| Literature DB >> 19480690 |
Jörn Erlecke1, Isabell Hartmann, Martin Hoffmann, Torsten Kroll, Heike Starke, Anita Heller, Alexander Gloria, Herbert G Sayer, Tilman Johannes, Uwe Claussen, Thomas Liehr, Ivan F Loncarevic.
Abstract
<Entities:
Year: 2009 PMID: 19480690 PMCID: PMC2696465 DOI: 10.1186/1755-8166-2-12
Source DB: PubMed Journal: Mol Cytogenet ISSN: 1755-8166 Impact factor: 2.009
Figure 1Cut off level in dependence of the number of evaluated cells (n) in female (gray line, diamonds) and male (black line, triangles).
Figure 2Histogram for the misclassification error as estimated from the number of wrongly classified cells per sample. Blood samples were obtained from 10 healthy females and 11 healthy males. The histogram is fitted by a sum of two beta distributions.
Figure 3Sample plots for the conditional probability distribution . The prior is uninformative. The different curves correspond to different measured values M*A as indicated in the legends. These values correspond to 0%, 1%, 2% and 3% of the corresponding sample size. The distributions are biased to lower values of MA (see text).
Figure 4Survival rates of 33 patients without residual cells (line a), 13 patients with residual cells < 4% (line b) and 12 patients with residual cells > 4% (line c).
Patient characteristics
| m | SAA | 10 | n.k. | PBSCT | yes | n.k./+168 | |||
| f | AML | 62 | M | PBSCT | no | 6 | |||
| f | CML | 51 | C | PBSCT | yes | GvHD/+575 | bcr/abl | 2 | |
| m | MDS | 37 | M | PBSCT | no | 5 | |||
| f | AML | 44 | M | PBSCT | no | 3 | |||
| f | ALL | 43 | C | BMT | no | 5 | |||
| f | NHL | 39 | M | PBSCT | no | 19 | |||
| f | CML | 25 | C | PBSCT | no | 21 | |||
| f | AML | 49 | C | PBSCT | no | 3 | |||
| f | MM | 57 | C | PBSCT | no | 7 | |||
| f | CML | 12 | n.k. | PBSCT | yes | n.k./+110 | 3 | ||
| f | CML | 43 | n.k. | PBSCT | no | 1 | |||
| m | OP | 0 | n.k. | BMT | no | 4 | |||
| f | AML | 41 | M | PBSCT | no | trisomy 8 | 17 | ||
| m | SAA | 49 | M | PBSCT | no | 18 | |||
| f | AML | 55 | M | PBSCT | yes | infection/+458 | 3 | ||
| m | MM | 40 | M | BMT | yes | relapse/+278 | 8 | ||
| f | AML | 48 | M | PBSCT | yes | relapse/+125 | 3 | ||
| m | MM | 60 | M | PBSCT | yes | infection/+82 | 2 | ||
| f | AML | 25 | M | PBSCT | no | 15 | |||
| m | ALL | 34 | C | PBSCT | yes | GvHD/+117 | 1 | ||
| m | CML | 39 | C | PBSCT | no | bcr/abl | 3 | ||
| f | MDS | 52 | M | PBSCT | no | 15 | |||
| f | CML | 1 | n.k. | BMT | no | 3 | |||
| f | ALL | 14 | C | PBSCT | yes | n.k./+361 | 2 | ||
| m | AML | 89 | M | PBSCT | no | 4 | |||
| f | AML | 49 | C | PBSCT | no | 14 | |||
| f | AML | 48 | M | PBSCT | yes | infection/+144 | 2 | ||
| m | CML | 49 | C | PBSCT | yes | GvHD/+833 | bcr/abl | 16 | |
| m | AML | 58 | M | PBSCT | no | 8 | |||
| f | CML | 46 | C | PBSCT | no | bcr/abl | 14 | ||
| m | ALL | 42 | M | PBSCT | no | 11 | |||
| m | CML | 46 | C | PBSCT | no | 6 | |||
| m | CML | 51 | M | PBSCT | no | bcr/abl | 3 | ||
| m | AML | 48 | M | PBSCT | yes | relapse/+321 | trisomy 8 | 7 | |
| m | CML | 43 | M | PBSCT | no | bcr/abl | 22 | ||
| f | CML | 38 | C | PBSCT | no | bcr/abl | 14 | ||
| f | AML | 34 | C | PBSCT | no | 21 | |||
| f | AML | 53 | M | PBSCT | no | 12 | |||
| f | AML | 59 | M | PBSCT | no | 24 | |||
| m | CML | 50 | M | PBSCT | yes | relapse/+62 | bcr/abl | 3 | |
| f | AML | 58 | M | PBSCT | no | 7 | |||
| m | AML | 27 | C | PBSCT | yes | relapse/+436 | 7 | ||
| m | CML | 52 | M | PBSCT | no | bcr/abl | 9 | ||
| f | CML | 44 | C | PBSCT | no | bcr/abl | 9 | ||
| m | AML | 46 | C | PBSCT | no | 6 | |||
| m | AML | 40 | C | PBSCT | yes | relapse/+484 | 7 | ||
| m | AML | 50 | M | PBSCT | no | trisomy 8 | 17 | ||
| f | AML | 50 | M | PBSCT | no | 9 | |||
| f | AML | 61 | M | PBSCT | yes | relapse/+286 | 5 | ||
| m | ALL | 66 | M | PBSCT | yes | relapse/+701 | 3 | ||
| m | CLL | 58 | M | PBSCT | yes | infection/+599 | 4 | ||
| m | MM | 49 | M | PBSCT | no | 5 | |||
| m | Lym | 45 | C | PBSCT | yes | relapse/+402 | |||
| m | SAA | 35 | C | PBSCT | no | 3 | |||
| m | CML | 37 | C | PBSCT | no | 2 | |||
| f | AML | 20 | C | PBSCT | no | 3 | |||
| f | ALL | 26 | C | PBSCT | no | 4 | |||
m = male, f = female, SAM = severe aplastic anemia, ALL = acute lymphatic leukemia, AML = acute myloid leukemia, CLL = chronic lymphatic leukemia, CML = chronic myeloid leukemia, Lym = lymphoma, MDS = myelodysplastic syndrome, MM = multiple myeloma, NHL = Non-Hodgkin lymphoma, OP = osteopetrosis, n.k. = not known, C = classical, M = metakin, BMT = bone marrow transplantation, PBSCT = peripheral blood stem-cell transplantation.
Figure 5Bcr/abl negative cell (left) and bcr/abl positive cell (right). The right cell shows the bcr/abl-gene-fusion (arrowhead). The LSI ES bcr/abl probe of Vysis/Abbott was applied here.
Nine patients with disease-marker positive and disease-marker negative residual cells
| patient | month | ||||||||||
| no. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
| 4 | U3,0% | ||||||||||
| 15 | U1,7% | U1,7% | U1,7% | U1,7% | U1,7% | U2,3% | |||||
| 30 | U2,1% | U0,9% | U0,9% | ||||||||
| 32 | U2,4% | U1,7% | U2,1% | U2,6% | U2,2% | U2,2% | U2,1% | U2,2% | |||
| 37 | U1,2% | U1,3% | U1,4% | U1,1% | + | ||||||
| 38 | U0,9% | U0,9% | U1,2% | U1,1% | U0,9% | U0,9% | U1,2% | U0,9% | |||
| 39 | U2,7% | U1,7% | U2,6% | ||||||||
| 43 | + | ||||||||||
| 48 | U1,7% | U1,7% | U1,7% | U1,7% | U1,7% | U2,4% | |||||
| patient | month | ||||||||||
| no. | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 |
| 4 | + | ||||||||||
| 15 | U2,2% | U1,7% | U1,7% | U1,7% | U1,7% | U1,7% | U1,7% | ||||
| 30 | U1,5% | U1,5% | U1,5% | U1,5% | U1,4% | U1,5% | U1,3% | ||||
| 32 | U1,7% | U2,2% | U2,2% | U2,2% | |||||||
| 37 | |||||||||||
| 38 | U1,3% | U0,9% | U1,3% | U1,2% | U1,2% | U1,3% | U1,2% | ||||
| 39 | U2,6% | U2,5% | U2,4% | U2,5% | |||||||
| 43 | |||||||||||
| 48 | U1,7% | U2,2% | |||||||||
| patient | |||||||||||
| no. | 23 | 24*/25 | 26 | 28 | 29*/30 | 32 | 33 | 35 | 38*/39 | 48 | |
| 4 | |||||||||||
| 15 | U2,2%* | U2,2%* | U2,2% | ||||||||
| 30 | U1,3% | U0,9% | U0,9% | U1,3% | + | ||||||
| 32 | U0,9%* | ||||||||||
| 37 | |||||||||||
| 38 | U1,1% | U1,1% | U1,1% | U1,1% | U1,3% | U1,2%* | |||||
| 39 | U2,5% | U2,3% | U1,7% | U2,2% | |||||||
| 43 | |||||||||||
| 48 | |||||||||||
UX% = under cut off level of X%, in brakets are samples were simultaneous hybrization of gonosomes and disease-marker probes was applied, first percentage = amount of residual cells, second percentage = fraction of disease-marker positive residual cells.
Parameters used for automated scanning
| Color Channels | DAPI | SpO/SpA (X) | FITC/TRITC (Y) | |
| Max. Integration Time | 1.0 s | 0.5 s | 0.33 s | For capturing images with comparable signal intensities, automatic integration time adjustment was used to reach a certain saturation level in the images while the maximum integration time was limited to 0.5 s (green) and 0.33 s (red) for keeping the background level at low intensities for empty image fields (e.g. not showing signals). |
| Saturation Area | 4 | 0.7 | 1 | |
| N Focus Planes | 1 | 5 | 5 | Due to the fact that nuclei are not perfectly flattend on the glass slide by preparation but show Z dimensions within a certain range, the fluorescently labeled chromosomes may be randomly localized in the nucleus also in Z direction. |
| Distance | 0 | 0.75 | 0.75 | To image the FISH spots perfectly focused, for each signal channel 5 focus planes are captured with a distance of 0.75 |
| CCD Gain | 400% | A CCD camera gain factor was specified to reduce the integration times needed and thereby increase the scanning speed. With the value specified the electronic noise in the captured images was still negligible. | ||
| Use CS Mask during Capt | Yes | This parameter was activated to use the counterstain mask for integration time adjustment. As bright artifacts within the image field would usually interfere with the automatic integration time adjustment, using the counterstain mask enabled correct adjustment for image fields where such artifacts were only present outside the nuclei. | ||
| MedianV | MedianV | An image processing operation was applied to the signal channels to reduce the noise level without significantly reducing the sharpness of the image by vertical median filtering. This filtering was used to remove small "hot spots" of one pixel size in the images which appear in CCD camera images after long integrations or due to camera pixel defects. | ||
| Obj. Threshold | 23% | An object threshold of 23% in the counterstain channel was used to segment the cell nuclei. The value is a percentage based on the total contrast range of the captured image. | ||
| Min. Nucleus Area | 18 | The minimum/maximum area in | ||
| Max. Nucleus Area | 200 | |||
| Max. Rel. Conc. Depth | 0.4 | This criterion has been used to discriminate single cells (showing a convex contour with only small concave areas) from cell clusters (which usually have large concavities). The limit is specified relative to the nucleus diameter. | ||
| Max. Aspect Ratio | 2.8 | This criterion has been used to discriminate the nuclei of interest from more elongated objects. It specifies the maximum ratio of the nucleus diameters along the long and the short principal axis. | ||
| CS/R/G | SBHistoMax ApplyMask | Additional image processing was applied to reduce background/exclude image content outside nucleus contour. | ||
| Extend CS Mask | 0.5 | To correctly identify signals on the nucleus edge the counterstain mask has been extended by 0.5 | ||
| Max. Spot Rel. Area | 100/1000 | 15/1000 | To differentiate true FISH spots from variations in the fluorescence background, an upper limit for the relative area of a spot, compared to the whole nucleus (in units of 1/1000) was defined, This was mainly of interest for the green channel (Y chromosome). | |
| R (X) | SpotCounts (5,27) | The number of red FISH spots was determined. Spots were accepted (counted) if they had a minimum distance of 0.5 | ||
| Reject if > 2 | Cells with more than 2 red spots were automatically rejected. | |||
| G (Y) | SpotCounts (14,78) | The number of green FISH spots was determined. Spots were accepted (counted) if they had a minimum distance of 1.4 | ||
| Reject if > 2 | Cells with more than 2 green spots are automatically rejected. | |||
| Reject if No Spots | Yes | Cells not showing any X signals are automatically rejected. | ||
Most important parameters for the classifier used for analyzing the patient samples.