Peer Review History

Original SubmissionOctober 6, 2022
Decision Letter - Sreeram V. Ramagopalan, Editor

PONE-D-22-27576Creation of an ustekinumab external control arm for Crohn’s disease using electronic health records data: a pilot studyPLOS ONE

Dear Dr. Rudrapatna,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process. Please submit your revised manuscript by Jan 09 2023 11:59PM. If you will need more time than this to complete your revisions, please reply to this message or contact the journal office at plosone@plos.org. When you're ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file.

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We look forward to receiving your revised manuscript.

Kind regards,

Sreeram V. Ramagopalan

Academic Editor

PLOS ONE

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2. Please provide additional details regarding participant consent. In the ethics statement in the Methods and online submission information, please ensure that you have specified (1) whether consent was informed and (2) what type you obtained (for instance, written or verbal, and if verbal, how it was documented and witnessed). If your study included minors, state whether you obtained consent from parents or guardians. If the need for consent was waived by the ethics committee, please include this information.

If you are reporting a retrospective study of medical records or archived samples, please ensure that you have discussed whether all data were fully anonymized before you accessed them and/or whether the IRB or ethics committee waived the requirement for informed consent. If patients provided informed written consent to have data from their medical records used in research, please include this information.

3. We note that the grant information you provided in the ‘Funding Information’ and ‘Financial Disclosure’ sections do not match. 

When you resubmit, please ensure that you provide the correct grant numbers for the awards you received for your study in the ‘Funding Information’ section.

4. Thank you for stating the following financial disclosure: 

"VR received funding from Janssen Research and Development LLC (www.janssen.com).

VR received funding from the UCSF Division of Gastroenterology (gastroenterology.ucsf.edu).

VR and AJB received funding from UCSF Bakar Computational Health Sciences Institute (bakarinstitute.ucsf.edu)

The contents of this manuscript are solely the responsibility of the authors and do not necessarily represent the official views of the NIH. None of the study sponsors had any influence over the data interpretation or conclusions from this study."

Please state what role the funders took in the study.  If the funders had no role, please state: ""The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript."" If this statement is not correct you must amend it as needed. 

Please include this amended Role of Funder statement in your cover letter; we will change the online submission form on your behalf.

5. Thank you for stating the following in the Competing Interests section: 

"NS, NE, CC, SR, DA, MC, NSK, CO, NT, and BDM are employees of Janssen Pharmaceuticals, a for-profit entity that owns all rights to the drug ustekinumab. UM is a consultant for Janssen Pharmaceuticals. AJB is a co-founder and consultant to Personalis and NuMedii; consultant to Mango Tree Corporation, and in the recent past, Samsung, 10x Genomics, Helix, Pathway Genomics, and Verinata (Illumina); has served on paid advisory panels or boards for Geisinger Health, Regenstrief Institute, Gerson Lehman Group, AlphaSights, Covance, Novartis, Genentech, and Merck, and Roche; is a shareholder in Personalis and NuMedii; is a minor shareholder in Apple, Meta (Facebook), Alphabet (Google), Microsoft, Amazon, Snap, 10x Genomics, Illumina, Regeneron, Sanofi, Pfizer, Royalty Pharma, Moderna, Sutro, Doximity, BioNtech, Invitae, Pacific Biosciences, Editas Medicine, Nuna Health, Assay Depot, and Vet24seven, and several other non-health related companies and mutual funds; and has received honoraria and travel reimbursement for invited talks from Johnson and Johnson, Roche, Genentech, Pfizer, Merck, Lilly, Takeda, Varian, Mars, Siemens, Optum, Abbott, Celgene, AstraZeneca, AbbVie, Westat, and many academic institutions, medical or disease specific foundations and associations, and health systems.  Atul Butte receives royalty payments through Stanford University, for several patents and other disclosures licensed to NuMedii and Personalis.  Atul Butte’s research has been funded by NIH, Peraton (as the prime on an NIH contract), Genentech, Johnson and Johnson, FDA, Robert Wood Johnson Foundation, Leon Lowenstein Foundation, Intervalien Foundation, Priscilla Chan and Mark Zuckerberg, the Barbara and Gerson Bakar Foundation, and in the recent past, the March of Dimes, Juvenile Diabetes Research Foundation, California Governor’s Office of Planning and Research, California Institute for Regenerative Medicine, L’Oreal, and Progenity. The authors have declared that no competing interests exist."

  

We note that one or more of the authors are employed by a commercial company: Janssen Pharmaceuticals, Personalis and NuMedii, etc.

(1) Please provide an amended Funding Statement declaring this commercial affiliation, as well as a statement regarding the Role of Funders in your study. If the funding organization did not play a role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript and only provided financial support in the form of authors' salaries and/or research materials, please review your statements relating to the author contributions, and ensure you have specifically and accurately indicated the role(s) that these authors had in your study. You can update author roles in the Author Contributions section of the online submission form.

Please also include the following statement within your amended Funding Statement. 

“The funder provided support in the form of salaries for authors [insert relevant initials], but did not have any additional role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. The specific roles of these authors are articulated in the ‘author contributions’ section.”

If your commercial affiliation did play a role in your study, please state and explain this role within your updated Funding Statement. 

(2) Please also provide an updated Competing Interests Statement declaring this commercial affiliation along with any other relevant declarations relating to employment, consultancy, patents, products in development, or marketed products, etc.  

Within your Competing Interests Statement, please confirm that this commercial affiliation does not alter your adherence to all PLOS ONE policies on sharing data and materials by including the following statement: ""This does not alter our adherence to  PLOS ONE policies on sharing data and materials.” (as detailed online in our guide for authors http://journals.plos.org/plosone/s/competing-interests) . 

If this adherence statement is not accurate and  there are restrictions on sharing of data and/or materials, please state these. Please note that we cannot proceed with consideration of your article until this information has been declared.

Please include both an updated Funding Statement and Competing Interests Statement in your cover letter. We will change the online submission form on your behalf.

6. Please amend the manuscript submission data (via Edit Submission) to include authors: Colin Feuille MD, Yongmei Shi PhD

7. Please amend either the abstract on the online submission form (via Edit Submission) or the abstract in the manuscript so that they are identical.

8. Please upload a copy of Figure 8 to which you refer in your text on page 26. If the figure is no longer to be included as part of the submission please remove all reference to it within the text.

9. We note you have included a table to which you do not refer in the text of your manuscript. Please ensure that you refer to Table 8 in your text; if accepted, production will need this reference to link the reader to the Table.

10. Please include captions for your Supporting Information files at the end of your manuscript, and update any in-text citations to match accordingly. Please see our Supporting Information guidelines for more information: http://journals.plos.org/plosone/s/supporting-information. 

[Note: HTML markup is below. Please do not edit.]

Reviewers' comments:

Reviewer's Responses to Questions

Comments to the Author

1. 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 #1: Partly

**********

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

Reviewer #1: I Don't Know

**********

3. 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 #1: Yes

**********

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

PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.

Reviewer #1: Yes

**********

5. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: The authors made an effort to emulate the control arm of a clinical trial in Crohn's disease. I have two major concerns with this manuscript.

First, the concept behind is either contentious or not clear. Starting with the growing accepted concept that external control arms are needed in many situations like for example rare disease and many oncology settings, the paper's motivation appears to be that this concept should be extended to more common diseases because of the cost and complexity of running trials. I think this is very contentious. Randomization still has a value and should be pursued as much as possible. It does not seem justified that external control arms where clinical trials are feasible are justified. But the authors also appear to deviate from this concept in some other parts of the paper, as the concept of running this feasibility exercise is more loosely justified in terms of replacing "prospective" studies, and in some other places their rationale is about "complementing" other types of research. There should be clarity on the place where the authors see this. If the main justification is about replacing a phase III RCT for this kind of approach, I do not think it is a good scientific approach. If the idea is about post laungh evidence generation, or about adding to the totality of the evidence regarding new comparators, I think it will be more justitiable.

Analytically. the authors made a good effort but it falls short on many elements.

First, they did not fully replicate the arm in question, two exclusion criteria were left out. I do not know how the control arms can be emulated. It is not clear if this was an a priori or ex-post decision. Did they try first with all the criteria and numbers were too low or was this an a priori plan? And if it is an a priory plan, how can it emulate the control arm of the trial if these criteria were left out. If the interest was about emulating the control arm, we do not know if a full emulation is possible. Second, to show empirically that the emulation was close, they should present results comparing versus the trial. Actually they should have matched patients using trial data. But all these comparisons or analytical approaches are not in scope and are important. Finally, this is a single center attempt, we do not know if this approach would work for other centers. How dependent on the data quality of the center was this approach? How would it vary if attempting to do a multi-center emulation.

In conclusion, my advice is to deeply clarify the conceptual intent about the role of this exercise and provide more analyses that use the trial baseline information. In addition, generalizability should be explored. The paper, as is, minimally needs to clarify its conceptual intent and recognize analytical limitations. And in that case, it may be a better fit for a medical informatics journal.

**********

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Reviewer #1: No

**********

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Revision 1

December 15, 2022

To the editor and reviewer:

Thank you for your review of our manuscript. We have a number of revisions in response to your feedback. Details and response to your comments are below in green font and preceeded by double asterisks.

ACADEMIC EDITOR COMMENTS:

1. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at

https://journals.plos.org/plosone/s/file?id=wjVg/PLOSOne_formatting_sample_main_body.pdf and

https://journals.plos.org/plosone/s/file?id=ba62/PLOSOne_formatting_sample_title_authors_affiliations.pdf

**Thank you, this has now been done.

2. Please provide additional details regarding participant consent. In the ethics statement in the Methods and online submission information, please ensure that you have specified (1) whether consent was informed and (2) what type you obtained (for instance, written or verbal, and if verbal, how it was documented and witnessed). If your study included minors, state whether you obtained consent from parents or guardians. If the need for consent was waived by the ethics committee, please include this information.

If you are reporting a retrospective study of medical records or archived samples, please ensure that you have discussed whether all data were fully anonymized before you accessed them and/or whether the IRB or ethics committee waived the requirement for informed consent. If patients provided informed written consent to have data from their medical records used in research, please include this information.

**Thank you, now added.

3. We note that the grant information you provided in the ‘Funding Information’ and ‘Financial Disclosure’ sections do not match.

When you resubmit, please ensure that you provide the correct grant numbers for the awards you received for your study in the ‘Funding Information’ section.

**Now done

4. Thank you for stating the following financial disclosure:

"VR received funding from Janssen Research and Development LLC (www.janssen.com).

VR received funding from the UCSF Division of Gastroenterology (gastroenterology.ucsf.edu).

VR and AJB received funding from UCSF Bakar Computational Health Sciences Institute (bakarinstitute.ucsf.edu)

The contents of this manuscript are solely the responsibility of the authors and do not necessarily represent the official views of the NIH. None of the study sponsors had any influence over the data interpretation or conclusions from this study."

Please state what role the funders took in the study. If the funders had no role, please state: ""The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript."" If this statement is not correct you must amend it as needed.

Please include this amended Role of Funder statement in your cover letter; we will change the online submission form on your behalf.

**Now included in the revised cover letter

5. Thank you for stating the following in the Competing Interests section:

"NS, NE, CC, SR, DA, MC, NSK, CO, NT, and BDM are employees of Janssen Pharmaceuticals, a for-profit entity that owns all rights to the drug ustekinumab. UM is a consultant for Janssen Pharmaceuticals. AJB is a co-founder and consultant to Personalis and NuMedii; consultant to Mango Tree Corporation, and in the recent past, Samsung, 10x Genomics, Helix, Pathway Genomics, and Verinata (Illumina); has served on paid advisory panels or boards for Geisinger Health, Regenstrief Institute, Gerson Lehman Group, AlphaSights, Covance, Novartis, Genentech, and Merck, and Roche; is a shareholder in Personalis and NuMedii; is a minor shareholder in Apple, Meta (Facebook), Alphabet (Google), Microsoft, Amazon, Snap, 10x Genomics, Illumina, Regeneron, Sanofi, Pfizer, Royalty Pharma, Moderna, Sutro, Doximity, BioNtech, Invitae, Pacific Biosciences, Editas Medicine, Nuna Health, Assay Depot, and Vet24seven, and several other non-health related companies and mutual funds; and has received honoraria and travel reimbursement for invited talks from Johnson and Johnson, Roche, Genentech, Pfizer, Merck, Lilly, Takeda, Varian, Mars, Siemens, Optum, Abbott, Celgene, AstraZeneca, AbbVie, Westat, and many academic institutions, medical or disease specific foundations and associations, and health systems. Atul Butte receives royalty payments through Stanford University, for several patents and other disclosures licensed to NuMedii and Personalis. Atul Butte’s research has been funded by NIH, Peraton (as the prime on an NIH contract), Genentech, Johnson and Johnson, FDA, Robert Wood Johnson Foundation, Leon Lowenstein Foundation, Intervalien Foundation, Priscilla Chan and Mark Zuckerberg, the Barbara and Gerson Bakar Foundation, and in the recent past, the March of Dimes, Juvenile Diabetes Research Foundation, California Governor’s Office of Planning and Research, California Institute for Regenerative Medicine, L’Oreal, and Progenity. The authors have declared that no competing interests exist."

We note that one or more of the authors are employed by a commercial company: Janssen Pharmaceuticals, Personalis and NuMedii, etc.

(1) Please provide an amended Funding Statement declaring this commercial affiliation, as well as a statement regarding the Role of Funders in your study. If the funding organization did not play a role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript and only provided financial support in the form of authors' salaries and/or research materials, please review your statements relating to the author contributions, and ensure you have specifically and accurately indicated the role(s) that these authors had in your study. You can update author roles in the Author Contributions section of the online submission form.

Please also include the following statement within your amended Funding Statement.

“The funder provided support in the form of salaries for authors [insert relevant initials], but did not have any additional role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. The specific roles of these authors are articulated in the ‘author contributions’ section.”

If your commercial affiliation did play a role in your study, please state and explain this role within your updated Funding Statement.

**I have added this text to the section “Funding Statement”.

(2) Please also provide an updated Competing Interests Statement declaring this commercial affiliation along with any other relevant declarations relating to employment, consultancy, patents, products in development, or marketed products, etc.

Within your Competing Interests Statement, please confirm that this commercial affiliation does not alter your adherence to all PLOS ONE policies on sharing data and materials by including the following statement: ""This does not alter our adherence to PLOS ONE policies on sharing data and materials.” (as detailed online in our guide for authors http://journals.plos.org/plosone/s/competing-interests) .

If this adherence statement is not accurate and there are restrictions on sharing of data and/or materials, please state these. Please note that we cannot proceed with consideration of your article until this information has been declared.

Please include both an updated Funding Statement and Competing Interests Statement in your cover letter. We will change the online submission form on your behalf.

**Now revised and additionally included in the cover letter.

6. Please amend the manuscript submission data (via Edit Submission) to include authors: Colin Feuille MD, Yongmei Shi PhD

**Now done.

7. Please amend either the abstract on the online submission form (via Edit Submission) or the abstract in the manuscript so that they are identical.

**Now done.

8. Please upload a copy of Figure 8 to which you refer in your text on page 26. If the figure is no longer to be included as part of the submission please remove all reference to it within the text.

**Sorry – this was an error, meant to say Figure 4. Now corrected.

9. We note you have included a table to which you do not refer in the text of your manuscript. Please ensure that you refer to Table 8 in your text; if accepted, production will need this reference to link the reader to the Table.

**Sorry – this was an error, meant to say Table 8. Now corrected.

10. Please include captions for your Supporting Information files at the end of your manuscript, and update any in-text citations to match accordingly. Please see our Supporting Information guidelines for more information: http://journals.plos.org/plosone/s/supporting-information.

**Done

REVIEWER’S COMMENTS

Reviewer #1: The authors made an effort to emulate the control arm of a clinical trial in Crohn's disease. I have two major concerns with this manuscript.

First, the concept behind is either contentious or not clear. Starting with the growing accepted concept that external control arms are needed in many situations like for example rare disease and many oncology settings, the paper's motivation appears to be that this concept should be extended to more common diseases because of the cost and complexity of running trials. I think this is very contentious. Randomization still has a value and should be pursued as much as possible. It does not seem justified that external control arms where clinical trials are feasible are justified. But the authors also appear to deviate from this concept in some other parts of the paper, as the concept of running this feasibility exercise is more loosely justified in terms of replacing "prospective" studies, and in some other places their rationale is about "complementing" other types of research. There should be clarity on the place where the authors see this. If the main justification is about replacing a phase III RCT for this kind of approach, I do not think it is a good scientific approach. If the idea is about post laungh evidence generation, or about adding to the totality of the evidence regarding new comparators, I think it will be more justitiable.

**Thank you for your feedback. We did not intend to imply that ECAs should replace phase 3 RCTs anytime in the near future, particularly for diseases like Crohn’s disease where these high-quality studies continue to be relatively feasible and where current retrospective emulation methods (as we show here) are clearly very limited. Although we can see how the last version of our manuscript could give this impression.

**That said, we do think that this field needs to continue to develop methods for using EHR data in clinical research and to benchmark retrospective studies against prospective ones. Even though our pilot study suffered from many limitations, we think that many readers can learn from our experience, anticipate and avoid certain missteps, improve the quality of retrospective evidence, and address the occasional evidence gaps that lie between controlled environments and routine clinical care.

**We have modified the language throughout to reflect this, including the abstract (lines 24-27), introduction (revised paragraph 1), methods (line 89, 216-220), and the discussion.

Analytically. the authors made a good effort but it falls short on many elements.

First, they did not fully replicate the arm in question, two exclusion criteria were left out. I do not know how the control arms can be emulated. It is not clear if this was an a priori or ex-post decision. Did they try first with all the criteria and numbers were too low or was this an a priori plan? And if it is an a priory plan, how can it emulate the control arm of the trial if these criteria were left out. If the interest was about emulating the control arm, we do not know if a full emulation is possible. Second, to show empirically that the emulation was close, they should present results comparing versus the trial. Actually they should have matched patients using trial data. But all these comparisons or analytical approaches are not in scope and are important. Finally, this is a single center attempt, we do not know if this approach would work for other centers. How dependent on the data quality of the center was this approach? How would it vary if attempting to do a multi-center emulation.

**Thank you for your feedback. We have made revisions to more clearly acknowledge these limitations:

-Lines 125-128 now make clear that the decisions to leave the two exclusion criteria out were made ex post, and what the reasons were.

-Lines 216-220 reinforce the above and indicate the reasons for not statistically comparing the outcomes of our cohort that of TRIDENT.

-Lines 435-437 emphasize the limitations of this single-center effort and the possibility that our method may not generalize to other centers.

In conclusion, my advice is to deeply clarify the conceptual intent about the role of this exercise and provide more analyses that use the trial baseline information. In addition, generalizability should be explored. The paper, as is, minimally needs to clarify its conceptual intent and recognize analytical limitations. And in that case, it may be a better fit for a medical informatics journal.

**As above, we do agree with you. We have made several revisions of the text and hope that it addresses the important points you raised above. Although we considered a medical informatics journal as a potential venue, we think that PLOS ONE has a wider readership and would allow us to communicate these findings with more members of our target audience.

Attachments
Attachment
Submitted filename: Response to Reviewers.docx
Decision Letter - Sreeram V. Ramagopalan, Editor

Creation of an ustekinumab external control arm for Crohn’s disease using electronic health records data: a pilot study

PONE-D-22-27576R1

Dear Dr. Rudrapatna,

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.

An invoice for payment will follow shortly after the formal acceptance. To ensure an efficient process, please log into Editorial Manager at http://www.editorialmanager.com/pone/, click the 'Update My Information' link at the top of the page, and double check that your user information is up-to-date. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org.

If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. 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.

Kind regards,

Sreeram V. Ramagopalan

Academic Editor

PLOS ONE

Additional Editor Comments (optional):

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 #1: All comments have been addressed

**********

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 #1: Yes

**********

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

Reviewer #1: Yes

**********

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 #1: Yes

**********

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

PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.

Reviewer #1: Yes

**********

6. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: The authors addressed the comments transparently and the points in question are communicated clearly to the readers. The manuscript is in my opinion suitable for publication.

**********

7. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files.

If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #1: Yes: Gerardo Machnicki

**********

Formally Accepted
Acceptance Letter - Sreeram V. Ramagopalan, Editor

PONE-D-22-27576R1

Creation of an ustekinumab external control arm for Crohn’s disease using electronic health records data: a pilot study

Dear Dr. Rudrapatna:

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

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 plosone@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. Sreeram V. Ramagopalan

Academic Editor

PLOS ONE

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