| Literature DB >> 21914171 |
Hitesh N Appaiah1, Chirayu P Goswami, Lida A Mina, Sunil Badve, George W Sledge, Yunlong Liu, Harikrishna Nakshatri.
Abstract
INTRODUCTION: Serum microRNAs have the potential to be valuable biomarkers of cancer. This investigation addresses two issues that impact their utility: a) appropriate normalization controls and b) whether their altered levels persist in patients who are clinically free of the disease.Entities:
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Year: 2011 PMID: 21914171 PMCID: PMC3262198 DOI: 10.1186/bcr2943
Source DB: PubMed Journal: Breast Cancer Res ISSN: 1465-5411 Impact factor: 6.466
Characteristics of healthy volunteers and patients (experimental cohort)
| Healthy subjects | All patients | ER/PR+ | ER/PR- | ||||
|---|---|---|---|---|---|---|---|
| Number | 40 | 39 | 24 | 12 | 3a | ||
| Age, yearsb | Diagnosis | Analysis | Diagnosis | Analysis | Diagnosis | Analysis | |
| Mean | 44 | 49.9 | 45.5 | 51.1 | 40.9 | 46.2 | |
| Median | 20-70 | 43 | 50 | 46 | 53 | 40 | 45 |
| Range | 28-64 | 30-67 | 28-64 | 30-67 | 28-56 | 36-63 | |
| Node-positive/ | N/A | 14/23 | 8/16 | 5/7 | |||
| Tumor type | N/A | ||||||
| Pre-invasive | 9 | 5 | 2 | ||||
| Invasive | 28 | 17 | 10 | ||||
| Treatment | |||||||
| Radiation | 24 | 13 | 8 | ||||
| Chemotherapy | 28 | 16 | 10 | ||||
| Hormone | 23 | 19 | 2 | ||||
aEstrogen receptor/progesterone receptor (ER/PR) status of remaining three patients is unknown. bAges at the time of initial diagnosis and at the time of serum collection for analysis are indicated. Patients in this cohort were clinically disease-free at the time of serum collection. N/A, not available.
Characteristics of healthy volunteers and patients with breast cancer during diagnosis and experimental analysis (cohort 2)
| Healthy subjects | All patients | Non-metastatic | Metastatic | ||||
|---|---|---|---|---|---|---|---|
| Number | 15 | 29 | 1a | 15 | 14 | 1a | |
| Age, yearsb | Diagnosis | Analysis | Diagnosis | Analysis | Diagnosis | Analysis | |
| Mean | 53.26 | 46 | 52.06 | 48.06 | 52.13 | 43.78 | 52 |
| Median | 53 | 45 | 51 | 48 | 51 | 42 | 53 |
| Range | 47-69 | 23-75 | 23-80 | 38-71 | 46-76 | 23-75 | 23-80 |
| Treatment | |||||||
| Radiation | 18 | 8 | 10 | ||||
| Chemotherapy | 19 | 9 | 10 | ||||
| Hormone | 13 | 6 | 7 | ||||
| Only ER+/PR+ patients | Total | Non-metastatic | Metastatic | ||||
| Number | 23 | 13 | 10 | ||||
| Age, years | Diagnosis | Analysis | Diagnosis | Analysis | Diagnosis | Analysis | |
| Mean | 46.34 | 52.08 | 48.69 | 52.38 | 43.3 | 51.7 | |
| Median | 47 | 51.0 | 48 | 51 | 42 | 51 | |
| Range | 23-75 | 23-80 | 38-71 | 46-76 | 23-75 | 23-80 |
aAge and metastatic status of patient are unknown. bAges at the time of initial diagnosis and at the time of serum collection for analysis are indicated. ER, estrogen receptor; PR, progesterone receptor.
Ages at cancer diagnosis and sample collection of patients with active disease (cohort 3)
| All patients with metastasis | Bone metastasis | Lung/Liver metastasis | ||||
|---|---|---|---|---|---|---|
| Number | 18 | 8 | 7 | |||
| Age, years | Diagnosis | Analysis | Diagnosis | Analysis | Diagnosis | Analysis |
| Mean | 43.7 | 54.9 | 42.0 | 54.3 | 45.2 | 55.5 |
| Median | 43 | 57.0 | 42 | 54.5 | 43 | 57 |
| Range | 35-58 | 35-78 | 35-49 | 35-78 | 35-58 | 45-62 |
| Treatment | ||||||
| Radiation | 11 | 5 | 6 | |||
| Chemotherapy | 9 | 4 | 5 | |||
| Hormone | 8 | 3 | 5 | |||
Metastasis in three patients was in distant organs other than lung, liver, and bone. Eleven patients had estrogen receptor-positive/progesterone receptor-positive tumors. Metastasis was more common in bone, lung, and liver.
Differences in the levels of U6, 5S, and other RNAs between healthy subjects and patients with cancer
| Small RNA | Fold change (cancer/healthy) | |
|---|---|---|
| U6 | 0.001 | 2.42 |
| 5S | 0.017 | 1.7 |
| miR-21 | 0.72 | -1.04 |
| miR-16 | 0.72 | -1.06 |
| SNORD44 | 0.147 | 1.08 |
| U6-miR-16 | 0.0047 | 2.58 |
| U6-SNORD44 | 0.0028 | 2.22 |
| 5S-miR-16 | 0.02 | 1.82 |
| 5S-SNORD44 | 0.0599 | 1.53 |
| miR-21-miR-16 | 0.93 | 1.01 |
| miR-21-SNORD44 | 0.36 | -1.14 |
In this experimental cohort, patients were cancer-free at the time of serum collection. miR-16, microRNA 16; miR-21, microRNA 21; SNORD44, small nucleolar RNA 44.
Figure 1Levels of miRNAs and small RNAs in sera of healthy volunteers and patients with breast cancer. (a) MicroRNA 16 (miR-16) levels in the sera of healthy volunteers and patients with breast cancer. (b) Small nucleolar RNA 44 (SNORD44) levels in the sera of healthy volunteers and patients with breast cancer. (c) MiR-21 levels in the sera of healthy volunteers and patients with breast cancer. (d) U6 small RNA levels in the sera of healthy volunteers and patients with breast cancer. (e) 5S small RNA levels in the sera of healthy volunteers and patients with breast cancer. Average cycle threshold (CT) values are shown; the lower the CT value, higher the expression. Patients in this cohort were clinically disease-free at the time of serum collection.
Figure 2U6 and 5S levels in the sera after normalization with microRNA 16 (miR-16) or small nucleolar RNA 44 (SNORD44). Delta cycle threshold (CT) method (CT average of U6 or 5S minus CT average of miR-16 or SNORD44) was used for this analysis; the lower the delta CT, the higher the expression. The statistical significance of differential expression and the fold change between groups are presented in Table 4.
Cancer subtype-specific differences in U6, 5S, and other RNAs compared with healthy subjects
| Small RNA | ER+/PR+ cancer versus healthy | ER-/PR- cancer versus healthy | ||
|---|---|---|---|---|
| Fold change | Fold change | |||
| U6 | 0.01 | 2.16 | 0.004 | 3.03 |
| 5S | 0.087 | 1.52 | 0.02 | 2.1 |
| miR-21 | 0.52 | -1.09 | 0.79 | 1.05 |
| miR-16 | 0.614 | -1.11 | 0.962 | 1.01 |
| SNORD44 | 0.21 | 1.09 | 0.29 | 1.09 |
| U6-miR-16 | 0.02 | 2.4 | 0.02 | 3.00 |
| U6-SNORD44 | 0.02 | 2.0 | 0.008 | 2.77 |
| 5S-miR-16 | 0.07 | 1.7 | 0.05 | 2.08 |
| 5S-SNORD44 | 0.196 | 1.4 | 0.055 | 1.92 |
| miR-21-miR-16 | 0.96 | 1.01 | 0.91 | 1.03 |
| miR-21-SNORD44 | 0.273 | -1.19 | 0.85 | -1.04 |
Small RNA levels in the serum of patients with estrogen receptor/progesterone receptor-positive (ER/PR+) or ER/PR- cancer were compared with those in the serum of healthy volunteers (experimental cohort). miR-16, microRNA 16; miR-21, microRNA 21; SNORD44, small nucleolar RNA 44.
Figure 3Levels of U6 and 5S with or without normalization in the sera of patients who were diagnosed with estrogen receptor/progesterone receptor-positive (ER/PR. The statistical significance of differential expression and the fold change between groups are presented in Table 5.
Comparison of expression levels of U6, 5S, and other RNAs in the serum
| Column ID | Fold change | |
|---|---|---|
| Metastasis versus healthy | ||
| U6 | 0.0005 | 4.31 |
| U6-SNORD44 | 0.004 | 4.8 |
| miR-16 | 0.001 | 3.4 |
| miR-16-SNORD44 | 0.008 | 3.7 |
| 5S | 0.0058 | -23 |
| 5S-SNORD44 | 0.009 | -21 |
| SNORD44 | 0.708 | -1.1 |
| Cancer-free versus healthy | ||
| U6 | 3.68 × 10-5 | 5.35 |
| U6-SNORD44 | 0.00028 | 6.64 |
| miR-16 | 0.0095 | 2.45 |
| miR-16-SNORD44 | 0.015 | 3.04 |
| 5S | 0.02 | -11.0 |
| 5S-SNORD44 | 0.037 | -9.0 |
| SNORD44 | 0.39 | -1.24 |
| Metastasis versus cancer-free | ||
| U6 | 0.59 | -1.24 |
| U6-SNORD44 | 0.53 | -1.39 |
| miR-16 | 0.38 | 1.37 |
| miR-16-SNORD44 | 0.67 | 1.23 |
| 5S | 0.51 | -2.06 |
| 5S-SNORD44 | 0.46 | -2.38 |
| SNORD44 | 0.68 | 1.12 |
Comparisons were made between healthy subjects and patients with metastasis, healthy subjects and cancer-free patients, and patients with metastasis and those who were cancer-free (cohort 2). miR-16, microRNA 16; SNORD44, small nucleolar RNA 44.
Figure 4U6, U6/small nucleolar RNA 44 (SNORD44) ratio, 5S, 5S/SNORD44, microRNA 16 (miR-16), miR-16/SNORD44 ratio, and SNORD44 levels in the serum of healthy subjects, patients who are clinically cancer-free, and patients with active metastasis. Ages at initial diagnosis and serum collection are presented in Table 2. The statistical significance of differential expression and the fold change between groups are presented in Table 6.
ER+/PR+ subgroup-specific differences in serum U6, 5S, and other RNAs
| Column ID | Fold change | |
|---|---|---|
| Metastasis versus healthy | ||
| U6 | 0.0024 | 3.26 |
| U6-SNORD44 | 0.003 | 4.18 |
| miR-16 | 0.001 | 2.83 |
| miR-16-SNORD44 | 0.002 | 3.65 |
| 5S | 0.0027 | -21 |
| 5S-SNORD44 | 0.007 | -16 |
| SNORD44 | 0.275 | -1.3 |
| Cancer-free versus healthy | ||
| U6 | 3.09 × 10-5 | 5.4 |
| U6-SNORD44 | 0.0002 | 6.35 |
| miR-16 | 0.004 | 2.46 |
| miR-16-SNORD44 | 0.01 | 2.9 |
| 5S | 0.05 | -7.2 |
| 5S-SNORD44 | 0.07 | -6.16 |
| SNORD44 | 0.51 | -1.17 |
| Metastasis versus cancer-free | ||
| U6 | 0.16 | -1.68 |
| U6-SNORD44 | 0.37 | -1.51 |
| miR-16 | 0.64 | 1.14 |
| miR-16-SNORD44 | 0.55 | 1.27 |
| 5S | 0.268 | -2.93 |
| 5S-SNORD44 | 0.326 | -2.65 |
| SNORD44 | 0.66 | -1.11 |
Sera of patients with estrogen receptor/progesterone receptor-positive (ER/PR+) breast cancer were compared with those of healthy subjects (cohort 2). miR-16, microRNA 16; SNORD44, small nucleolar RNA 44.
Differences in the levels of U6, 5S, and other RNAs between healthy subjects and cancer patients with active metastasis (cohort 3)
| Column ID | Fold change | |
|---|---|---|
| U6 | 0.26 | 1.54 |
| U6-SNORD44 | 0.043 | 2.28 |
| miR-16 | 0.002 | 2.63 |
| miR-16-SNORD44 | 0.0002 | 3.9 |
| 5S | 0.037 | -2.25 |
| 5S-SNORD44 | 0.25 | -1.52 |
| SNORD44 | 0.0124 | -1.48 |
Patients in this cohort had active metastasis at the time of serum collection. miR-16, microRNA 16; SNORD44, small nucleolar RNA 44.