Research Project for Dialysis Patients with a Hgb >13 for 2005

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Research Project for Dialysis Patients with a Hgb >13 for 2005 Researched, Edited, and Presented by Mindy Huttu, Anatole Besarab, and Stan Frinak

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Research Project for Dialysis Patients with a Hgb >13 for 2005. Researched, Edited, and Presented by. Mindy Huttu, Anatole Besarab, and Stan Frinak. Introduction. Why are dialysis patients anemic? - PowerPoint PPT Presentation

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Page 1: Research Project for Dialysis Patients with a Hgb >13 for 2005

Research Project for Dialysis Patients with a Hgb >13 for 2005 Research Project for Dialysis Patients with a Hgb >13 for 2005

Researched, Edited, and Presented by Researched, Edited, and Presented by

Mindy Huttu, Anatole Besarab, and Stan Frinak Mindy Huttu, Anatole Besarab, and Stan Frinak

Page 2: Research Project for Dialysis Patients with a Hgb >13 for 2005

Why are dialysis patients anemic?

–Anemia is measured as a reduction in hemoglobin (Hgb), the substance in red blood cells that carries oxygen.

–Chronic Kidney Disease (CKD) patients become anemic as they loose kidney function.

–This results from the loss of the Kidneys’ ability to produce the red blood cell stimulating hormone Erythropoietin (EPO).

–To prevent Anemia, replace EPO produced in the kidney with “artificial” (genetically engineered) EPO.

–Maintaining a near constant Hgb is not easy for doctors and patients to do.

Why are dialysis patients anemic?

–Anemia is measured as a reduction in hemoglobin (Hgb), the substance in red blood cells that carries oxygen.

–Chronic Kidney Disease (CKD) patients become anemic as they loose kidney function.

–This results from the loss of the Kidneys’ ability to produce the red blood cell stimulating hormone Erythropoietin (EPO).

–To prevent Anemia, replace EPO produced in the kidney with “artificial” (genetically engineered) EPO.

–Maintaining a near constant Hgb is not easy for doctors and patients to do.

IntroductionIntroduction

Page 3: Research Project for Dialysis Patients with a Hgb >13 for 2005

What is Dialysis?What is Dialysis?• Type of therapy used to

provide an artificial replacement for lost kidney function due to kidney failure.

• It is a life maintaining treatment. Dialysis may be used for very sick patients who have suddenly lost their kidney function or for quite stable patients who, over time, have permanently lost their kidney function.

• Type of therapy used to provide an artificial replacement for lost kidney function due to kidney failure.

• It is a life maintaining treatment. Dialysis may be used for very sick patients who have suddenly lost their kidney function or for quite stable patients who, over time, have permanently lost their kidney function.

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What is Hemoglobin, (Hgb)?What is Hemoglobin, (Hgb)?

• Hemoglobin is the oxygen-carrying protein in the red blood cells. In vertebrates, it transports oxygen from the lungs to the rest of the body. It also transports carbon dioxide to the lungs for removal.

• Hemoglobin is the oxygen-carrying protein in the red blood cells. In vertebrates, it transports oxygen from the lungs to the rest of the body. It also transports carbon dioxide to the lungs for removal.

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What is EPO?What is EPO?

Erythropoietin (EPO) is a glycoprotein hormone that is a growth factor for red blood cell precursors in the bone marrow.

It is produced by the kidney, and is the hormone regulating red blood cell production. It is used in treating anemia resulting from chronic kidney disease or from cancer chemotherapy.

EPO is generally injected under the skin of the patient. Several injections weekly are required for the original forms, but newer long-acting forms (Darbepoetin) may require injections only once every two to four weeks. EPO can also be injected into the blood stream directly. This route of administration is the preferred mode in dialysis patients.

Erythropoietin (EPO) is a glycoprotein hormone that is a growth factor for red blood cell precursors in the bone marrow.

It is produced by the kidney, and is the hormone regulating red blood cell production. It is used in treating anemia resulting from chronic kidney disease or from cancer chemotherapy.

EPO is generally injected under the skin of the patient. Several injections weekly are required for the original forms, but newer long-acting forms (Darbepoetin) may require injections only once every two to four weeks. EPO can also be injected into the blood stream directly. This route of administration is the preferred mode in dialysis patients.

Page 6: Research Project for Dialysis Patients with a Hgb >13 for 2005

When and how was EPO developed?

When and how was EPO developed?

• First postulated in 1906 based on transfusion experiments in rabbits. In 1950, the still unidentified erythropoietic factor was found to be stimulated in rats breathing a low-oxygen atmosphere.

• In the 1960s its source was identified as the kidneys.

• Human EPO was first purified from human urine by T. Miyake, C. K. Kung and E. Goldwasser at the University of Chicago in 1977.

• EPO has now been identified with a molecular mass of about 30,000 Daltons. It has a 165 amino acid chain with four oligosaccharide side chains and circulates in the blood plasma at about 5 pmol/L.

• First postulated in 1906 based on transfusion experiments in rabbits. In 1950, the still unidentified erythropoietic factor was found to be stimulated in rats breathing a low-oxygen atmosphere.

• In the 1960s its source was identified as the kidneys.

• Human EPO was first purified from human urine by T. Miyake, C. K. Kung and E. Goldwasser at the University of Chicago in 1977.

• EPO has now been identified with a molecular mass of about 30,000 Daltons. It has a 165 amino acid chain with four oligosaccharide side chains and circulates in the blood plasma at about 5 pmol/L.

Page 7: Research Project for Dialysis Patients with a Hgb >13 for 2005

What is Chronic Kidney Disease?What is Chronic Kidney Disease?

• Chronic kidney disease (CKD) is a slowly progressive loss of kidney function over a period of months or years and quantitated as low glomerular filtration rate.

• CKD that leads to severe illness and requires some form of renal replacement therapy (such as dialysis) is called end-stage renal (kidney) disease (ESRD).

• Chronic kidney disease (CKD) is a slowly progressive loss of kidney function over a period of months or years and quantitated as low glomerular filtration rate.

• CKD that leads to severe illness and requires some form of renal replacement therapy (such as dialysis) is called end-stage renal (kidney) disease (ESRD).

Page 8: Research Project for Dialysis Patients with a Hgb >13 for 2005

What is Anemia?What is Anemia?• Anemia is the diminution

of red blood cells that contain hemoglobin. This reduces the ability of blood to carry oxygen to the tissues.

• Severity of anemia is measured as a decreased Hgb level below the normal range Male:13 - 18 gm/dL Female:12 - 16 gm/dL

• Anemia is the diminution of red blood cells that contain hemoglobin. This reduces the ability of blood to carry oxygen to the tissues.

• Severity of anemia is measured as a decreased Hgb level below the normal range Male:13 - 18 gm/dL Female:12 - 16 gm/dL

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Aims of Study Aims of Study

• Question: How well do doctors regulate the Hgb of dialysis patient’s?

• Method: Examine the trends between EPO dose and Hgb in dialysis patients.

• Goal: Can the data teach us how to do a better job of managing anemia?

• Question: How well do doctors regulate the Hgb of dialysis patient’s?

• Method: Examine the trends between EPO dose and Hgb in dialysis patients.

• Goal: Can the data teach us how to do a better job of managing anemia?

Page 10: Research Project for Dialysis Patients with a Hgb >13 for 2005

A good correlation between EPO and

HGB level

Hgb and EPO vs TimeHgb and EPO vs Time

Reducing EPO reduces Hgb three months later

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Hgb and EPO vs TimeHgb and EPO vs Time

Reducing EPO reduces Hgb three months later

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Problems of using EPOProblems of using EPO

• The effect of a given EPO dose can persist for up to 3 months.

• Therefore, a change in EPO dosage may not alter the Hgb level to the desired level for up to several months.

• The effect of a given EPO dose can persist for up to 3 months.

• Therefore, a change in EPO dosage may not alter the Hgb level to the desired level for up to several months.

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Defining the ProjectDefining the Project

• Physicians respond to Hgb levels only when limits are exceeded.

• Low Hgb occur for many reasons, most of which are not under the control of the physician.

• High Hgb, however, result from dosing by doctors and medical staff and are potentially modifiable.

• Physicians respond to Hgb levels only when limits are exceeded.

• Low Hgb occur for many reasons, most of which are not under the control of the physician.

• High Hgb, however, result from dosing by doctors and medical staff and are potentially modifiable.

Page 14: Research Project for Dialysis Patients with a Hgb >13 for 2005

MethodsMethods• Extract Data from data base

• Sort with Access

• Calculate in Excel

• Analyze in StatView and develop graphs and study trends

• Suggest Improvements in dosing strategies

• Extract Data from data base

• Sort with Access

• Calculate in Excel

• Analyze in StatView and develop graphs and study trends

• Suggest Improvements in dosing strategies

Page 15: Research Project for Dialysis Patients with a Hgb >13 for 2005

Data 2005 Data 2005 Descriptive Statistics Mean Std. Dev. N Min Max

Hgb 12.0 1.63 4878 5.5 18.8

Roll Average 12.1 1.43 1805 6.47 17.17

EPO Dose Corr 6285.4 5188.85 4882 0 28000

FESAT 26.6 9.86 2152 6 85

FERR 438.0 308.3 2153 16 4260

CHR 31.6 2.98 2085 -31.5 46.3

delta Hgb -0.010 1.12 4648 -11.9 11.2

delta time (days) 13.900 9.89 4652 -351 181

slope 0.1 6.62 4647 -78 168

Time to reach 13 72.9 73.66 368 2 322

Time Hgb >13 g 41.3 42.73 372 1.7 257

total duration Hgb >13 81.2 59.71 187 3 273

EPO Increased 2223 2684 610 50 22000

EPO Decreased -1815 2502 810 -22000 -50

Hgb Increase 0.9 0.77 2263 0.1 11

Hgb Decrease -0.95 0.87 2145 -12 -0.1

Hgb Slope Inc (per mo) 2.95 7.24 2262 0.05 168

Hgb Slope dec (per mo) -2.95 4.75 2145 -78 -0.07

Mean SD N Min Max

Rolling Average (Hgb) 12.1 1.43 1805 6.47 17.7

EPO Increase 2223 2684 610 50 22000

EPO decrease - 1815 2502 810 - 22000 - 50

Hgb increase 0.9 0.77 2263 0.1 11

Hgb decrease - 0.95 0.87 2145 - 12 - 0.1

Hgb Slope Inc mo 2.95 7.24 2262 0.05 168

Hgb Slope Dec mo - 2.95 4.75 2145 - 78 - 0.07

Mean SD N Min Max

Rolling Average (Hgb) 12.1 1.43 1805 6.47 17.7

EPO Increase 2223 2684 610 50 22000

EPO decrease - 1815 2502 810 - 22000 - 50

Hgb increase 0.9 0.77 2263 0.1 11

Hgb decrease - 0.95 0.87 2145 - 12 - 0.1

Hgb Slope Inc mo 2.95 7.24 2262 0.05 168

Hgb Slope Dec mo - 2.95 4.75 2145 - 78 - 0.07

Average number of times a patient Hgb exceeded 13 = 1.8 times per year

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PercentPercent

Hgb (g/dL)Hgb (g/dL)

0

2

4

6

8

10

12

14

4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

Hgb Distribution for 2005 207 Patients with a Hgb Value >13 (g/dL)

Hgb Distribution for 2005 207 Patients with a Hgb Value >13 (g/dL)

13≤ Hgb <15 (24%)

Hgb <11 (23%)

Hgb ≥15 (3%)

N = 4862

11≤ Hgb <13 (50%)

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Mean Hgb

Mean Hgb

Time (mo)Time (mo)

6

7

8

9

10

11

12

13

14

15

16

0 1 2 3 4 5 6 7 8 9 10 11 12

Mean Hgb measurements for all dialysis patients with a Hgb >13 for 2005 (time in months)

Mean Hgb measurements for all dialysis patients with a Hgb >13 for 2005 (time in months)

(684)

N=(4878)

(445) (467) (442) (313) (541) (355)(222)(492)(336) (279)

(291)

Page 18: Research Project for Dialysis Patients with a Hgb >13 for 2005

PercentPercent

00

55

1010

1515

2020

2525

- 6- 6 - 4- 4 - 2- 2 00 22 44

N = 4644

Mean = 0.0 ±1.1

Change Hgb (g/dL) Change Hgb (g/dL)

Change in Hgb Between Measurements 2005 DataChange in Hgb Between Measurements 2005 Data

Std. Deviation (±1.12)

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Patient Data for Hgb ≤ 13 vs. Hgb > 13Patient Data for Hgb ≤ 13 vs. Hgb > 13

P <.0003

EPO Dose

Mean Diff: 621

0

2000

4000

6000

8000

10000

12000

14000

Hgb > 13

Hgb ≤ 13

6445 5824

Hgb ≤ 13 Hgb > 13

11.3

14.0

0.0

2.0

4.0

6.0

8.0

10.0

12.0

14.0

16.0P <.0001

Hgb

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Patient Data for Hgb ≤ 13 vs. Hgb > 13Patient Data for Hgb ≤ 13 vs. Hgb > 13

FESAT

28.325.9

0.0

5.0

10.0

15.0

20.0

25.0

30.0

35.0

40.0

45.0

Hgb > 13Hgb ≤13

P <.0001

FERR

448 412

0

100

200

300

400

500

600

700

800

900

Hgb ≤ 13 Hgb > 13

P <.0154

CHR

31.5 31.9

0.0

5.0

10.0

15.0

20.0

25.0

30.0

35.0

40.0

Hgb > 13

P <.0065

Hgb ≤ 13

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Hgb (g/dL)Hgb

(g/dL)

Time (in Days)Time (in Days)

Hgb Values for an Individual Dialysis Patient

Hgb Values for an Individual Dialysis Patient

5

6

7

8

9

10

11

12

13

14

15

16

17

18

0

1000

2000

3000

4000

5000

6000

7000

8000

9000

10000

11000

12000

0 30 60 90 120 150 180 210 240 270 300 330

EPOunitsEPOunits

42 days above Hgb 13

150 days to increase above Hgb 13

77 days above Hgb 13

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Suggest Improvements in dosing strategies

Suggest Improvements in dosing strategies

• A patients EPO dose should not be changed every month, because EPO effects can last up to 3 months or more.

• A trend analysis (graph) of the patient’s data may be very useful in making dosing decisions.

• A patients EPO dose should not be changed every month, because EPO effects can last up to 3 months or more.

• A trend analysis (graph) of the patient’s data may be very useful in making dosing decisions.

• A computerized anemia management system that recommends dosing change according to a set protocol could improve results.

• A computerized anemia management system that recommends dosing change according to a set protocol could improve results.

Reducing EPO reduces Hgb three months later

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Hemoglobin Distribution

EPO vs. Darbepoetin

UsingComputerized

Anemia Management

Program

Hemoglobin Distribution

EPO vs. Darbepoetin

UsingComputerized

Anemia Management

Program

Pre Dialysis Patients on

Darbepoetin

Last Monthly HGB

N = 265

0

4

8

12

16

20

24P

erc

en

t

5 7 9 11 13 15 17 19 Hgb (g/dL)

63%

0

4

8

12

16

20

24

Pe

rce

nt

5 7 9 11 13 15 17 19

Mean Monthly Hgb g/dL

8.2%

54%

Dialysis Patients on EPO

Mean mo Hgb

2005

N = 2165

Page 24: Research Project for Dialysis Patients with a Hgb >13 for 2005

• The study showed that an individual patients Hgb can change over a wide range and the Hgb level did not always correspond to the patients EPO dose.

• There are many things other than just the Hgb in which the doctors must look at to decide the amount of EPO which might be right for the patient. The current Hgb level, the current EPO dose and the patients iron status measure by FERR, TSAT, and CHR levels.

• A trend analysis (graph) of the patient’s data may be very useful in making decisions.

• A computerized anemia management program that uses a database to track changes in Hgb and EPO dose may help regulate Hgb levels in dialysis patients.

• The study showed that an individual patients Hgb can change over a wide range and the Hgb level did not always correspond to the patients EPO dose.

• There are many things other than just the Hgb in which the doctors must look at to decide the amount of EPO which might be right for the patient. The current Hgb level, the current EPO dose and the patients iron status measure by FERR, TSAT, and CHR levels.

• A trend analysis (graph) of the patient’s data may be very useful in making decisions.

• A computerized anemia management program that uses a database to track changes in Hgb and EPO dose may help regulate Hgb levels in dialysis patients.

Conclusions Conclusions

Page 25: Research Project for Dialysis Patients with a Hgb >13 for 2005

ReferencesReferences• http://en.wikipedia.org

• www.facstaff.bucknell.edu/.../Introduction.htm

• http://images.search.yahoo.com/search/images/view?back=http%3A%2F%2Fimages.search.yahoo.com%2Fsearch%2Fimages%3Fp%3Dkidney%2Bdialysis%26rs%3D0%26ei%3DUTF-8%26fr%3DFP-tab-img-t-t400%26vf%3D&w=427&h=331&imgurl=www.ahealthyme.com%2FImagebank%2FMedEco%2F00042705.jpg&rurl=http%3A%2F%2Fwww.ahealthyme.com%2Ftopic%2Fdialysis&size=24.3kB&name=00042705.jpg&p=kidney+dialysis&type=jpeg&no=5&tt=12,773&ei=UTF-8

• ase.tufts.edu/biology/.../index.asp?PP=kidneys

• www.sportujeme.sk

• www.asnanaka.com/m/.../MedicalGlossary/images?D=D

• www.komsta.net/chemwalls/hemoglobin-1280.jpg

• http://en.wikipedia.org/wiki/Hemoglobin

• www.pacifichealth.com/shop/media?M=D

• http://www.henryfordhealth.org/

• http://en.wikipedia.org

• www.facstaff.bucknell.edu/.../Introduction.htm

• http://images.search.yahoo.com/search/images/view?back=http%3A%2F%2Fimages.search.yahoo.com%2Fsearch%2Fimages%3Fp%3Dkidney%2Bdialysis%26rs%3D0%26ei%3DUTF-8%26fr%3DFP-tab-img-t-t400%26vf%3D&w=427&h=331&imgurl=www.ahealthyme.com%2FImagebank%2FMedEco%2F00042705.jpg&rurl=http%3A%2F%2Fwww.ahealthyme.com%2Ftopic%2Fdialysis&size=24.3kB&name=00042705.jpg&p=kidney+dialysis&type=jpeg&no=5&tt=12,773&ei=UTF-8

• ase.tufts.edu/biology/.../index.asp?PP=kidneys

• www.sportujeme.sk

• www.asnanaka.com/m/.../MedicalGlossary/images?D=D

• www.komsta.net/chemwalls/hemoglobin-1280.jpg

• http://en.wikipedia.org/wiki/Hemoglobin

• www.pacifichealth.com/shop/media?M=D

• http://www.henryfordhealth.org/

Page 26: Research Project for Dialysis Patients with a Hgb >13 for 2005
Page 27: Research Project for Dialysis Patients with a Hgb >13 for 2005

Data 2005 Data 2005 Descriptive Statistics Mean Std. Dev. N Min Max

Hgb 12.0 1.63 4878 5.5 18.8

Roll Average 12.1 1.43 1805 6.47 17.17

EPO Dose Corr 6285.4 5188.85 4882 0 28000

FESAT 26.6 9.86 2152 6 85

FERR 438.0 308.3 2153 16 4260

CHR 31.6 2.98 2085 -31.5 46.3

delta Hgb -0.010 1.12 4648 -11.9 11.2

delta time (days) 13.900 9.89 4652 -351 181

slope 0.1 6.62 4647 -78 168

Time to reach 13 72.9 73.66 368 2 322

Time Hgb >13 g 41.3 42.73 372 1.7 257

total duration Hgb >13 81.2 59.71 187 3 273

EPO Increased 2223 2684 610 50 22000

EPO Decreased -1815 2502 810 -22000 -50

Hgb Increase 0.9 0.77 2263 0.1 11

Hgb Decrease -0.95 0.87 2145 -12 -0.1

Hgb Slope Inc (per mo) 2.95 7.24 2262 0.05 168

Hgb Slope dec (per mo) -2.95 4.75 2145 -78 -0.07

Mean SD N Min Max

Rolling Average (Hgb) 12.1 1.43 1805 6.47 17.7

EPO Increase 2223 2684 610 50 22000

EPO decrease - 1815 2502 810 - 22000 - 50

Hgb increase 0.9 0.77 2263 0.1 11

Hgb decrease - 0.95 0.87 2145 - 12 - 0.1

Hgb Slope Inc mo 2.95 7.24 2262 0.05 168

Hgb Slope Dec mo - 2.95 4.75 2145 - 78 - 0.07

Mean SD N Min Max

Rolling Average (Hgb) 12.1 1.43 1805 6.47 17.7

EPO Increase 2223 2684 610 50 22000

EPO decrease - 1815 2502 810 - 22000 - 50

Hgb increase 0.9 0.77 2263 0.1 11

Hgb decrease - 0.95 0.87 2145 - 12 - 0.1

Hgb Slope Inc mo 2.95 7.24 2262 0.05 168

Hgb Slope Dec mo - 2.95 4.75 2145 - 78 - 0.07

Average number of times a patient Hgb exceeded 13 = 1.8 times per year