistry and Hematology, University Hospital of Turku, Turku, Finland.


    ABSTRACT
Abstract
Introduction
Methods
Results
Discussion
References

The objective of the study was to evaluate the diagnostic efficiency of laboratory tests, including serum transferrin receptor (TfR) measurements, in the diagnosis of iron depletion. The patient population consisted of 129 consecutive anemic patients at the University Hospital of Turku who were given a bone marrow examination. Of these patients, 48 had iron deficiency anemia (IDA), 64 anemia of chronic disease (ACD), and 17 patients had depleted iron stores and an infectious or an inflammatory condition (COMBI). Depletion of iron stores was defined as a complete absence of stainable iron in the bone marrow examination. Serum TfR concentrations were elevated in the vast majority of the IDA and COMBI patients, while in the ACD patients, the levels were within the reference limits reported earlier for healthy subjects. TfR measurement thus provided a reliable diagnosis of iron deficiency anemia (AUCROC 0.98). Serum ferritin measurement also distinguished between IDA patients and ACD patients. However, the optimal decision limit for evaluation of ferritin measurements was considerably above the conventional lower reference limits, complicating the interpretation of this parameter. Calculation of the ratio TfR/log ferritin (TfR-F Index) is a way of combining TfR and ferritin results. This ratio provided an outstanding parameter for the identification of patients with depleted iron stores (AUCROC 1.00). In anemic patients, TfR measurement is a valuable noninvasive tool for the diagnosis of iron depletion, and offers an attractive alternative to more conventional laboratory tests in the detection of depleted iron stores.

    INTRODUCTION
Abstract
Introduction
Methods
Results
Discussion
References

THE LEVEL of body iron stores is affected both by dietary intake and by the physiological need of iron for erythropoiesis. Consequently, iron deficiency anemia (IDA) can be caused by dietary deprivation of iron or by iron malabsorbtion; importantly, it may be the first clinical sign of increased blood loss. Unexplained iron deficiency anemia warrants extensive investigations of the gastrointestinal tract, since the probability of ulcers or malignant tumors as the cause of excessive blood loss is relatively high.1 Using laboratory tests, distinguishing between iron deficiency anemia and the anemia that accompanies infection, inflammation, or malignancy is difficult, as the commonly used laboratory parameters do not necessarily distinguish between these common causes of anemia.2-5 The conventional laboratory tests of iron status, serum iron, transferrin/total iron-binding capacity (TIBC), transferrin saturation, and ferritin are widely used in clinical practice, although they are considerably influenced by acute phase responses, which complicates the clinical interpretation of the test results.3-5 High sensitivity, as well as specificity, is of special importance for a test of iron status, as the further identification of the cause of the depletion of iron stores is bound to result in tedious clinical and laboratory investigations. Because the absence of stainable iron in bone marrow examination is generally regarded as the definitive marker of iron deficiency, marrow examinations are generally requested to confirm iron deficiency. There is an evident clinical need for noninvasive and sensitive means for the detection of iron deficiency, and in recent years, the serum transferrin receptor (TfR) level has been introduced as a promising new tool for the diagnosis of iron depletion.3,6-11

The TfR receptor is a transmembrane protein with two identical polypeptide chains, each weighing 95 kD; iron delivery to erythroblasts is mediated by the interaction of plasma transferrin with cell surface transferrin receptors.11,12 From the cell membrane the TfR-transferrin-iron complex is internalized via an endocytic vesicle, and in the intracellular compartment iron dissociates from TfR-transferrin complex.3,11,13 The iron remains in the cytosol, while the TfR-transferrin complex is recycled back to the cell surface. Virtually all cells have transferrin receptors on their surface, but in the normal adult, about 80% of them are in the erythroid marrow.12 Soluble TfR present in human plasma is a truncated form of the tissue receptor and exists as a transferrin-receptor complex.13-15 The TfR number on the cell surface reflects the iron requirement, and iron deprivation has been shown to result in the prompt induction of transferrin receptor synthesis.16

We have evaluated the clinical efficiency of TfR measurements in the identification of iron deficiency in an extensive, consecutive patient population. The diagnostic classification of all patients was based on an examination of bone marrow using iron staining as the gold standard for iron depletion.

    MATERIALS AND METHODS
Abstract
Introduction
Methods
Results
Discussion
References

Patients. The patient population consisted of 129 consecutive anemic adult patients at the University Hospital of Turku who underwent a bone marrow examination because of anemia. The purpose of the examinations was to define the type of anemia and to determine iron stores. Anemia was defined as a hemoglobin concentration of less than 128 g/L in men and 117 g/L in women, which constitutes the lower 2.5% reference limits in our hospital. All blood samples were obtained before any blood transfusions, and patients on oral iron therapy were excluded from the study population. Patients with hematological malignancies were also excluded from this study, as certain hematological malignancies have been reported to be associated with an elevated serum TfR regardless of the iron status of the patients.14,17 Additionally, patients who had hemolytic anemia or defined deficiency of vitamin B12 or folic acid were excluded from the study population, as these conditions may be associated with elevated TfR levels irrespective of iron status.18 The patients were assigned to one of three groups on the basis of the bone marrow examination and clinical data. Forty-eight patients (32 women and 16 men) who fulfilled the morphologic criteria of iron deficiency and who had no stainable iron in the bone marrow were classified as having IDA. Sixty-four anemic patients (37 women and 27 men) were classified as having anemia of chronic disease (ACD), and these patients all had stainable iron in the bone marrow. Of these 64 patients, 34 had recurrent or chronic infections, while the remaining 30 had other chronic diseases (ie, nonhematological malignancies and inflammatory diseases such as rheumatoid arthritis). Those patients who had no iron in the bone marrow together with an infectious disease, a chronic inflammatory disease (eg, rheumatoid arthritis or colitis ulcerosa) or a nonhematological malignancy were placed in a COMBI group (n = 17). In addition, two iron-deficient patients who had a C-reactive protein (CRP) value above 20 mg/L were regarded as having an accompanying inflammatory or infectious condition and were included in the COMBI group. Preliminary results concerning a small subgroup of the patients (n = 36) have been reported earlier.19

 
View this table:
[in this window] [in a new window]
 
Table 1. Laboratory Tests of Iron Status in the Three Anemic Patient Groups

Samples and analytical methods. Bone marrow was aspirated from the sternal bone or iliac crest. The smears were stained using the May-Grünwald-Giemsa method (Orion Diagnostica, Helsinki, Finland), and the iron stores were stained by the Prussian blue method. Blood counts were measured with an automated analyzer (Technicon H*2, Technicon Instruments Corp, Tarrytown, NY). Serum transferrin receptor assays were performed using a commercially available kit based on a polyclonal antibody in a sandwich enzyme immunoassay (EIA) format (Clinigen; R&D Systems, Minneapolis, MN). According to the assay kit from the manufacturer, the central 95th percentile of the reference distribution of TfR concentration is 0.85 to 3.05 mg/L (n = 1,000). Ferritin (reference range, 15 to 306 mg/L for men, 5 to 103 mg/L for women, according to the manufacturer) was measured using a radioimmunoassay (Spectria, Orion Diagnostics). Transferrin (reference range, 2.1 to 3.4 g/L for men, 2.0 to 3.1 g/L for women20 ) was measured with a Behring Nephelometer (Behringwerke AG, Marburg, Germany) together with antibodies provided by Dakopatts (Dakopatts, Glostrup, Denmark). Serum iron (reference range, 10 to 40 mmol/L) was measured using an Iron FZ assay (Hoffmann-LaRoche, Basel, Switzerland) based on a guanidine hydrochloride/Ferrozine reaction. The transferrin index (TI) was calculated as iron (mmol/L)/transferrin (g/L), as recently suggested by Beilby et al.21 Percent transferrin saturation was calculated as [iron/(transferrin × 23)] × 100.

Statistical analysis. Receiver operating characteristics (ROC) curves were visualized and the corresponding areas under the curves were calculated using the GraphROC for Windows software package.22 The areas under the ROC curves (AUCROC) were compared with each other using a software mathematically based on a method described earlier.23-25 The P values (one-tailed test) corresponding to the calculated z scores were drawn from a table of normal distributions.

    RESULTS
Abstract
Introduction
Methods
Results
Discussion
References

The results for blood counts and iron status markers for the 129 anemic patients are summarized in Table 1. Serum iron was not a reliable indicator of iron depletion (Table 2). When the study population was analyzed as a whole (n = 129), serum transferrin distinguished fairly well between iron-deficient and ACD patients (Table 2). However, in a considerable proportion of the iron-deficient patients, the transferrin concentration was within the reference limits of a healthy population (see Materials and Methods), making the clinical interpretation of the transferrin concentrations difficult. The area under the ROC curve (AUCROC) provided by Transferrin-Index (TI, iron/transferrin),21 or the percentage transferrin saturation [iron/(transferrin × 23) × 100] in the identification of iron-deficient patients was 0.82. For comparison, the corresponding AUCROC for red cell mean corpuscular volume (MCV) was 0.88.

 
View this table:
[in this window] [in a new window]
 
Table 2. AUCROC Values (SE) for Parameters of Iron Status

In male and female IDA patients, the median serum ferritin concentrations were 13 mg/L (mean ± standard deviation [SD], 37 ± 94) and 9 mg/L (mean ± SD, 12 ± 9), respectively. In male and female ACD patients, the median ferritin concentrations were 195 mg/L (mean ± SD, 364 ± 310) and 169 mg/L (mean ± SD, 326 ± 440), respectively. There have been no previous reports of any significant differences in TfR concentrations between male and female patients; the present findings are consistent with this, as for instance, in male and female ACD patients, the median TfR concentrations were 1.9 g/L (mean ± SD, 1.9 ± 0.7) and 1.7 g/L (mean ± SD, 1.8 ± 0.5), respectively. As neither ferritin nor TfR concentrations differed significantly between male and female patients, the results have been analyzed and presented without distinction between male and female patients. Serum ferritin measurements distinguished between IDA and ACD patients (AUCROC 0.98); however, the optimal decision limit for the interpretation of ferritin measurements was considerably above the conventional lower reference limit, which is based on evaluations of apparently healthy populations (Tables 1-3 and Fig 1). TfR concentrations were elevated in the vast majority of IDA and COMBI patients, and the serum TfR concentration was found to be a good indicator of iron deficiency, as demonstrated by the scattergram in Fig 2 and by the ROC curve in Fig 3 (AUCROC 0.98). In the ACD patients, the levels were within the reference limits reported earlier for healthy subjects.19 TfR measurements effectively identified iron deficiency, even in the presence of an accompanying inflammatory or infectious condition (Tables 2 and 3, Fig 2); furthermore, the statistical comparison of the ROC curves indicates that TfR measurements distinguished between the COMBI and the ACD patients more effectively than ferritin measurements (P = .033).

 
View this table:
[in this window] [in a new window]
 
Table 3. Ability of Ferritin, TfR, TfR/Ferritin Ratio and TfR-F Index to Identify Patients With Iron Deficiency


View larger version (20K):
[in this window]
[in a new window]
 
Fig 1. Serum ferritin concentrations in anemic patients. IDA (iron-deficiency anemia) (n = 48) and ACD (anemia of chronic disease) (n = 64). Those patients who had depleted iron stores together with an infectious disease, a chronic inflammatory disease, or a nonhematological malignancy were assigned to the COMBI group (n = 17). The lower reference limits of the serum ferritin assay are indicated separately for male (male ) and female (female ) subjects by horizontal bars.


View larger version (19K):
[in this window]
[in a new window]
 
Fig 2. Serum TfR concentrations in anemic patients. For abbreviations, see text to Fig 1. The central 95th percentile of the reference distribution for the TfR assay is shown with horizontal bars.


View larger version (16K):
[in this window]
[in a new window]
 
Fig 3. ROC curves for TfR, ferritin, and TfR-F Index (TfR/log ferritin ratio) in the identification of iron-deficient patients. The ROC curves are shown separately for the whole patient population (n = 129) (A) and for the distinction between the ACD (n = 64) and COMBI (n = 17) patients (B). TfR-F Index -, TfR , ferritin black-square.

Earlier, the calculation of the TfR/ferritin ratio was reported to reflect the depletion of iron stores in response to phlebotomies.7 In the present patient material, the calculation of the TfR/ferritin ratio as such only slightly improved diagnostic sensitivity and specificity compared with the use of TfR or ferritin alone (Tables 2 and 3). However, both sensitivity and specificity were improved by logarithmic transformation of the ferritin value, and we suggest that this parameter be referred to the TfR-Ferritin Index (TfR-F Index). The calculation of the TfR/log ferritin ratio (TfR-F Index) provided an outstanding parameter for the identification of iron-deficient patients (Table 3, Figs 3 and 4). When the whole study population (n = 129) was analyzed, the TfR-F Index provided an AUCROC value of 1.00. Consequently, when subgroups were analyzed, the AUCROC values were 1.00 for the distinction between the ACD (n = 64) and IDA groups (n = 48), and 1.00 for the distinction between the ACD and COMBI groups (n = 17) (Tables 2 and 3, and Figs 3 and 4).


View larger version (15K):
[in this window]
[in a new window]
 
Fig 4. The TfR-F Index (TfR/log ferritin ratio) in anemic patients. For explanation of the abbreviations, see text in Fig 1. The median values for each patient group (IDA, 5.4; COMBI, 3.2; ACD, 0.8) are indicated by horizontal bars.

    DISCUSSION
Abstract
Introduction
Methods
Results
Discussion
References

The clinical situation in which serum transferrin receptor (TfR) measurements have been suggested to be especially useful is the differentiation between IDA and ACD.2,11 The distinction between IDA and the anemia that accompanies infection, inflammation, or malignancy is difficult, as the laboratory parameters commonly used do not necessarily distinguish these common causes of anemia. In the present study, we have evaluated the clinical efficiency of both TfR measurements and a variety of more conventional laboratory tests in the identification of patients with iron deficiency. Every attempt was made to avoid any bias due to preselection of patients by using a clinically relevant study population consisting of consecutive anemia patients subjected to a bone marrow examination. Iron deficiency was defined as a complete absence of stainable iron in bone marrow.

Serum iron and iron saturation of transferrin are of limited value in the diagnosis of IDA, as the corresponding AUCROC values, consistent with earlier studies,26 do not reflect proper diagnostic sensitivity and specificity. This is apparently due to the interference of the acute-phase response in serum iron and transferrin concentrations. Serum ferritin has been widely used to define iron depletion. In this study population, ferritin measurements (AUCROC 0.98) and even serum transferrin (AUCROC 0.98) distinguished effectively between patients with uncomplicated IDA and those with ACD, but the optimal decision limit for the interpretation of both ferritin and transferrin measurements was found to be considerably above the conventional reference limits, which are based on the evaluation of apparently healthy populations. It is evident that the ability of ferritin to distinguish between IDA and ACD is due not only to the decrease in serum ferritin level in IDA patients but, to a considerable extent, to the increase in serum ferritin caused by the acute phase responses associated with chronic inflammatory disease. The ROC curves produced on the basis of the present patient material (Table 2) are in good agreement with those generated earlier on the basis of meta-analysis for ferritin and iron saturation of transferrin.26 Based on the present data, it can be statistically estimated22 that in anemic patients who do not have an accompanying infection or inflammatory disease, a cut-off limit of 41 mg/L for serum ferritin provides optimal diagnostic efficiency. However, this estimation is apparently no longer valid if we assume that the iron-deficient patient has another disease accompanied by an acute phase reaction (ie, the COMBI group), so that the diagnostic usefulness of ferritin measurements is reduced (Tables 2 and 3). In the interpretation of ferritin results, the conventional population-based reference limits are not very useful, as for instance in female IDA patients (n = 32), the lower reference limit of ferritin concentrations provided only 22% sensitivity in the identification of iron deficiency. On the other hand, it is obvious that the need for disease-specific decision limits is difficult to meet. In conclusion, the measurement of serum ferritin may provide a rational basis for the identification of iron deficiency; the interpretation of the ferritin levels, however, requires careful diagnostic classification of the patients and knowledge of all the factors that may cause changes in serum ferritin levels.

The proinflammatory cytokines tumor necrosis factor-alpha and interleukin-6 have been suggested to reduce TfR expression under in vitro experimental conditions.27 On the basis of the present study, TfR measurements are able to distinguish between patients with IDA and those with ACD. The finding suggests that in ACD patients the potentially increased cytokine production does not greatly affect the TfR response caused by iron depletion; this is consistent with earlier reports.2 A major advantage of TfR measurements over serum ferritin is the apparent specificity of the biological response to changes in iron status and erythropoiesis. The present study suggests that when compared with ferritin, the clinical interpretation of TfR measurements is simpler. When hemolysis or megaloblastosis can be excluded, the TfR measurement should be an attractive alternative to more conventional tests of iron status.

The serum ferritin level varies with iron stores, while TfR is assumed to reflect reliably the degree of tissue iron supply.3,11 The TfR/ferritin ratio has been suggested to be a good estimate of body iron in individual subjects,7 but no studies of a representative patient population have so far been published. In the present study, we evaluated a variety of possibilities of combining the TfR and ferritin parameters; the results suggest that calculation of the TfR/ferritin ratio does not considerably improve diagnostic efficiency compared with TfR alone (Tables 2 and 3). However, logarithmic transformation of the ferritin values and calculation of the TfR/log ferritin ratio (the TfR-F Index) provided an outstanding indicator of iron depletion, as demonstrated by the scattergram and the corresponding ROC curves (Figs 3 and 4). This TfR-F Index takes advantage of the relationship between two phenomena, ie, an increase in TfR and a decrease in the ferritin concentration. This parameter consists of two variables, which in general, are influenced by the body iron stores, the availability of iron for erythropoiesis, and the total mass of erythroid bone marrow.

This study shows that, while serum TfR measurements are useful in the diagnosis of iron deficiency and in the differential diagnosis of various types of anemia, the combination of TfR and ferritin measurements provides the highest sensitivity and specificity. It may be predicted that these measurements are likely to replace the conventional parameters of iron status, ie, serum iron, transferrin, and ferritin alone, in clinical laboratories. They would be especially useful at outpatient clinics, where bone marrow examinations are often either not available or are regarded as an invasive means of identifying patients with depleted iron stores.

    FOOTNOTES

   Submitted March 14, 1996; accepted September 16, 1996.
   Address reprint requests to Kari Punnonen, MD, PhD, Department of Clinical Chemistry, University Hospital of Turku, Kiinamyllynkatu 4-8, 20520 Turku, Finland.

   The publication costs of this article were defrayed in part by page charge payment. This article must therefore be hearly marked ``advertisment'' in accordance with 18 U.S.C. section 1734 solely to indicate this fact.

    REFERENCES
Abstract
Introduction
Methods
Results
Discussion
References

1. Rockey DC, Cello JP: Evaluation of the gastrointestinal tract in patients with iron-deficiency anemia. N Engl J Med 329:1691, 1993[Abstract/Free Full Text]

2. Ferguson BJ, Skikne BS, Simpson KM, Baynes RD, Cook JD: Serum transferrin receptor distinguishes the anemia of chronic disease from iron deficiency anemia. J Lab Clin Med 119:385, 1992[Medline] [Order article via Infotrieve]

3. Cazzola M, Beguin Y: New tools for clinical evaluation of erythron function in man. Br J Haematol 80:278, 1992[Medline] [Order article via Infotrieve]

4. Harju E, Pakarinen A, Larmi T: A comparison between serum ferritin concentration and the amount of bone marrow stainable iron. Scand J Clin Lab Invest 44:555, 1984[Medline] [Order article via Infotrieve]

5. Burns ER, Goldberg SN, Lawrence C, Wenz B: Clinical utility of serum tests for iron deficiency in hospitalized patients. Am J Clin Pathol 93:240, 1990[Medline] [Order article via Infotrieve]

6. Kohgo Y, Niitsu Y, Kondo H, Kato I, Tsushima N, Sasaki K, Hirayama M, Numata T, Nishisato T, Urushizaki I: Serum transferrin receptor as a new index of erythropoiesis. Blood 70:1955, 1987[Abstract/Free Full Text]

7. Skikne BS, Flowers CH, Cook JD: Serum transferrin receptor: A quantitative measure of tissue iron deficiency. Blood 75:1870, 1990[Abstract/Free Full Text]

8. Flowers CH, Skikne BS, Covell AM, Cook JD: The clinical measurement of serum transferrin receptor. J Lab Clin Med 114:368, 1989[Medline] [Order article via Infotrieve]

9. Thorstensen K, Egeberg K, Romslo I, Dalhoj J, Wiggers P: Variations in serum erythropoietin and transferrin receptor during phlebotomy therapy of hereditary hemochromatosis: A case report. Eur J Haematol 47:219, 1991[Medline] [Order article via Infotrieve]

10. Thorstensen K, Romslo I: The transferrin receptor: Its diagnostic value and its potential as therapeutic target. Scand J Clin Lab Invest 53:113, 1993

11. Cook JD, Skikne BS, Baynes RD: Serum transferrin receptor. Annu Rev Med 44:63, 1993[Medline] [Order article via Infotrieve]

12. Huebers HA, Finch CA: The physiology of transferrin and transferrin receptors. Physiol Rev 67:520, 1987[Free Full Text]

13. Ahn J, Johnstone RM: Origin of a soluble truncated transferrin receptor. Blood 81:2442, 1993[Abstract/Free Full Text]

14. Huebers HA, Beguin Y, Pootrakul P, Einspahr D, Finch CA: Intact transferrin receptors in human plasma and their relation to erythropoiesis. Blood 75:102, 1990[Abstract/Free Full Text]

15. Shih YJ, Baynes RD, Hudson BG, Flowers CH, Skikne BS, Cook JD: Serum transferrin receptor is a truncated form of tissue receptor. J Biol Chem 265:19077, 1990[Abstract/Free Full Text]

16. Rao KK, Shapiro D, Mattia E, Bridges K, Klausner RD: Effects of alterations in cellular iron on biosynthesis of the transferrin receptor in K562 cells. Mol Cell Biol 5:595, 1985[Abstract/Free Full Text]

17. Beguin Y, Lampertz S, De Groote D, Igot D, Malaise M, Fillet G: Soluble CD23 and other receptors (CD4, CD8, CD25, CD71) in serum of patients with chronic lymphocytic leukemia. Leukemia 7:2019, 1993[Medline] [Order article via Infotrieve]

18. Carmel R, Skikne BS: Serum transferrin receptor in the megaloblastic anemia of cobalamin deficiency. Eur J Haematol 49:246, 1992[Medline] [Order article via Infotrieve]

19. Punnonen K, Irjala K, Rajamäki A: Iron deficiency anemia is associated with high serum levels of transferrin receptor. Clin Chem 40:774, 1994[Abstract/Free Full Text]

20. Rajamäki A, Irjala K, Aitio A: Immunochemical determination of serum transferrin. Scand J Haematol 23:227, 1979[Medline] [Order article via Infotrieve]

21. Beilby J, Olynyk J, Ching S, Prins A, Swanson N, Reed W, Harley H, Garcia-Webb P: Transferrin index: An alternative method for calculating the iron saturation of transferrin. Clin Chem 38:2078, 1992[Abstract]

22. Kairisto V, Poola A: Software for illustrative presentation of basic clinical characteristics of laboratory tests - GraphROC for Windows. Scand J Clin Lab Invest 222:43, 1995 (suppl 55)

23. Hanley JA, McNeil BJ: The meaning and use of the area under a receiver operating characteristics (ROC) curve. Radiology 143:29, 1982[Abstract/Free Full Text]

24. Beck JR, Schultz EK: The use of relative operating characteristic (ROC) curves in test performance evaluation. Arch Pathol Lab Med 110:13, 1986[Medline] [Order article via Infotrieve]

25. Forsström J: Machine learning in clinical medicine by knowledge acquisition from patient databases (Dissertation). University of Turku, Turku, Finland, Departments of Medicine and Clinical Chemistry, 1992

26. Guyatt GH, Oxman AD, Ali M, Willan A, McIlroy W, Patterson C: Laboratory diagnosis of iron-deficiency anemia: An overview. J Gen Intern Med 7:145, 1992[Medline] [Order article via Infotrieve]

27. Fahmy M, Young SP: Modulation of iron metabolism in monocyte cell line U937 by inflammatory cytokines: Changes in transferrin uptake, iron handling and ferritin mRNA. Biochem J 296:175, 1993


© 1997 by The American Society of Hematology.

Add to CiteULike CiteULike   Add to Connotea Connotea   Add to Del.icio.us Del.icio.us   Add to Digg Digg   Add to Reddit Reddit   Add to Technorati Technorati    What's this?


This article has been cited by other articles:


Home page
Age AgeingHome page
K. I. Tull, V. Hirani, A. Ali, E. Chua, and J. S. Mindell
Impact of different diagnostic thresholds and the anaemia-ferritin-transferrin receptor model on the prevalence of anaemia and impaired iron status in older people
Age Ageing, September 1, 2009; 38(5): 609 - 613.
[Full Text] [PDF]


Home page
BloodHome page
I. Theurl, E. Aigner, M. Theurl, M. Nairz, M. Seifert, A. Schroll, T. Sonnweber, L. Eberwein, D. R. Witcher, A. T. Murphy, et al.
Regulation of iron homeostasis in anemia of chronic disease and iron deficiency anemia: diagnostic and therapeutic implications
Blood, May 21, 2009; 113(21): 5277 - 5286.
[Abstract] [Full Text] [PDF]


Home page
Am. J. Clin. Nutr.Home page
M. E Cogswell, A. C Looker, C. M Pfeiffer, J. D Cook, D. A Lacher, J. L Beard, S. R Lynch, and L. M Grummer-Strawn
Assessment of iron deficiency in US preschool children and nonpregnant females of childbearing age: National Health and Nutrition Examination Survey 2003-2006
Am. J. Clinical Nutrition, May 1, 2009; 89(5): 1334 - 1342.
[Abstract] [Full Text] [PDF]


Home page
J. Nutr.Home page
Q. Sun, J. Ma, N. Rifai, O. H. Franco, K. M. Rexrode, and F. B. Hu
Excessive Body Iron Stores Are Not Associated with Risk of Coronary Heart Disease in Women
J. Nutr., December 1, 2008; 138(12): 2436 - 2441.
[Abstract] [Full Text] [PDF]


Home page
Arch Pediatr Adolesc MedHome page
J. M. Brotanek, J. Gosz, M. Weitzman, and G. Flores
Secular Trends in the Prevalence of Iron Deficiency Among US Toddlers, 1976-2002
Arch Pediatr Adolesc Med, April 1, 2008; 162(4): 374 - 381.
[Abstract] [Full Text] [PDF]


Home page
Am J Trop Med HygHome page
S.-R. Pasricha, S. R. Caruana, T. Q. Phuc, G. J. Casey, D. Jolley, S. Kingsland, N. T. Tien, L. MacGregor, A. Montresor, and B.-A. Biggs
Anemia, Iron Deficiency, Meat Consumption, and Hookworm Infection in Women of Reproductive Age in Northwest Vietnam
Am J Trop Med Hyg, March 1, 2008; 78(3): 375 - 381.
[Abstract] [Full Text] [PDF]


Home page
PediatricsHome page
J. M. Brotanek, G. Flores, and M. Weitzman
Iron-Status Indicators: In Reply
Pediatrics, March 1, 2008; 121(3): 652 - 652.
[Full Text] [PDF]


Home page
NEJMHome page
J. C.J. Calis, K. S. Phiri, E. B. Faragher, B. J. Brabin, I. Bates, L. E. Cuevas, R. J. de Haan, A. I. Phiri, P. Malange, M. Khoka, et al.
Severe Anemia in Malawian Children
N. Engl. J. Med., February 28, 2008; 358(9): 888 - 899.
[Abstract] [Full Text] [PDF]


Home page
J. Nutr.Home page
R. Kupka, G. I. Msamanga, F. Mugusi, P. Petraro, D. J. Hunter, and W. W. Fawzi
Iron Status Is an Important Cause of Anemia in HIV-Infected Tanzanian Women but Is Not Related to Accelerated HIV Disease Progression
J. Nutr., October 1, 2007; 137(10): 2317 - 2323.
[Abstract] [Full Text] [PDF]


Home page
Arch. Dis. Child. Fetal Neonatal Ed.Home page
A. Maria Verner, J. Manderson, T. R J Lappin, D. R McCance, H. L Halliday, and D. G Sweet
Influence of maternal diabetes mellitus on fetal iron status
Arch. Dis. Child. Fetal Neonatal Ed., September 1, 2007; 92(5): F399 - F401.
[Abstract] [Full Text] [PDF]


Home page
Annals of Clinical & Laboratory ScienceHome page
H. Knox-Macaulay, D. Gravell, and F. Elender
Serum Transferrin Receptor Status of Healthy Adult Arabs
Ann. Clin. Lab. Sci., January 1, 2007; 37(1): 57 - 62.
[Abstract] [Full Text] [PDF]


Home page
Am. J. Clin. Nutr.Home page
J. L Beard, L. E Murray-Kolb, F. J Rosales, N. W Solomons, and M. L. Angelilli
Interpretation of serum ferritin concentrations as indicators of total-body iron stores in survey populations: the role of biomarkers for the acute phase response
Am. J. Clinical Nutrition, December 1, 2006; 84(6): 1498 - 1505.
[Abstract] [Full Text] [PDF]


Home page
BMJHome page
A. Koulaouzidis and S. Bhat
Investigating iron status in microcytic anaemia: Zincprotoporphyrin and soluble transferrin receptor have a role
BMJ, November 4, 2006; 333(7575): 972 - 972.
[Full Text]


Home page
Infect. Immun.Home page
T. Leenstra, H. M. Coutinho, L. P. Acosta, G. C. Langdon, L. Su, R. M. Olveda, S. T. McGarvey, J. D. Kurtis, and J. F. Friedman
Schistosoma japonicum Reinfection after Praziquantel Treatment Causes Anemia Associated with Inflammation
Infect. Immun., November 1, 2006; 74(11): 6398 - 6407.
[Abstract] [Full Text] [PDF]


Home page
PediatricsHome page
R. Crowell, A. M. Ferris, R. J. Wood, P. Joyce, and H. Slivka
Comparative Effectiveness of Zinc Protoporphyrin and Hemoglobin Concentrations in Identifying Iron Deficiency in a Group of Low-Income, Preschool-Aged Children: Practical Implications of Recent Illness
Pediatrics, July 1, 2006; 118(1): 224 - 232.
[Abstract] [Full Text] [PDF]


Home page
Annals of Clinical & Laboratory ScienceHome page
J. W. Choi
Combination of Serum Transferrin Receptor and Red Cell Distribution Width for Assessing Anemia in Patients with Chronic Diseases
Ann. Clin. Lab. Sci., January 1, 2006; 36(3): 356 - 358.
[Full Text] [PDF]


Home page
Am. J. Clin. Nutr.Home page
I. Kasvosve, Z. A. Gomo, K. J Nathoo, P. Matibe, B. Mudenge, M. Loyevsky, and V. R Gordeuk
Effect of ferroportin Q248H polymorphism on iron status in African children
Am. J. Clinical Nutrition, November 1, 2005; 82(5): 1102 - 1106.
[Abstract] [Full Text] [PDF]


Home page
Annals of Clinical & Laboratory ScienceHome page
J. W. Choi
Sensitivity, Specificity, and Predictive Value of Serum Soluble Transferrin Receptor at Different Stages of Iron Deficiency
Ann. Clin. Lab. Sci., October 1, 2005; 35(4): 435 - 439.
[Abstract] [Full Text] [PDF]


Home page
Journals of Gerontology Series A: Biological Sciences and Medical SciencesHome page
G. Onder, B. W. J. H. Penninx, M. Cesari, S. Bandinelli, F. Lauretani, B. Bartali, A. M. Gori, M. Pahor, and L. Ferrucci
Anemia Is Associated With Depression in Older Adults: Results From the InCHIANTI Study
J. Gerontol. A Biol. Sci. Med. Sci., September 1, 2005; 60(9): 1168 - 1172.
[Abstract] [Full Text] [PDF]


Home page
NEJMHome page
G. Weiss and L. T. Goodnough
Anemia of Chronic Disease
N. Engl. J. Med., March 10, 2005; 352(10): 1011 - 1023.
[Full Text] [PDF]


Home page
J. Nutr.Home page
D. L. O'Connor, M. E. Latulippe, C. Campos, C. Merlos, S. Villalpando, and M. F. Picciano
Folate Deficiency Does Not Alter the Usefulness of the Serum Transferrin Receptor Concentration as an Index for the Detection of Iron Deficiency in Mexican Women during Early Lactation
J. Nutr., January 1, 2005; 135(1): 144 - 149.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
R. Vikstedt, P. von Lode, T. Takala, K. Irjala, O. Peltola, K. Pettersson, and P. Suominen
Rapid One-Step Immunofluorometric Assay for Measuring Soluble Transferrin Receptor in Whole Blood
Clin. Chem., October 1, 2004; 50(10): 1831 - 1833.
[Full Text] [PDF]


Home page
GutHome page
C Gasche, M C E Lomer, I Cavill, and G Weiss
Iron, anaemia, and inflammatory bowel diseases
Gut, August 1, 2004; 53(8): 1190 - 1197.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
S. Franck, J. Linssen, M. Messinger, and L. Thomas
Potential Utility of Ret-Y in the Diagnosis of Iron-Restricted Erythropoiesis
Clin. Chem., July 1, 2004; 50(7): 1240 - 1242.
[Full Text] [PDF]


Home page
J. Nutr.Home page
B. Shell-Duncan and T. McDade
Use of Combined Measures from Capillary Blood to Assess Iron Deficiency in Rural Kenyan Children
J. Nutr., February 1, 2004; 134(2): 384 - 387.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
C. Brugnara
Iron Deficiency and Erythropoiesis: New Diagnostic Approaches
Clin. Chem., October 1, 2003; 49(10): 1573 - 1578.
[Abstract] [Full Text] [PDF]


Home page
Annals of Clinical & Laboratory ScienceHome page
J. W. Choi and S. H. Pai
Associations Between Serum Transferrin Receptor Concentrations and Erythropoietic Activities According to Body Iron Status
Ann. Clin. Lab. Sci., July 1, 2003; 33(3): 279 - 284.
[Abstract] [Full Text] [PDF]


Home page
BloodHome page
J. D. Cook, C. H. Flowers, and B. S. Skikne
The quantitative assessment of body iron
Blood, May 1, 2003; 101(9): 3359 - 3363.
[Abstract] [Full Text] [PDF]


Home page
ASH Education BookHome page
E. Beutler, A. V. Hoffbrand, and J. D. Cook
Iron Deficiency and Overload
Hematology, January 1, 2003; 2003(1): 40 - 61.
[Abstract] [Full Text] [PDF]


Home page
J. Nutr.Home page
T. W. McDade and B. Shell-Duncan
Whole Blood Collected on Filter Paper Provides a Minimally Invasive Method for Assessing Human Transferrin Receptor Level
J. Nutr., December 1, 2002; 132(12): 3760 - 3763.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
C. Thomas and L. Thomas
Biochemical Markers and Hematologic Indices in the Diagnosis of Functional Iron Deficiency
Clin. Chem., July 1, 2002; 48(7): 1066 - 1076.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
E. J. Lee, E.-J. Oh, Y.-J. Park, H. K. Lee, and B. K. Kim
Soluble Transferrin Receptor (sTfR), Ferritin, and sTfR/Log Ferritin Index in Anemic Patients with Nonhematologic Malignancy and Chronic Inflammation
Clin. Chem., July 1, 2002; 48(7): 1118 - 1121.
[Full Text] [PDF]


Home page
Arch Intern MedHome page
E. Rimon, S. Levy, A. Sapir, G. Gelzer, R. Peled, D. Ergas, and Z. M. Sthoeger
Diagnosis of Iron Deficiency Anemia in the Elderly by Transferrin Receptor-Ferritin Index
Arch Intern Med, February 25, 2002; 162(4): 445 - 449.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
J. Kato, M. Kobune, Y. Kohgo, K. Fujikawa, R. Takimoto, Y. Torimoto, Y. Ito, M. Bessho, T. Hotta, A. Hikawa, et al.
Ratio of Transferrin (Tf) to Tf-Receptor Complex in Circulation Differs Depending on Tf Iron Saturation
Clin. Chem., January 1, 2002; 48(1): 181 - 183.
[Full Text] [PDF]


Home page
Am. J. Clin. Nutr.Home page
F. S. Asobayire, P. Adou, L. Davidsson, J. D Cook, and R. F Hurrell
Prevalence of iron deficiency with and without concurrent anemia in population groups with high prevalences of malaria and other infections: a study in Cote dIvoire
Am. J. Clinical Nutrition, December 1, 2001; 74(6): 776 - 782.
[Abstract] [Full Text]


Home page
Arch. Dis. Child. Fetal Neonatal Ed.Home page
P REYNOLDS, H L HALLIDAY, and T R J LAPPIN
Newborns have unique confounding factors regarding the TfR-F ratio Reply
Arch. Dis. Child. Fetal Neonatal Ed., September 1, 2001; 85(2): F145c - 145.
[Full Text]


Home page
Clin. Chem.Home page
G. Van den Bosch, J. Van den Bossche, C. Wagner, P. De Schouwer, M. Van De Vyvere, and H. Neels
Determination of Iron Metabolism-related Reference Values in a Healthy Adult Population
Clin. Chem., August 1, 2001; 47(8): 1465 - 1467.
[Full Text] [PDF]


Home page
GutHome page
O JOLOBE
Guidelines for the management of iron deficiency anaemia
Gut, July 1, 2001; 49(1): 158 - 158.
[Full Text] [PDF]


Home page
Arch. Dis. Child. Fetal Neonatal Ed.Home page
D. G Sweet, G. A Savage, R. Tubman, T. R J Lappin, and H. L Halliday
Cord blood transferrin receptors to assess fetal iron status
Arch. Dis. Child. Fetal Neonatal Ed., July 1, 2001; 85(1): F46 - 48.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
P. Suominen, A. Virtanen, M. Lehtonen-Veromaa, O. J. Heinonen, T. T. Salmi, M. Alanen, T. Mottonen, A. Rajamaki, and K. Irjala
Regression-based Reference Limits for Serum Transferrin Receptor in Children 6 Months to 16 Years of Age
Clin. Chem., May 1, 2001; 47(5): 935 - 937.
[Full Text] [PDF]


Home page
BMJHome page
E J Fitzsimons and J H Brock
The anaemia of chronic disease
BMJ, April 7, 2001; 322(7290): 811 - 812.
[Full Text]


Home page
Arch. Dis. Child. Fetal Neonatal Ed.Home page
D G Sweet, G Savage, T R J Tubman, T R J Lappin, and H L Halliday
Study of maternal influences on fetal iron status at term using cord blood transferrin receptors
Arch. Dis. Child. Fetal Neonatal Ed., January 1, 2001; 84(1): 40F - 43.
[Abstract] [Full Text]


Home page
Am. J. Clin. Nutr.Home page
M. Olivares, T. Walter, J. D Cook, E. Hertrampf, and F. Pizarro
Usefulness of serum transferrin receptor and serum ferritin in diagnosis of iron deficiency in infancy
Am. J. Clinical Nutrition, November 1, 2000; 72(5): 1191 - 1195.
[Abstract] [Full Text] [PDF]


Home page
BloodHome page
L. T. Goodnough, B. Skikne, and C. Brugnara
Erythropoietin, iron, and erythropoiesis
Blood, August 1, 2000; 96(3): 823 - 833.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
J. W. Choi, M. W. Im, and S. H. Pai
Serum Transferrin Receptor Concentrations during Normal Pregnancy
Clin. Chem., May 1, 2000; 46(5): 725 - 727.
[Full Text] [PDF]


Home page
Postgrad. Med. J.Home page
O M P Jolobe
Medicine in the elderly: Does this elderly patient have iron deficiency anaemia, and what is the underlying cause?
Postgrad. Med. J., April 1, 2000; 76(894): 195 - 198.
[Abstract] [Full Text]


Home page
QJMHome page
O.M.P. JOLOBE
Serum transferrin receptor assay in iron deficiency anaemia and anaemia of chronic disease in the elderly
QJM, March 1, 2000; 93(3): 198 - 198.
[Full Text] [PDF]


Home page
ASH Education BookHome page
G. M. Brittenham, G. Weiss, P. Brissot, F. Laine, A. Guillygomarc'h, D. Guyader, R. Moirand, and Y. Deugnier
Clinical Consequences of New Insights in the Pathophysiology of Disorders of Iron and Heme Metabolism
Hematology, January 1, 2000; 2000(1): 39 - 50.
[Abstract] [Full Text] [PDF]


Home page
QJMHome page
E. Chua, J.E. Clague, A.K. Sharma, M.A. Horan, and M. Lombard
Serum transferrin receptor assay in iron deficiency anaemia and anaemia of chronic disease in the elderly
QJM, October 1, 1999; 92(10): 587 - 594.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
C. H. Flowers and J. D. Cook
Dried Plasma Spot Measurements of Ferritin and Transferrin Receptor for Assessing Iron Status
Clin. Chem., October 1, 1999; 45(10): 1826 - 1832.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
J. W. Choi, S. H. Pai, M. W. Im, and S. K. Kim
Change in Transferrin Receptor Concentrations with Age
Clin. Chem., September 1, 1999; 45(9): 1562 - 1563.
[Full Text] [PDF]


Home page
Clin. Chem.Home page
P. Suominen, K. Punnonen, A. Rajamaki, R. Majuri, V. Hanninen, and K. Irjala
Automated Immunoturbidimetric Method for Measuring Serum Transferrin Receptor
Clin. Chem., August 1, 1999; 45(8): 1302 - 1305.
[Full Text] [PDF]


Home page
Am. J. Clin. Nutr.Home page
M. A Virtanen, L. U Viinikka, M. K. Virtanen, J. C. Svahn, R. M Anttila, T. Krusius, J. D Cook, I. E. Axelsson, N. C. Raiha, and M. A Siimes
Higher concentrations of serum transferrin receptor in children than in adults
Am. J. Clinical Nutrition, February 1, 1999; 69(2): 256 - 260.
[Abstract] [Full Text] [PDF]


Home page
BloodHome page
P. Suominen, K. Punnonen, A. Rajamaki, and K. Irjala
Serum Transferrin Receptor and Transferrin Receptor-Ferritin Index Identify Healthy Subjects With Subclinical Iron Deficits
Blood, October 15, 1998; 92(8): 2934 - 2939.
[Abstract] [Full Text] [PDF]


Home page
BloodHome page
J. D. Cook, C. H. Flowers, and B. S. Skikne
An Assessment of Dried Blood-Spot Technology for Identifying Iron Deficiency
Blood, September 1, 1998; 92(5): 1807 - 1813.
[Abstract] [Full Text] [PDF]


Home page
CirculationHome page
T.-P. Tuomainen, K. Punnonen, K. Nyyssonen, and J. T. Salonen
Association Between Body Iron Stores and the Risk of Acute Myocardial Infarction in Men
Circulation, April 21, 1998; 97(15): 1461 - 1466.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
J. Allen, K. R. Backstrom, J. A. Cooper, M. C. Cooper, T. C. Detwiler, D. W. Essex, R. P. Fritz, R. T. Means Jr., P. B. Meier, S. R. Pearlman, et al.
Measurement of soluble transferrin receptor in serum of healthy adults
Clin. Chem., January 1, 1998; 44(1): 35 - 39.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
A. E. Mast, M. A. Blinder, A. M. Gronowski, C. Chumley, and M. G. Scott
Clinical utility of the soluble transferrin receptor and comparison with serum ferritin in several populations
Clin. Chem., January 1, 1998; 44(1): 45 - 51.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
P. Suominen, K. Punnonen, A. Rajamaki, and K. Irjala
Evaluation of new immunoenzymometric assay for measuring soluble transferrin receptor to detect iron deficiency in anemic patients
Clin. Chem., September 1, 1997; 43(9): 1641 - 1646.
[Abstract] [Full Text] [PDF]


This Article
Right arrow Abstract Freely available
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Right arrow Citation Map
Services
Right arrow Email this article to a friend
Right arrow Similar articles in this journal
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Download to citation manager
Right arrow reprints & permissions
Right arrow Rights and Permissions
Citing Articles
Right arrow Citing Articles via HighWire
Right arrow Citing Articles via CrossRef
Right arrow Citing Articles via Google Scholar
Google Scholar
Right arrow Articles by Punnonen, K.
Right arrow Articles by Rajamäki, A.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Punnonen, K.
Right arrow Articles by Rajamäki, A.
Related Collections
Right arrow Red Cells
Social Bookmarking
 Add to CiteULike   Add to Connotea   Add to Del.icio.us   Add to Digg   Add to Reddit   Add to Technorati  
What's this?

 click for free articles
home about blood authors subscriptions permissions advertising public access contact us
  Copyright © 1997 by American Society of Hematology         Online ISSN: 1528-0020