| Literature DB >> 36074219 |
Constantin Sajdik1,2, Eva Schuster1, Barbara Holzer1, Michael Krainer3, Christine Deutschmann1, Stefan Peter4, Maximilian Marhold3, Robert Zeillinger1, Eva Obermayr5.
Abstract
PURPOSE: Circulating tumor cells (CTCs) hold promise to be a non-invasive measurable biomarker in all cancer stages. Because the analysis of CTCs is still a technical challenge, we compared different types of microfluidic enrichment protocols to isolate these rare cells from the blood.Entities:
Keywords: Density gradient centrifugation; Early breast cancer; Gene expression analysis; Liquid biopsy; Microfluidic enrichment
Mesh:
Substances:
Year: 2022 PMID: 36074219 PMCID: PMC9550727 DOI: 10.1007/s10549-022-06717-x
Source DB: PubMed Journal: Breast Cancer Res Treat ISSN: 0167-6806 Impact factor: 4.624
Fig. 1Flow diagram of the protocols applied for the enrichment of circulating tumor cells (CTCs) and the detection of CTC-related gene transcripts. CTCs were enriched using the microfluidic Parsortix® enrichment alone and in combination with an upstream density gradient centrifugation. CTC-related gene transcripts were detected using Taqman® and Lightcycler technology (LC)
Fig. 2Characteristics of single-step and two-step enrichment protocols. a Number of residual WBCs after enrichment; b CaOV-3 tumor cell recovery; c duration of the respective protocols. Bars depicting mean and the error bar standard deviation of replicate spiking experiments, with a one-way ANOVA assessing the difference of the respective protocols. d Violin plot showing Ct-values of leukocyte-specific CD45 and of epithelial cell-specific CK19 of harvested cells enriched by respective protocols. Statistical comparisons are expressed with asterisks (*p ≤ 0.05, ****p ≤ 0.0001). ns non-significant
Prevalence of gene expression levels beyond the calculated threshold in samples from BC patients and healthy donors
| All BC | early BC | metastatic BC | HD | ||
|---|---|---|---|---|---|
| Overall | 23 (38.3%) | 14 (34.1%) | 9 (47.4%) | 0.397 | 1 (3.8%) |
| 9 (15.0%) | 3 (7.3%) | 6 (31.6%) | 0.023 | 0 | |
| 5 (8.3%) | 1 (2.4%) | 4 (21.1%) | 0.031 | 0 | |
| 5 (8.3%) | 2 (4.8%) | 3 (15.8%) | 0.314 | 0 | |
| 4 (6.7%) | 1 (2.4%) | 3 (15.8%) | 0.089 | 0 | |
| 14 (23.3%) | 10 (24.4%) | 4 (21.1%) | 1 | 0 | |
| 9 (15.0%) | 6 (14.6%) | 3 (15.8%) | 1 | 1 (3.8%) | |
| 8 (13.3%) | 6 (14.6%) | 2 (10.5%) | 1 | 0 | |
| 9 (15.0%) | 5 (12.2%) | 4 (21.1%) | 0.445 | 0 | |
| 5 (8.3%) | 3 (7.3%) | 2 (10.5%) | 0.648 | 0 | |
| 10 (16.7%) | 6 (14.6%) | 4 (21.1%) | 0.711 | 0 |
Absolute and relative numbers of positive findings are shown for the total study population of 60 patients, and stratified by stage of disease. The Fisher Exact Test was performed to examine the relation between marker positivity and stage of disease at time of blood draw (early vs. metastatic)
Fig. 3Heat map showing the prevalence of transcripts. Red squares indicate gene expression beyond calculated threshold level per tested sample in patients with early and metastatic BC, and in HD
Prevalence of gene expression levels beyond the calculated threshold in paired BC blood samples (n = 24) enriched by single-step (PX6.5) and two-step approaches using upfront DG centrifugation (DG6.5)
| PX6.5 | DG6.5 | Concordance | |||||
|---|---|---|---|---|---|---|---|
| Pos | Neg | PPA | NPA | ||||
| Overall | Pos Neg | 10 8 | 2 4 | 0.114 | 83.3 | 33.3 | 0.17 |
Pos Neg | 3 2 | 4 15 | 0.683 | 42.9 | 88.2 | 0.50 | |
Pos Neg | 2 0 | 2 20 | 0.480 | 50.0 | 100.0 | 0.83 | |
Pos Neg | 2 0 | 2 20 | 0.480 | 50.0 | 100.0 | 0.83 | |
Pos Neg | 2 0 | 1 21 | 1 | 66.7 | 100.0 | 0.92 | |
Pos Neg | 3 0 | 4 17 | 0.134 | 42.9 | 100.0 | 0.67 | |
Pos Neg | 2 9 | 0 13 | 0.008 | 100.0 | 59.1 | 0.25 | |
Pos Neg | 2 5 | 0 17 | 0.074 | 100.0 | 77.3 | 0.58 | |
Pos Neg | 5 4 | 2 13 | 0.683 | 71.4 | 76.5 | 0.50 | |
Pos Neg | 2 11 | 2 9 | 0.027 | 50.0 | 45.0 | -0.08 | |
Pos Neg | 4 4 | 3 13 | 1 | 57.1 | 76.5 | 0.42 | |
Differences in positivity were assessed using the McNemar test. Additionally, the percent positive and negative agreement (PPA and NPA) of DG6.5 are shown (with the PX6.5 as reference), as well as the prevalence-adjusted bias-adjusted kappa
Fig. 4Prevalence of transcripts in BC patients with early (left panel) and metastatic (right panel) disease. Gene expression beyond the cut-off is indicated in red, below the cut-off in green. For each marker, the prevalence obtained by the single-step enrichment is shown in the upper row (PX6.5), whereas the bottom row the prevalence after an additional pre-enrichment (DG6.5) is shown. Arrows and the asterisk point to patients with a high number of positive gene markers
Prevalence of gene expression levels beyond the calculated threshold in paired BC blood samples (n = 24) enriched by standard (PX6.5) and combined approach using an upfront DG centrifugation and a different type of microfluidic cassette (DG10)
| PX6.5 | DG10 | Concordance | |||||
|---|---|---|---|---|---|---|---|
| Pos | Neg | PPA | NPA | ||||
| Overall | Pos Neg | 4 7 | 1 12 | 0.077 | 36.4 | 92.3 | 0.33 |
Pos Neg | 0 3 | 1 20 | 0.617 | 0 | 95.0 | 0.67 | |
Pos Neg | 0 0 | 1 23 | 1 | n.a | 95.8 | 0.92 | |
Pos Neg | 0 0 | 1 23 | 1 | n.a | 95.8 | 0.92 | |
Pos Neg | 0 0 | 1 23 | 1 | n.a | 95.8 | 0.92 | |
Pos Neg | 1 0 | 2 21 | 0.480 | 100.0 | 91.3 | 0.83 | |
Pos Neg | 3 6 | 2 14 | 0.289 | 33.3 | 87.5 | 0.36 | |
Pos Neg | 2 5 | 1 16 | 0.221 | 28.6 | 94.1 | 0.50 | |
Pos Neg | 0 3 | 0 21 | 0.248 | 0 | 100.0 | 0.75 | |
Pos Neg | 0 0 | 1 23 | 1 | 0 | 95.8 | 0.92 | |
Pos Neg | 0 3 | 0 21 | 0.248 | 0 | 100.0 | 0.75 | |
Differences in positivity were assessed using the McNemar test. Additionally, the percent positive and negative agreement (PPA and NPA) of the standard approach are given (with DG10 as reference), as well as the prevalence-adjusted bias-adjusted kappa
Fig. 5Prevalence of in BC patients with early disease. For each marker, the prevalence obtained by the standard enrichment using the GEN3D6.5 microfluidic cassette (PX6.5) is shown in the upper row, whereas the bottom row the prevalence after the previously established protocol using a 10 µm cassette and an additional pre-enrichment (DG10) is shown. Transcript levels beyond threshold cut-off level are marked in red. The arrow points to a patient with a high number of positive gene markers