| Literature DB >> 31807475 |
Moushumi Suryavanshi1, Jiten Jaipuria2, Anurag Mehta1, Dushyant Kumar1, Manoj Kumar Panigrahi1, Haristuti Verma1, Mumtaz Saifi1, Sanjeev Sharma1, Simran Tandon3, Dinesh Chandra Doval1, Bhudev C Das3.
Abstract
BACKGROUND: Droplet digital polymerase chain reaction (DDPCR) is a recent modality for detecting Her2 expression which is quantitative, cheaper, easier to standardize, and free from interobserver variation.Entities:
Keywords: Breast cancer; Her2; RNA; droplet digital polymerase chain reaction; fluorescent in situ hybridization; formalin fixed paraffin embedded; immunohistochemistry
Year: 2019 PMID: 31807475 PMCID: PMC6852626 DOI: 10.4103/sajc.sajc_344_18
Source DB: PubMed Journal: South Asian J Cancer ISSN: 2278-330X
Primer probes for Her2 and B actin
| Primers | Sequence |
|---|---|
| Her2 FP | 5’- CCA GGA CCT GCT GAA CTG GT-3’ |
| Her2 RP | 5’- TGT ACG AGC CGC ACA TCC-3’ |
| Her2 Probe | FAM-5’- CAG ATT GCC AAG GGG ATG |
| B-ACTIN FP | 5’- CCA CAC TGT GCC CAT CTA CG-3’ |
| B-ACTIN RP | 5’- AGG ATC TTC ATG AGG TAG TCA GTC |
| B-ACTIN Probe | FAM-5’- ATG CCC TCC CCC ATG CCA TCC |
Demographic and clinical details of entire study population (n=54)
| Variable | Result | ||||
|---|---|---|---|---|---|
| Age, years, median (IQR) | 52 (46-58) | ||||
| Her2/neu positivity by FISH, | 30 (56) | ||||
| DDPCR performance | |||||
| DDPCR ratio in | 1.90 (0.64-7.02) | ||||
| DDPCR ratio in | 0.066 (0.039-0.30) | ||||
| IHC versus DDPCR versus FISH distribution ( | |||||
| 0 ( | 5 | 2 | 0 | ||
| 1 ( | 3 | 3 | 0 | ||
| 2 ( | 4 | 7 | 0 | ||
| 0 | 2 | 13 | |||
| 3 ( | 0 | 9 | 6 | ||
*Assuming FISH as gold standard. FISH category defined as 0=Her 2 negative, 1=Her 2 positive, Significant P values marked bold and italicized. FISH=Fluorescent in situ hybridization, IQR=Interquartile range, DDPCR=Droplet digital polymerase chain reaction, IHC=Immunohistochemistry
Immunohistochemistry, fluorescent in situ hybridization, and droplet digital polymerase chain reaction category distribution of patients in the simulated validation cohort (n=320)
| IHC category | DDPCR category | FISH category | ||
|---|---|---|---|---|
| 1 | 2 | 3 | ||
| 0 ( | 82 | 33 | 0 | 0 |
| 1 ( | 57 | 57 | 0 | 0 |
| 2 ( | 4 | 7 | 0 | 0 |
| 0 | 3 | 25 | 1 | |
| 3 ( | 0 | 31 | 21 | 1 |
Simulated population cohort was constructed subject to following constraints: 1. Total population size=320, 2. Overall Her2 positivity=25% (meaning 80 patients), 3. Distribution of IHC 0, 1, 2, and 3 categories to be 36.1%, 35.5%, 12.2%, and 16.2%, respectively, as determined by Dendukuri et al. (meaning 115, 114, 39, and 52 patients, respectively), 4. Concordance of 100% between FISH and IHC for IHC categories 0, 1, and 3 (meaning all 52 patients of IHC category 3 to be FISH-positive patients and rest 80-52=28 FISH-positive patients be assigned to IHC category 2), 5. DDPCR category distribution in conclusive IHC categories (0, 1, and 3) to be in proportion to those observed in test cohort (meaning if 7 patients in IHC 0 category in the test cohort were distributed in the ratio 5:2:0, then corresponding patients in the simulated cohort with 115 patients in IHC 0 category be distributed similarly), and 6. DDPCR category distribution in inconclusive IHC category 2 be in accordance with FISH distribution in IHC category 2 in the test cohort (meaning if 15 FISH-positive patients in IHC 2 category in the test cohort were distributed in ratio 0:2:13, then distribution among 28 FISH-positive IHC category 2 patients in validation cohort be correspondingly similar). DDPCR=Droplet Digital polymerase chain reaction, IHC=Immunohistochemistry, FISH=Fluorescent in situ hybridization
Cost benefit and effectiveness calculations in the validation cohort with explanations
| Cost of one IHC test “i”=1 unit |
| Cost of one FISH test =“f” |
| Cost of one DDPCR =“d” |
| Clinical benefit of IHC as an initial test=“ci”=0.878, 95% binomial exact CI*–0.84-0.91 |
| Clinical benefit of DDPCR as an initial test =“c1d”=0.59, 95% binomial exact CI*–0.54-0.65 |
| Clinical benefit of IHC as a second-line test among those with an initial equivocal DDPCR score=“ci2”=0.92, 95% binomial exact CI*–0.86-0.96 |
| Clinical benefit of DDPCR as a second-line test among those with an initial equivocal IHC score=“c2d”=0.74, 95% binomial exact CI*–0.58-0.87 |
| Total number of patients in study population=“x”=320 |
| Clinical benefit of IHC followed FISH for inconclusive IHC=clinical benefit of IHC followed by DDPCR for inconclusive IHC followed by FISH for inconclusive DDPCR=1 (as everyone gets a definitive diagnosis at the end of both pathways) |
| Cost of initial IHC for entire population=ix |
| Cost of IHC followed by FISH for inconclusive IHC=ix + (1−ci)xf |
| Cost of IHC followed by DDPCR for inconclusive IHC followed by FISH for inconclusive DDPCR=ix + (1−ci)xd + (1−c2d) (1−ci)xf |
| Cost of DDPCR followed by IHC for inconclusive DDPCR followed by FISH for inconclusive IHC=dx + (1−c1d)xi + (1−ci2) (1−c1d)fx |
| ICERIHC versus IHC followed by FISH=(ix + [1−ci]xf – ix)/(1−ci)=xf |
| ICERIHC versus IHC followed by DDPCR followed by FISH=(ix + [1−ci]xd + [1−c2d] [1−ci] |
| For a three-step pathway with DDPCR as second-line test to have superior “cost-effectiveness” over conventional pathway |
| For a three-step pathway with DDPCR upfront to have superior “cost benefit” over a three-step pathway with IHC upfront – Cost of IHC followed by DDPCR for inconclusive IHC followed by FISH for inconclusive DDPCR > Cost of DDPCR followed by IHC for inconclusive DDPCR followed by FISH for inconclusive IHC |
*Calculated from - http://www.sample-size.net/confidence-interval-proportion. DDPCR=Droplet digital polymerase chain reaction, IHC=Immunohistochemistry, FISH=Fluorescent in situ hybridization
Figure 1Cumulative distribution plot of incremental cost-effectiveness difference with varying fixed costs of droplet digital polymerase chain reaction. Three-step pathway with droplet digital polymerase chain reaction as a second-line test would be more cost-effective than conventional pathway if cost of droplet digital polymerase chain reaction was <1.5 times the cost of immunohistochemistry. For higher costs, the probability lowered but remained encouraging. When droplet digital polymerase chain reaction cost was 1.25 times the cost of immunohistochemistry, then the contribution of “cost of fluorescent in situ hybridization” and “clinical benefit of droplet digital polymerase chain reaction as a second-line test” to the overall variance was 66.19% and 36.29%, respectively. ICER=Incremental cost-effectiveness ratio, DDPCR=Droplet digital polymerase chain reaction
Figure 2Cumulative distribution plot of cost benefit comparing a three-step pathway with droplet digital polymerase chain reaction upfront versus a three-step pathway with immunohistochemistry upfront, with varying fixed costs of droplet digital polymerase chain reaction. A three-step pathway with DDPCR upfront could have higher cost benefit than a three-step pathway with immunohistochemistry upfront provided the cost of DDPCR was <0.5 times the cost of immunohistochemistry. When droplet digital polymerase chain reaction cost was fixed at 0.5 times the cost of immunohistochemistry, then the contribution of “clinical benefit of droplet digital polymerase chain reaction as a first-line test,” “clinical benefit of droplet digital polymerase chain reaction as a second-line test,” “clinical benefit of immunohistochemistry as a first-line test,” “clinical benefit of immunohistochemistry as a second-line test”, and “cost of fluorescent in situ hybridization” to the overall variance was 36%, 20.7%, 15.7%, 27.7%, and 0.47%, respectively. DDPCR=Droplet digital polymerase chain reaction
The pros and cons of droplet digital polymerase chain reaction versus immunohistochemistry as a diagnostic test
| Factors | DDPCR | IHC |
|---|---|---|
| 1. Quantitative measurement | √ | × |
| 2. Easy standardization | √ | × |
| 3. Interobserver variation | × | √ |
| 4. Lesser cost | √ | × |
| 5. Commonly used method | × | √ |
DDPCR=Droplet digital polymerase chain reaction, IHC=Immunohistochemistry
Receiver operating characteristic curve analysis raw data for droplet digital polymerase chain reaction in the test cohort
| Variable | DDPCR ratio |
| Classification variable | Her2 FISH |
| Sample size | 54 |
| Positive groupa | 30 (55.56%) |
| Negative groupb | 24 (44.44%) |
aHer2 FISH=1, bHer2 FISH=0, DDPCR=Droplet digital polymerase chain reaction, FISH=Fluorescent in situ hybridization
| Disease prevalence (%) | Unknown |
Area under the receiver operating characteristic curve
| AUC | 0.922 |
| Standard errora | 0.0342 |
| 95% confidence intervalb | 0.816–0.977 |
| 12.330 | |
| Significance level | <0.0001 |
aDeLong method, bBinomial exact. AUC=Area under the receiver operating characteristic curve
Youden index
| Youden index J | 0.7167 |
| Associated criterion | >0.119047619 |
| Sensitivity | 96.67 |
| Specificity | 75.00 |
Criterion values and coordinates of the receiver operating characteristic curves
| Criterion | Sensitivity | 95% CI | Specificity | 95% CI | +LR | −LR |
|---|---|---|---|---|---|---|
| ≥0.005886525 | 100.00 | 88.4-100.0 | 0.00 | 0.0-14.2 | 1.00 | |
| >0.005886525 | 100.00 | 88.4-100.0 | 4.17 | 0.1-21.1 | 1.04 | 0.00 |
| >0.014840989 | 100.00 | 88.4-100.0 | 8.33 | 1.0-27.0 | 1.09 | 0.00 |
| >0.017834395 | 100.00 | 88.4-100.0 | 12.50 | 2.7-32.4 | 1.14 | 0.00 |
| >0.018567639 | 100.00 | 88.4-100.0 | 16.67 | 4.7-37.4 | 1.20 | 0.00 |
| >0.028340081 | 100.00 | 88.4-100.0 | 20.83 | 7.1-42.2 | 1.26 | 0.00 |
| >0.038769231 | 100.00 | 88.4-100.0 | 25.00 | 9.8-46.7 | 1.33 | 0.00 |
| >0.039330544 | 100.00 | 88.4-100.0 | 29.17 | 12.6-51.1 | 1.41 | 0.00 |
| >0.043195266 | 100.00 | 88.4-100.0 | 33.33 | 15.6-55.3 | 1.50 | 0.00 |
| >0.043650794 | 100.00 | 88.4-100.0 | 37.50 | 18.8-59.4 | 1.60 | 0.00 |
| >0.049115914 | 100.00 | 88.4-100.0 | 41.67 | 22.1-63.4 | 1.71 | 0.00 |
| >0.05625 | 100.00 | 88.4-100.0 | 45.83 | 25.6-67.2 | 1.85 | 0.00 |
| >0.059217877 | 100.00 | 88.4-100.0 | 50.00 | 29.1-70.9 | 2.00 | 0.00 |
| >0.070488722 | 96.67 | 82.8-99.9 | 50.00 | 29.1-70.9 | 1.93 | 0.067 |
| >0.072604284 | 96.67 | 82.8-99.9 | 54.17 | 32.8-74.4 | 2.11 | 0.062 |
| >0.106635071 | 96.67 | 82.8-99.9 | 58.33 | 36.6-77.9 | 2.32 | 0.057 |
| >0.109677419 | 96.67 | 82.8-99.9 | 62.50 | 40.6-81.2 | 2.58 | 0.053 |
| >0.11023622 | 96.67 | 82.8-99.9 | 66.67 | 44.7-84.4 | 2.90 | 0.050 |
| >0.112698413 | 96.67 | 82.8-99.9 | 70.83 | 48.9-87.4 | 3.31 | 0.047 |
| >0.119047619 | 96.67 | 82.8-99.9 | 75.00 | 53.3-90.2 | 3.87 | 0.044 |
| >0.177027027 | 93.33 | 77.9-99.2 | 75.00 | 53.3-90.2 | 3.73 | 0.089 |
| >0.368877867 | 90.00 | 73.5-97.9 | 75.00 | 53.3-90.2 | 3.60 | 0.13 |
| >0.41126071 | 86.67 | 69.3-96.2 | 75.00 | 53.3-90.2 | 3.47 | 0.18 |
| >0.436551724 | 83.33 | 65.3-94.4 | 75.00 | 53.3-90.2 | 3.33 | 0.22 |
| >0.477777778 | 83.33 | 65.3-94.4 | 79.17 | 57.8-92.9 | 4.00 | 0.21 |
| >0.510869565 | 83.33 | 65.3-94.4 | 83.33 | 62.6-95.3 | 5.00 | 0.20 |
| >0.524793388 | 80.00 | 61.4-92.3 | 83.33 | 62.6-95.3 | 4.80 | 0.24 |
| >0.536912752 | 76.67 | 57.7-90.1 | 83.33 | 62.6-95.3 | 4.60 | 0.28 |
| >0.635658915 | 73.33 | 54.1-87.7 | 83.33 | 62.6-95.3 | 4.40 | 0.32 |
| >0.657894737 | 70.00 | 50.6-85.3 | 83.33 | 62.6-95.3 | 4.20 | 0.36 |
| >0.7 | 70.00 | 50.6-85.3 | 87.50 | 67.6-97.3 | 5.60 | 0.34 |
| >0.829268293 | 70.00 | 50.6-85.3 | 91.67 | 73.0-99.0 | 8.40 | 0.33 |
| >0.903553299 | 66.67 | 47.2-82.7 | 91.67 | 73.0-99.0 | 8.00 | 0.36 |
| >0.904494382 | 63.33 | 43.9-80.1 | 91.67 | 73.0–99.0 | 7.60 | 0.40 |
| >0.990066225 | 63.33 | 43.9-80.1 | 95.83 | 78.9–99.9 | 15.20 | 0.38 |
| >1.018276762 | 63.33 | 43.9-80.1 | 100.00 | 85.8–100.0 | 0.37 | |
| >1.317307692 | 60.00 | 40.6-77.3 | 100.00 | 85.8–100.0 | 0.40 | |
| >1.444444444 | 56.67 | 37.4-74.5 | 100.00 | 85.8–100.0 | 0.43 | |
| >1.552083333 | 53.33 | 34.3-71.7 | 100.00 | 85.8–100.0 | 0.47 | |
| >1.695833333 | 50.00 | 31.3-68.7 | 100.00 | 85.8–100.0 | 0.50 | |
| >2.107843137 | 46.67 | 28.3-65.7 | 100.00 | 85.8–100.0 | 0.53 | |
| >2.387267905 | 43.33 | 25.5-62.6 | 100.00 | 85.8–100.0 | 0.57 | |
| >2.449275362 | 40.00 | 22.7–59.4 | 100.00 | 85.8–100.0 | 0.60 | |
| >2.777777778 | 36.67 | 19.9-56.1 | 100.00 | 85.8–100.0 | 0.63 | |
| >3.108108108 | 33.33 | 17.3-52.8 | 100.00 | 85.8–100.0 | 0.67 | |
| >4.887323944 | 30.00 | 14.7-49.4 | 100.00 | 85.8–100.0 | 0.70 | |
| >5.266304348 | 26.67 | 12.3-45.9 | 100.00 | 85.8–100.0 | 0.73 | |
| >7.01863354 | 23.33 | 9.9-42.3 | 100.00 | 85.8–100.0 | 0.77 | |
| >7.80952381 | 20.00 | 7.7-38.6 | 100.00 | 85.8–100.0 | 0.80 | |
| >13.62068966 | 16.67 | 5.6-34.7 | 100.00 | 85.8–100.0 | 0.83 | |
| >13.85714286 | 13.33 | 3.8-30.7 | 100.00 | 85.8–100.0 | 0.87 | |
| >20.41666667 | 10.00 | 2.1-26.5 | 100.00 | 85.8–100.0 | 0.90 | |
| >24.92857143 | 6.67 | 0.8-22.1 | 100.00 | 85.8–100.0 | 0.93 | |
| >90.6779661 | 3.33 | 0.08-17.2 | 100.00 | 85.8–100.0 | 0.97 | |
| >366.1764706 | 0.00 | 0.0-11.6 | 100.00 | 85.8–100.0 | 1.00 |
CI=Confidence interval