Prosecution Insights
Last updated: April 19, 2026
Application No. 18/404,137

SYSTEMS AND METHODS FOR NON-INVASIVE FAT COMPOSITION MEASUREMENT IN AN ORGAN

Final Rejection §103§112
Filed
Jan 04, 2024
Examiner
PATEL, RISHI R
Art Unit
2896
Tech Center
2800 — Semiconductors & Electrical Systems
Assignee
Livivos Inc.
OA Round
2 (Final)
82%
Grant Probability
Favorable
3-4
OA Rounds
3y 4m
To Grant
85%
With Interview

Examiner Intelligence

Grants 82% — above average
82%
Career Allow Rate
494 granted / 599 resolved
+14.5% vs TC avg
Minimal +3% lift
Without
With
+2.9%
Interview Lift
resolved cases with interview
Typical timeline
3y 4m
Avg Prosecution
43 currently pending
Career history
642
Total Applications
across all art units

Statute-Specific Performance

§101
3.9%
-36.1% vs TC avg
§103
38.1%
-1.9% vs TC avg
§102
26.0%
-14.0% vs TC avg
§112
23.4%
-16.6% vs TC avg
Black line = Tech Center average estimate • Based on career data from 599 resolved cases

Office Action

§103 §112
Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Response to Arguments Applicant’s arguments, see applicant arguments/remarks, filed 10/28/2025, with respect to the previous claim objections have been fully considered and are persuasive. The previous claim objections have been withdrawn. Applicant’s arguments, see applicant arguments/remarks, filed 10/28/2025, with respect to the previous 112(a) rejection have been fully considered and are persuasive. The previous 112(a) rejection has been withdrawn. Applicant’s arguments, see applicant arguments/remarks, filed 10/28/2025, with respect to the previous 112(b) rejections except for claim 8 have been fully considered and are persuasive. The previous 112(b) rejections except for claim 8 have been withdrawn. Please see below for further details regarding claim 8. Applicant’s arguments with respect to the independent claims have been considered but are moot because the new ground of rejection does not rely on the same reference combination applied in the prior rejection of record. Claim Rejections - 35 USC § 112 The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph: The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention. Claim 8 is rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being indefinite for failing to particularly point out and distinctly claim the subject matter which the inventor or a joint inventor (or for applications subject to pre-AIA 35 U.S.C. 112, the applicant), regards as the invention. Regarding claim 8, it is unclear if “the fat contribution” refers back to “the fat contribution signal” or is different. Claim Rejections - 35 USC § 103 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis (i.e., changing from AIA to pre-AIA ) for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. Claims 1-3 and 5-6 are rejected under 35 U.S.C. 103 as being unpatentable over Prado (US 2019/0076080), in view of Sacolick (US 2016/0131727). Regarding claim 1, Prado teaches a non-invasive health measurement system comprising: an open magnet Nuclear Magnetic Resonance (NMR) apparatus to obtain NMR response signals generated by atomic nuclei of substances comprising an organ, the NMR response signals comprising a fat contribution signal and a water contribution signal [See open magnet. See Fig. 10-11. See also rest of reference.]; a processor [See Fig. 13. See also rest of reference.]; and a memory communicably coupled to the processor and storing instructions that, when executed by the processor [See Fig. 13. See also rest of reference.], cause the processor to: transmit radio frequency (RF) pulses in the presence of a field gradient into the organ with the open magnet NMR apparatus [See pulse sequence. See also rest of reference.]; obtain the NMR response signals [See pulse sequence. See also rest of reference.]; and separate the water contribution signal and the fat contribution signal based on their spin-spin (T2) relaxation times [¶0097, wherein T2 is used to help quantify the relative amounts fat to water. ¶0062, ¶0099-0110. See also rest of reference.] by a multi-echo sequence [See CPMG. See ¶0099-0110. See echo train. ¶0103. See also rest of reference.] to execute a diffusion encoding sequence [See diffusion parameter. See also rest of reference.]. Prado is silent in teaching by applying preparation pulses. Sacolick, which is also in the field of MRI, teaches by applying preparation pulses followed by a multi-echo sequence to execute a diffusion encoding sequence [¶0054, ¶0084. See also rest of reference.]. It would have been obvious to a person having ordinary skill in the art before the filing date of the claimed invention to combine the teachings of Prado and Sacolick because both references are in the field of open MRI and because Prado teaches acquiring a diffusion parameter, and Sacolick teaches it is known in the art to use diffusion weighted preparations [Sacolick - ¶0054, ¶0084. See also rest of reference.] to acquire diffusion signals. Regarding claim 2, Prado and Sacolick teach the limitations of claim 1, which this claim depends from. Prado further teaches wherein separating the water contribution signal and the fat contribution signal based on their T2 relaxation times comprises: collecting a Carr-Purcell-Meiboom-Gill (CPMG) time series [See CPMG. See ¶0099-0110. See also rest of reference.]; performing a double exponential least square fit to the CPMG time series [Fig. 11B. ¶0065-0066, ¶0099-0110. See also rest of reference.]; and computing amplitudes of the fat contribution signal and the water contribution signal based on the double exponential least square fit [Fig. 11B. ¶0065-0066, ¶0099-0110. See also rest of reference.]. Regarding claim 3, Prado and Sacolick teach the limitations of claim 2, which this claim depends from. Prado further teaches wherein a short echo time is used to minimize diffusion effects [¶0103, wherein T2 is calculated and diffusion effects are reduced by using short time windows between RF pulses (which means shorter echo time). See also rest of reference.]. Regarding claim 5, Prado and Sacolick teach the limitations of claim 2, which this claim depends from. Prado further teaches wherein separating the water contribution signal and the fat contribution signal based on their T2 relaxation times comprises measuring the T2 relaxation time for fat protons by suppressing a diffusion coefficient [¶0103, wherein T2 is calculated and diffusion effects are reduced by using short time windows between RF pulses (which means shorter echo time). See also rest of reference.]. Regarding claim 6, Prado teaches a non-invasive health measurement system comprising: an open magnet Nuclear Magnetic Resonance (NMR) apparatus to obtain NMR response signals generated by atomic nuclei of substances comprising an organ, the NMR response signals comprising a fat contribution signal and a water contribution signal [See open magnet. See Fig. 10-11. See also rest of reference.]; a processor [See Fig. 13. See also rest of reference.]; and a memory communicably coupled to the processor and storing instructions that, when executed by the processor [See Fig. 13. See also rest of reference.], cause the processor to: transmit radio frequency (RF) pulses in the presence of a field gradient into the organ with the open magnet NMR apparatus [See pulse sequence. See also rest of reference.]; obtain the NMR response signals [See pulse sequence. See also rest of reference.]; and separate the water contribution signal and the fat contribution signal based on their spin-lattice (T1) relaxation times [¶0097, wherein T1 is used to help quantify the relative amounts fat to water. ¶0062, ¶0099-0111. See also rest of reference.] by applying a multi-echo sequence [See CPMG. See ¶0099-0110. See echo train. ¶0103. See also rest of reference.] to execute a diffusion encoding sequence [See diffusion parameter. See also rest of reference.]. Prado is silent in teaching by applying preparation pulses. Sacolick, which is also in the field of MRI, teaches by applying preparation pulses followed by a multi-echo sequence to execute a diffusion encoding sequence [¶0054, ¶0084. See also rest of reference.]. It would have been obvious to a person having ordinary skill in the art before the filing date of the claimed invention to combine the teachings of Prado and Sacolick because both references are in the field of open MRI and because Prado teaches acquiring a diffusion parameter, and Sacolick teaches it is known in the art to use diffusion weighted preparations [Sacolick - ¶0054, ¶0084. See also rest of reference.] to acquire diffusion signals. Claim 4 is rejected under 35 U.S.C. 103 as being unpatentable over previously cited Prado, in view of previously cited Sacolick, and in further view of Ookawa (US 2017/0363699). Regarding claim 4, Prado and Sacolick teach the limitations of claim 2, which this claim depends from. Prado further teaches separating the water contribution signal and the fat contribution signal based on their T2 relaxation times comprises measuring the T2 relaxation time [¶0097, wherein T2 is used to help quantify the relative amounts fat to water. ¶0062, ¶0099-0110. See also rest of reference.]. Prado and Sacolick are silent in teaching wherein separating the water contribution signal and the fat contribution signal by suppressing the water signal based on T1. Ookawa, which is also in the field of MRI, teaches separating the water contribution signal and the fat contribution signal by suppressing the water signal based on T1 [¶0129. See also Fig. 10 and rest of reference.]. It would have been obvious to a person having ordinary skill in the art before the filing date of the claimed invention to combine the teachings of Prado and Sacolick with the teachings of Ookawa because all methods are in the field of MRI and separating water and fat and because Ookawa teaches it is known in the art to suppress water/fat based on T1/T2 [Ookawa - ¶0129. See also Fig. 10 and rest of reference.]. Claim 7 is rejected under 35 U.S.C. 103 as being unpatentable over previously cited Prado, in view of previously cited Sacolick, and in further view of Reeder (US 2018/0275235). Regarding claim 7, Prado and Sacolick teaches the limitations of claim 6, which this claim depends from. Prado further teaches wherein separating the water contribution signal and the fat contribution signal based on their T1 relaxation times comprises: performing a double exponential fit of the measured NMR signal amplitudes [Fig. 11B. ¶0065-0066, ¶0099-0111. See also rest of reference.]; determining signal amplitudes values for water and for fat, independently of T2 values, based on the double exponential fit [Fig. 11B. ¶0065-0066, ¶0099-0111. See also rest of reference.]; and determining T1 relaxation times for water and for fat, independently of T2 values, based on the double exponential fit [Fig. 11B. ¶0062-0066, ¶0097-0111. See also rest of reference.]. However, Prado and Sacolick are silent in teaching collecting an echo train using varying recycling delays (rd), the echo train being shorter than a shortest T2 value; measuring the NMR signal amplitudes over the range of rd values. Reeder, which is also in the field of MRI, teaches collecting an echo train using varying recycling delays (rd), the echo train being shorter than a shortest T2 value [¶0057-0067. See also rest of reference.]; measuring the NMR signal amplitudes over the range of rd values [¶0057-0067. See also rest of reference.]. It would have been obvious to a person having ordinary skill in the art before the filing date of the claimed invention to combine the teachings of Prado and Sacolick with the teachings of Reeder because all methods are in the field of MRI and water/fat separation and because Reeder teaches it is known in the art to adjust the TR to generate T1 weighting [Reeder - ¶0057-0067. See also rest of reference.]. Claim 8 is rejected under 35 U.S.C. 103 as being unpatentable over previously cited Prado, in view of previously cited Sacolick, and in further view of Reeder, and in furthest view of Jeong (US 2018/0049665). Regarding claim 8, Prado, Sacolick, and Reeder teach the limitations of claim 7, which this claim depends from. Prado further teaches wherein separating the water contribution signal and fat contribution signal based on their T1 relaxation times comprises: performing a single exponential fit to the NMR signal measurements; and computing T1f based on the single exponential fit [Fig. 11B. ¶0065-0066, ¶0099-0111. See also rest of reference.]; and separately computing T1w comprising: performing a single exponential fit to the NMR signal measurements [Fig. 11B. ¶0065-0066, ¶0099-0111. See also rest of reference.]; and computing T1w based on the single exponential fit [Fig. 11B. ¶0065-0066, ¶0099-0111. See also rest of reference.]. However, Prado and Sacolick is silent in teaching computing T1f comprising: performing NMR signal measurements at varying rd values and adding echoes; applying an NMR diffusion encoding sequence to suppress the water contribution signal; collecting a single echo with diffusion encoding at varying rd values; setting an rd value larger than T1f such that as T1w becomes much larger than T1f the fat contribution becomes effectively constant. Reeder further teaches performing NMR signal measurements at varying rd values and adding echoes [¶0057-0067. See also rest of reference.]; setting an rd value much larger than T1f such that as T1w becomes much larger than T1f the fat contribution becomes effectively constant [¶0057-0067. See also rest of reference.]. It would have been obvious to a person having ordinary skill in the art before the filing date of the claimed invention to combine the teachings of Prado and Sacolick with the teachings of Reeder because all methods are in the field of MRI and water/fat separation and because Reeder teaches it is known in the art to adjust the TR to generate T1 weighting [Reeder - ¶0057-0067. See also rest of reference.]. However, Prado, Sacolick, and Reeder are silent in teaching applying an NMR diffusion encoding sequence to suppress the water contribution signal; collecting a single echo with diffusion encoding. Jeong, which is also in the field of MRI, teaches applying an NMR diffusion encoding sequence to suppress the water contribution [¶0043, ¶0047. See also rest of reference.]; collecting a single echo with diffusion encoding [¶0043, ¶0047. See also rest of reference.]. It would have been obvious to a person having ordinary skill in the art before the filing date of the claimed invention to combine the teachings of Prado, Sacolick and Reeder with the teachings of Jeong because Jeong teaches it is known in the art to use high b-values to suppress water signals [Jeong - ¶0043, ¶0047. See also rest of reference.]. Conclusion Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to RISHI R PATEL whose telephone number is (571)272-4385. The examiner can normally be reached Mon-Thurs 7 a.m. - 5 p.m.. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Jessica Han can be reached at 571-272-2078. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /RISHI R PATEL/Primary Examiner, Art Unit 2896
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Prosecution Timeline

Jan 04, 2024
Application Filed
Jul 24, 2025
Non-Final Rejection — §103, §112
Oct 28, 2025
Response Filed
Feb 10, 2026
Final Rejection — §103, §112
Apr 07, 2026
Interview Requested

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

3-4
Expected OA Rounds
82%
Grant Probability
85%
With Interview (+2.9%)
3y 4m
Median Time to Grant
Moderate
PTA Risk
Based on 599 resolved cases by this examiner. Grant probability derived from career allow rate.

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