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. 2025 Jun 26;20(6):e0316304. doi: 10.1371/journal.pone.0316304

Association between epidural catheter tip malposition and anesthesiologists’ experience after graduation: A cross-sectional study using postoperative CT images

Mitsuhiro Matsuo 1,*, Natsumi Sakamoto 1, Mariko Takebe 1, Tomonori Takazawa 1
Editor: Alessandro De Cassai2
PMCID: PMC12200878  PMID: 40569979

Abstract

Objectives

This study aimed to examine the incidence of epidural catheter tip malposition using postoperative CT images, and investigated its relationship with anesthesiologist and patient characteristics.

Methods

Patients who had undergone epidural anesthesia at our hospital during the previous 18 years, and who had a thorax and abdominal CT scan within 5 days after surgery were included. Malposition was defined if the tip of the catheter did not penetrate the ligamentum flavum in postoperative CT images.

Results

Among 189 eligible patients (median age 71 years, range 15–89), 78 (41%) were female. The median number of years of postgraduate experience of the physicians inserting the epidural catheter was 5.7 years (range 2.0–35.4). All epidural catheters were inserted using the paramedian approach in the left lateral decubitus position. The puncture site was the middle (48%) or lower (49%) thoracic spine. Epidural catheter malposition was observed in 24 patients (12.7%, 95% confidence interval [CI] 8.3–18.3). Among these cases, catheter tips were located at the vertebrae (vertebral arches: 9, transverse processes: 2, spinous process: 1), in superficial soft tissue (erector spinae: 5, subcutaneous: 4), and in deep soft tissue (intervertebral foramina: 2, subpleural space: 1). Anesthesiologists in the malposition group had significantly more experience since graduation (median 10.1 years vs. 5.6 years, P = 0.010). No other characteristics showed an association with catheter malposition.

Conclusions

Analysis of postoperative CT images revealed that the epidural catheter tip did not penetrate the ligamentum flavum in approximately 13% of cases. Our results suggest that even experienced anesthesiologists should be vigilant regarding proper catheter tip positioning.

Introduction

Epidural anesthesia is a challenging procedure for anesthesiologists aiming to achieve adequate analgesia. Greater case experience is required for acquiring the skills for successful catheter placement in the epidural space compared to other essential skills needed by anesthesiologists, including orotracheal intubation and placement of arterial catheters [1]. Indeed, anesthesiologists with greater experience reportedly have higher initial successful puncture rates for neuraxial anesthesia [2,3]. Approximately 30% of epidural anesthesia cases result in inadequate postoperative analgesia, and are considered as failed procedures [4,5]. Anesthesiologists can implement strategies to improve the success of epidural anesthesia procedures by identifying factors that contribute to these failures. This study aimed to determine the incidence and factors contributing to epidural catheter tip malposition.

Postoperative CT images are useful tools for analyzing the trajectory of the epidural catheter from the skin to the ligamentum flavum [6]. Here, we used postoperative CT images to retrospectively examine the incidence of epidural catheter tip malposition, defined as cases in which the tip did not penetrate the ligamentum flavum. Further, we explored the factors contributing to epidural catheter tip malposition, including patient- and anesthesiologist-related characteristics.

Methods

Study design

This retrospective, cross-sectional study was conducted at Toyama University Hospital, a Japanese academic and tertiary care institution. The study was approved by the ethics committee of our hospital (Approval No. R2022221) on March 27, 2023, and complied with the principles of the Declaration of Helsinki. Since this was a retrospective study, the requirement for written informed consent was waived. Instead, an opt-out consent document was presented on our website for patients who did not wish to participate. Data was accessed for research purposes intermittently from April 2023 until June 2024. The data were analyzed anonymously. We followed the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement [7].

Patient selection

We included all cases in which general anesthesia with epidural anesthesia was performed between January 1, 2005, and December 31, 2022. Among these patients, those who underwent a chest and/or abdominal CT scan within five days after surgery, including the day of surgery, were identified. Patients with no visible catheter tips or duplicate cases were excluded. None of the patients declined study participation.

Measurements

Data on patient characteristics, such as age, sex, height and weight, were retrieved from their electronic medical records. Information on unscheduled analgesic use within the first 24 hours after surgery was also extracted. Details of epidural anesthesia techniques, including patient positioning and insertion technique, were collected from their anesthesia records. The number of years of experience after graduation of the anesthesiologists was determined by calculating the number of days since graduation from medical school until the day the epidural anesthesia was administered. The vertebral level was analyzed from postoperative CT images, identifying the vertebral body where the catheter tip was located or the level just above the ligamentum flavum through which the catheter penetrated.

Epidural anesthesia procedure

We used an 18-gauge Tuohy needle (B Braun, Tokyo) for performing epidural punctures, along with a radiopaque nylon epidural catheter (Smith Medical Japan, Tokyo) before 2012, and a radiopaque Perifix® catheter (B Braun, Tokyo) after 2012. Adhesive tape (Fix Kit-Epi®, ALCARE Co., Ltd., Tokyo) was used to secure the catheter to the skin. During surgery, continuous epidural infusion was initiated at the rate of 2–6 mL/h using a patient-controlled epidural analgesia pump (DIB PCA system II; DIB International Co., Ltd., Tokyo). Epidural local anesthetics included 0.2% ropivacaine or 0.25% levobupivacaine, with or without fentanyl at 2–5 µg/mL. Postoperatively, the infusion rate was adjusted as part of routine care under the surgeon’s supervision.

Epidural catheter tip position

Using postoperative CT images, we defined a normal catheter tip position in cases in which the epidural catheter tip penetrated the ligamentum flavum. Catheter tip malposition was defined when the tip did not penetrate the ligamentum flavum. If malposition was indicated, the location of the tip was determined from the CT images.

Statistical analysis

Descriptive statistics are presented as frequencies (%) for categorical variables and medians [range] for continuous variables. Comparisons between groups were conducted using the chi-square and Mann-Whitney U tests. Logistic regression analysis was performed with catheter tip malposition as the dependent variable and number of postgraduate years as the independent variable. Results are reported with 95% confidence intervals (CI). A two-sided p-value of less than 0.05 was considered statistically significant. The receiver operating characteristic (ROC) curve defined the optimal cutoff value, as the value for which the Youden index (Youden index = sensitivity + specificity – 1) was maximized. Statistical analyses were conducted using EZR software, a graphical user interface for R (The R Foundation for Statistical Computing, Vienna, Austria) [8].

Results

Between January 1, 2005, and December 31, 2022, 11,559 patients underwent combined general and epidural anesthesia at our hospital. Among them, 189 patients with postoperative CT images of the chest or abdomen with a visible epidural catheter tip were analyzed (Fig 1). All epidural catheters visible on CT images were radiopaque Perifix® catheters.

Fig 1. Flow chart of study enrolment.

Fig 1

Table 1 summarizes the characteristics of the patients and the epidural anesthesia techniques. Median patient age was 71 years [15, 89] and 78 (41%) were female. Median body mass index (BMI) was 22.6 kg/m2 [13.6, 35.2]. All epidural catheter insertions were performed using the paramedian approach in the left lateral decubitus position. Since almost all the CT scans were taken after abdominal surgery, most catheters (97%) were placed at the mid to lower thoracic level. In the 189 cases evaluated, epidural anesthesia was administered by 50 different anesthesiologists with a median of 5.7 years of postgraduate experience, ranging from 2.0 to 35.4 years (Fig 2).

Table 1. Patient and procedural characteristics.

Variables Value (n = 189)
Patient age, years 71 [15, 89]
Patient sex, female 78 (41%)
Patient body mass index, kg/m2 22.6 [13.6, 35.2]
Insertion position Left lateral decubitus: 189 (100%)
Insertion technique Paramedian approach: 189 (100%)
Technique for identifying epidural space Loss of resistance 189 (100%)
Vertebral level
T4/5/6/7/8/9/10/11/12/L1/2/3
1/2/6/34/49/41/23/18/10/4/0/1
Anesthesiologists’ experience, years 5.7 [2.0, 35.4]
Anesthesiologist sex, female 106 (56%)
Postoperative day 0/1/2/3/4/5 0/20/35/88/44/2
Surgeon specialty, HBP/GI/Uro/ObGyn/Others 110/39/31/6/3

The data are presented as frequencies (%) and medians [range]. Postoperative day indicates the day the CT image was taken. HBP, Hepatobiliary Pancreatic; GI, Gastrointestinal; Uro, Urology; ObGyn, Obstetrics and Gynecology.

Fig 2. Histogram of anesthesiologists’ postgraduate experience.

Fig 2

The histogram shows the distribution of post-graduation years of experience of the anesthesiologists who performed the 189 epidural anesthesia procedures.

Epidural catheter malposition, i.e., when the epidural catheter tip did not penetrate the ligamentum flavum, was found in 24 patients (12.7%, 95% CI 8.3–18.3%). In the malposition group, catheter tips were on the vertebrae in 12 cases (vertebral arches: 9, transverse processes: 2, spinous process: 1), in superficial soft tissue in nine cases (erector spinae: 5, subcutaneous: 4), and in deep soft tissue in three cases (intervertebral foramen: 2, subpleural space: 1) (Fig 3). Analyses of the differences in characteristics between the normal catheter position and malposition groups indicated no significant differences in patient age, BMI, or puncture site. However, anesthesiologists in the malposition group had significantly more years of postgraduate experience (Table 2).

Fig 3. Spatial distribution of epidural catheter tip malposition.

Fig 3

Epidural catheter malposition, defined when the epidural catheter tip did not penetrate the ligamentum flavum, was observed in 24 patients. The catheter tips were found at various locations: on the vertebral arches (orange), on the transverse processes (yellow), on the spinous process (bright yellow), in the spinal erector spinae (light blue), in the subcutaneous tissue (dark blue), and in the intervertebral foramen or the subpleural space (magenta).

Table 2. Patient and procedural characteristics related to epidural catheter tip malposition.

Normal position (n = 165) Malposition (n = 24) P value
Patient age, years 71 [15, 89] 70 [27, 86] 0.497
Patient sex, female 69 (42%) 9 (38%) 0.825
Patient body mass index, kg/m2 22.9 [14.9, 35.2] 21.3 [13.6, 31.3] 0.286
Vertebral level
T4/5/6/7/8/9/10/11/12/L1/2/3
1/2/4/32/45/37/
21/13/8/2/0/0
0/0/2/2/4/4/
2/5/2/2/0/1
0.249
Anesthesiologists’ experience, years 5.6 [2.0, 35.4] 10.1 [2.1, 26.6] 0.010
Anesthesiologist sex, female 93 (56%) 13 (54%) 0.830
Postoperative day 0/1/2/3/4/5 0/17/30/75/41/2 0/3/5/13/3/0 0.253
Length of epidural catheter advanced after LOR, cm 5.0 [3.0, 7.0] 5.0 [4.0, 6.0] 0.622

The data are presented as frequencies (%) and medians [range]. Postoperative day indicates the day the CT image was taken. Comparisons between groups were conducted using the chi-square and Mann-Whitney U tests. LOR, loss-of-resistance.

Unscheduled analgesic use within 24 hours postoperatively was significantly less frequent in the normal position group compared to the malposition group {68 (41%) vs. 17 (71%), P = 0.008}. The pain medications administered included pentazocine in 62 cases, non-steroidal anti-inflammatory agents in 11 cases, acetaminophen in 10 cases, and opioids in four cases.

Logistic regression analysis was conducted with catheter malposition as the dependent variable and postgraduate years as the independent variable. The results indicated a significantly greater incidence of malposition with greater anesthesiologist experience, with an odds ratio of 1.08 (95% CI 1.02–1.15) per postgraduate year.

ROC analysis performed to evaluate the relationship between the number of years post-graduation and catheter malposition (Fig 4) showed an area under the curve of 0.66 (95% CI 0.54–0.78). The optimal cutoff value was 11.3 years, with a specificity of 78%, sensitivity of 50%, positive likelihood ratio of 2.27, and negative likelihood ratio of 0.64.

Fig 4. Receiver operating characteristic curves of anesthesiologists’ postgraduate experience for predicting epidural catheter tip malposition.

Fig 4

The results showed an area under the curve of 0.66 (95% CI: 0.54-0.78). The optimal cutoff value, defined by the receiver operating characteristic curve as the value at which the Youden index (Youden index = sensitivity + specificity – 1) was maximized, was 11.3 years. At this cutoff, the specificity was 78%, and sensitivity was 50%, as shown by the closed circle. The dashed diagonal line represents the results of random guessing.

We performed three sensitivity analyses to confirm the robustness of our results. For the first sensitivity analysis, one anesthesiologist who performed the most epidural anesthesia procedures (n = 13) and had the highest number of malpositions (n = 4) was excluded (S1 Table). Despite this exclusion, the number of postgraduate years of the anesthesiologists in the malposition group remained significantly higher (p = 0.006). Second, anesthesiologists were divided into groups based on half-year post-graduation intervals. The group with the most significant number of anesthesiologists was the 2.0–2.5 years’ experience group (n = 37). After excluding this group, sensitivity analysis demonstrated that the malposition group still had significantly more years of postgraduate experience (p = 0.037) (S2 Table). Third, the significance remained even after excluding six epidural anesthesia procedures performed by anesthesiologists with more than 20 years of postgraduate experience (p = 0.024) (S3 Table).

Discussion

In this study, we used postoperative CT images to determine the incidence of epidural catheter tip malposition and the factors associated with malposition. Epidural catheter malposition was found in 24 patients (12.7%). Unexpectedly, the postgraduate experience of physicians was significantly greater in the malposition group. Logistic regression analysis showed that each additional post-graduation year was associated with a significantly higher incidence of malposition, with an odds ratio of 1.08 (95% CI 1.02–1.15).

The reason for the increased incidence of malpositioning with increasing years of experience is unclear. There are two possible causes of catheter tip malposition. The first is primary malposition due to failure of catheter placement. Attending anesthesiologists tend to have a lower rate of primary failure of epidural anesthesia than do trainees [9]. However, the increased failure rate could be related to carelessness and overconfidence associated with experience [10]. The second cause is secondary malposition due to dislocation resulting from patient movement after catheter placement. The epidural catheter is reportedly withdrawn a few centimeters from the skin by patient movement [11]. Additionally, as anesthesiologists become more experienced, they might not pay as much attention to securing the catheter to the skin. Regardless of the causes of tip malposition, this study indicates that even experienced anesthesiologists need to pay attention to proper catheter tip positioning. Further, our results highlight the importance of continued vigilance and technique refinement, even among experienced anesthesiologists, to ensure optimal outcomes in epidural anesthesia.

Not only anesthesiologist-related factors, but also patient-related factors are important determinants of the success rate of epidural puncture. A previous prospective observational study showed that the rate of failed punctures is 3.0 times higher when the spinous process is not palpable [12]. In another prospective observational study, the success rate of initial puncture for neuraxial anesthesia was dependent on palpability of the spinous process (odds ratio 1.92) and the ease of adequate patient positioning (odds ratio 3.84) [2].

This study has several limitations. First, as described above, it was impossible to determine whether the postoperative catheter malposition was primary or secondary. Second, penetration of the ligamentum flavum by the epidural catheter tip does not always provide adequate analgesia. The spread of contrast medium within the epidural space is a good indicator of anesthetic efficacy [13], and leakage of contrast medium from the epidural space is associated with inadequate anesthetic outcomes [14]. Third, we used the number of postgraduate years as a marker of anesthesiologists’ experience, but did not account for the number of epidural anesthesia cases performed since graduation. Fourth, because our institution is a teaching hospital, the median years of experience was relatively low, at 5.7 years. Fifth, due to a lack of data, we could not account for the patient’s body habitus, including factors such as the ease of palpating the spinous process and positioning the patient.

Conclusions

Epidural catheter tip malposition determined by CT taken postoperatively occurred in approximately 13% of the study cases. The greater the number of years since graduation of the anesthesiologist who inserted the epidural catheter, the more likely was the epidural catheter tip to be malpositioned. Even anesthesiologists with many years of experience need to pay careful attention to proper catheter tip positioning.

Supporting information

S1 Table. Sensitivity analysis excluding one anesthesiologist who performed the most epidural anesthesia procedures and had the highest number of malpositions.

(DOCX)

pone.0316304.s001.docx (22.8KB, docx)
S2 Table. Sensitivity analysis excluding 37 epidural anesthesia procedures performed by anesthesiologists with 2.0–2.5 years’ experience.

(DOCX)

pone.0316304.s002.docx (23KB, docx)
S3 Table. Sensitivity analysis excluding six epidural anesthesia procedures performed by anesthesiologists with more than 20 years of postgraduate experience.

(DOCX)

pone.0316304.s003.docx (22.9KB, docx)
S1 Dataset. The minimal data set used for analyzed.

(XLSX)

pone.0316304.s004.xlsx (25.6KB, xlsx)

Acknowledgments

We thank Dr. Kazuma Nishikawa and Mr. Kazuaki Arai for assisting with CT data acquisition, and Mr. Toshio Fujimori for analyzing the epidural catheter data. The authors thank FORTE Science Communications (https://www.forte-science.co.jp/) for English language editing.

Data Availability

All relevant data are within the paper and its Supporting information files.

Funding Statement

MM This work was supported by JSPS KAKENHI Grant Number JP21K08918. https://www.jsps.go.jp/j-grantsinaid/.

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PONE-D-24-56351Association between epidural catheter tip malposition and anesthesiologists’ experience after graduation: a cross-sectional study using postoperative CT imagesPLOS ONE

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Reviewer #1: Although the manuscript is an original research, it has a few deficiency. Two things mentioned in the results were not included in the figure;

1) sensitivity analysis after excluding anesthesiologists who performed the most epidural anesthesia and had the highest malposition rate

2) sensitivity analysis after excluding anesthesiologists with the highest range of experience

The information given in the manuscript should also be included in the results.

Reviewer #2: Dear Authors,

A well written simple study with an interesting result on anesthesia providers. There are only a few studies investigating the malposition of epidural catheter tips and this retrospective study has the highest number of cases so far.

One negligible spelling mistake: page 4, line 4 reference in brackets not in the right position.

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PLoS One. 2025 Jun 26;20(6):e0316304. doi: 10.1371/journal.pone.0316304.r003

Author response to Decision Letter 1


30 Apr 2025

Response to Reviewers

Manuscript ID: PONE-D-24-56351

Title: Association between epidural catheter tip malposition and anesthesiologists’ experience after graduation: a cross-sectional study using postoperative CT images

Dear Dr. Alessandro De Cassai and Reviewers,

We would like to express our sincere appreciation for your valuable feedback and the opportunity to revise our manuscript. We carefully reviewed each comment and revised the manuscript accordingly. We believe that the quality and clarity of the manuscript have improved substantially through this process.

Below, we provide our point-by-point responses to all reviewer and editorial comments. All changes made to the manuscript are indicated in the file titled Revised Manuscript with Track Changes.

________________________________________

Reviewer #1

Comment:

Although the manuscript is an original research, it has a few deficiency. Two things mentioned in the results were not included in the figure;

1) sensitivity analysis after excluding anesthesiologists who performed the most epidural anesthesia and had the highest malposition rate

2) sensitivity analysis after excluding anesthesiologists with the highest range of experience

The information given in the manuscript should also be included in the results.

Response:

Thank you for pointing out this inconsistency. We have now included the results of both sensitivity analyses in new Supplementary Tables (S1,S3 Tables) rather than in a figure.

Regarding the second analysis, we found that the anesthesiologist with the longest experience (35.4 years) had performed only one epidural anesthesia case. Therefore, instead of excluding only this one case, we conducted a sensitivity analysis by excluding all six cases performed by anesthesiologists with ≥20 years of experience. These results are now presented in S3 Table, and the corresponding description in the Results section has been updated accordingly.

We have revised Figure 2 to display a histogram with postgraduate years grouped in 2-year intervals, which improves the clarity of the distribution of epidural procedures performed by anesthesiologists. Another sensitivity analysis, excluding procedures performed by anesthesiologists with 2.0-2.5 years’ experience, is shown in S2 Table.

________________________________________

Reviewer #2

Comment:

One negligible spelling mistake: page 4, line 4 reference in brackets not in the right position.

Response:

Thank you for pointing this out. We corrected the placement of the reference brackets on page 4, line 4. In addition, we reviewed all other in-text citations throughout the manuscript to ensure that reference numbering and bracket formatting are consistent and accurate.

________________________________________

Editorial Requirements

1. Formatting and File Naming:

We have revised the manuscript and file names to conform to PLOS ONE’s formatting and style requirements.

2. Funding Statement:

We have added the following sentence to clarify the role of the funders in the cover letter:

“The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.”

3. Data Availability:

We confirm that all raw data required to replicate the results of our study are now provided as Supporting Information (S1 Dataset). This includes:

• Data values underlying means and standard deviations

• Raw data used in statistical analyses

We believe this dataset fulfills the PLOS ONE requirement for a minimal data set.

We also re-examined the statistical outputs and found that there were numerical inaccuracies in four specific locations that are not essential to the main conclusions of the manuscript (Lines 163–164, 174, 188, and 191–193). These corrected values are fully traceable and included in the Supporting Information file titled “S1 Dataset.” We carefully verified that all other numerical values in the manuscript are accurate.

4. Reference List Review:

We have reviewed all references and confirm that none of the cited papers have been retracted.

________________________________________

We are grateful to the reviewers and the academic editor for their constructive and insightful comments. We hope that the revised manuscript now meets the standards required for publication in PLOS ONE.

Sincerely,

Mitsuhiro Matsuo, MD, PhD

On behalf of all authors

Attachment

Submitted filename: Response to Reviewers.docx

pone.0316304.s006.docx (19.9KB, docx)

Decision Letter 1

Alessandro De Cassai

Association between epidural catheter tip malposition and anesthesiologists’ experience after graduation: a cross-sectional study using postoperative CT images

PONE-D-24-56351R1

Dear Dr. Matsuo,

We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements.

Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication.

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Kind regards,

Alessandro De Cassai, MD

Academic Editor

PLOS ONE

Additional Editor Comments (optional):

Manuscript is now acceptable in its current form

Reviewers' comments:

Reviewer's Responses to Questions

Comments to the Author

1. If the authors have adequately addressed your comments raised in a previous round of review and you feel that this manuscript is now acceptable for publication, you may indicate that here to bypass the “Comments to the Author” section, enter your conflict of interest statement in the “Confidential to Editor” section, and submit your "Accept" recommendation.

Reviewer #2: (No Response)

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2. Is the manuscript technically sound, and do the data support the conclusions?

The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented.

Reviewer #2: Yes

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3. Has the statistical analysis been performed appropriately and rigorously?

Reviewer #2: I Don't Know

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4. Have the authors made all data underlying the findings in their manuscript fully available?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #2: Yes

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5. Is the manuscript presented in an intelligible fashion and written in standard English?

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Reviewer #2: Yes

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Reviewer #2: (No Response)

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Reviewer #2: No

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Acceptance letter

Alessandro De Cassai

PONE-D-24-56351R1

PLOS ONE

Dear Dr. Matsuo,

I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now being handed over to our production team.

At this stage, our production department will prepare your paper for publication. This includes ensuring the following:

* All references, tables, and figures are properly cited

* All relevant supporting information is included in the manuscript submission,

* There are no issues that prevent the paper from being properly typeset

You will receive further instructions from the production team, including instructions on how to review your proof when it is ready. Please keep in mind that we are working through a large volume of accepted articles, so please give us a few days to review your paper and let you know the next and final steps.

Lastly, if your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org.

If we can help with anything else, please email us at customercare@plos.org.

Thank you for submitting your work to PLOS ONE and supporting open access.

Kind regards,

PLOS ONE Editorial Office Staff

on behalf of

Dr. Alessandro De Cassai

Academic Editor

PLOS ONE

Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Supplementary Materials

    S1 Table. Sensitivity analysis excluding one anesthesiologist who performed the most epidural anesthesia procedures and had the highest number of malpositions.

    (DOCX)

    pone.0316304.s001.docx (22.8KB, docx)
    S2 Table. Sensitivity analysis excluding 37 epidural anesthesia procedures performed by anesthesiologists with 2.0–2.5 years’ experience.

    (DOCX)

    pone.0316304.s002.docx (23KB, docx)
    S3 Table. Sensitivity analysis excluding six epidural anesthesia procedures performed by anesthesiologists with more than 20 years of postgraduate experience.

    (DOCX)

    pone.0316304.s003.docx (22.9KB, docx)
    S1 Dataset. The minimal data set used for analyzed.

    (XLSX)

    pone.0316304.s004.xlsx (25.6KB, xlsx)
    Attachment

    Submitted filename: Response to Reviewers.docx

    pone.0316304.s006.docx (19.9KB, docx)

    Data Availability Statement

    All relevant data are within the paper and its Supporting information files.


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